diff --git a/dockerfile b/dockerfile
index 1ddf0e7..51e1b78 100644
--- a/dockerfile
+++ b/dockerfile
@@ -25,6 +25,7 @@ RUN pip3 install --upgrade --no-cache-dir onnxruntime-gpu
 
 # Install skelda
 RUN pip3 install --upgrade --no-cache-dir scipy
+RUN apt-get update && apt-get install -y --no-install-recommends xvfb
 COPY ./skelda/ /skelda/
 RUN pip3 install --no-cache-dir -e /skelda/
 
diff --git a/media/RESULTS.md b/media/RESULTS.md
index 9f3d197..df99e2d 100644
--- a/media/RESULTS.md
+++ b/media/RESULTS.md
@@ -1,14 +1,16 @@
 # Evaluation Results
 
-Results of the model in various experiments on different datasets.
+Results of the model in various experiments on different datasets. \
+(Note that building the _trt-engines_ is not deterministic, which can lead to slightly varying results)
 
 ### Human36m
 
 ```json
 {
-  "avg_time_2d": 0.009281002464940992,
-  "avg_time_3d": 0.00031142558081675384,
-  "avg_fps": 104.24889248371795
+  "img_loading": 0.01979934926760399,
+  "avg_time_2d": 0.008879996154267909,
+  "avg_time_3d": 0.0003021462488982637,
+  "avg_fps": 108.9070454467338
 }
 {
   "person_nums": {
@@ -27,248 +29,248 @@ Results of the model in various experiments on different datasets.
   },
   "mpjpe": {
     "count": 600,
-    "mean": 0.066564,
-    "median": 0.05836,
-    "std": 0.028051,
-    "sem": 0.001146,
-    "min": 0.043283,
-    "max": 0.190505,
+    "mean": 0.066667,
+    "median": 0.058614,
+    "std": 0.028022,
+    "sem": 0.001145,
+    "min": 0.043676,
+    "max": 0.196063,
     "recall-0.025": 0.0,
-    "recall-0.05": 0.06,
+    "recall-0.05": 0.048333,
     "recall-0.1": 0.931667,
     "recall-0.15": 0.95,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
     "num_labels": 600,
     "ap-0.025": 0.0,
-    "ap-0.05": 0.005904,
-    "ap-0.1": 0.88884,
-    "ap-0.15": 0.912818,
+    "ap-0.05": 0.005384,
+    "ap-0.1": 0.888068,
+    "ap-0.15": 0.91386,
     "ap-0.25": 1.0,
     "ap-0.5": 1.0
   },
   "nose": {
     "count": 600,
-    "mean": 0.113269,
-    "median": 0.097949,
-    "std": 0.041516,
-    "sem": 0.001696,
-    "min": 0.030433,
-    "max": 0.295413,
+    "mean": 0.11317,
+    "median": 0.097143,
+    "std": 0.041836,
+    "sem": 0.001709,
+    "min": 0.036359,
+    "max": 0.312603,
     "recall-0.025": 0.0,
-    "recall-0.05": 0.01,
-    "recall-0.1": 0.521667,
-    "recall-0.15": 0.821667,
+    "recall-0.05": 0.013333,
+    "recall-0.1": 0.528333,
+    "recall-0.15": 0.815,
     "recall-0.25": 0.993333,
     "recall-0.5": 1.0,
     "num_labels": 600
   },
   "shoulder_left": {
     "count": 600,
-    "mean": 0.034321,
-    "median": 0.025349,
-    "std": 0.032202,
-    "sem": 0.001316,
-    "min": 0.002801,
-    "max": 0.182024,
+    "mean": 0.034127,
+    "median": 0.025218,
+    "std": 0.032234,
+    "sem": 0.001317,
+    "min": 0.002674,
+    "max": 0.18039,
     "recall-0.025": 0.49,
-    "recall-0.05": 0.856667,
+    "recall-0.05": 0.853333,
     "recall-0.1": 0.945,
-    "recall-0.15": 0.965,
+    "recall-0.15": 0.966667,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
     "num_labels": 600
   },
   "shoulder_right": {
     "count": 600,
-    "mean": 0.046987,
-    "median": 0.033798,
-    "std": 0.041045,
-    "sem": 0.001677,
-    "min": 0.003907,
-    "max": 0.249492,
-    "recall-0.025": 0.22,
-    "recall-0.05": 0.773333,
-    "recall-0.1": 0.923333,
+    "mean": 0.047591,
+    "median": 0.034595,
+    "std": 0.0413,
+    "sem": 0.001687,
+    "min": 0.004755,
+    "max": 0.258638,
+    "recall-0.025": 0.206667,
+    "recall-0.05": 0.758333,
+    "recall-0.1": 0.92,
     "recall-0.15": 0.943333,
-    "recall-0.25": 1.0,
+    "recall-0.25": 0.996667,
     "recall-0.5": 1.0,
     "num_labels": 600
   },
   "elbow_left": {
     "count": 600,
-    "mean": 0.042771,
-    "median": 0.034443,
-    "std": 0.034408,
-    "sem": 0.001406,
-    "min": 0.002812,
-    "max": 0.194372,
-    "recall-0.025": 0.25,
-    "recall-0.05": 0.805,
+    "mean": 0.042798,
+    "median": 0.034678,
+    "std": 0.034312,
+    "sem": 0.001402,
+    "min": 0.004685,
+    "max": 0.196545,
+    "recall-0.025": 0.241667,
+    "recall-0.05": 0.806667,
     "recall-0.1": 0.945,
-    "recall-0.15": 0.958333,
+    "recall-0.15": 0.956667,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
     "num_labels": 600
   },
   "elbow_right": {
     "count": 600,
-    "mean": 0.044192,
-    "median": 0.03208,
-    "std": 0.037392,
-    "sem": 0.001528,
-    "min": 0.006571,
-    "max": 0.342018,
-    "recall-0.025": 0.231667,
-    "recall-0.05": 0.79,
-    "recall-0.1": 0.926667,
-    "recall-0.15": 0.945,
-    "recall-0.25": 0.996667,
+    "mean": 0.043928,
+    "median": 0.032725,
+    "std": 0.036551,
+    "sem": 0.001493,
+    "min": 0.005454,
+    "max": 0.38468,
+    "recall-0.025": 0.236667,
+    "recall-0.05": 0.795,
+    "recall-0.1": 0.933333,
+    "recall-0.15": 0.946667,
+    "recall-0.25": 0.998333,
     "recall-0.5": 1.0,
     "num_labels": 600
   },
   "wrist_left": {
     "count": 600,
-    "mean": 0.042137,
-    "median": 0.023445,
-    "std": 0.047176,
-    "sem": 0.001928,
-    "min": 0.002601,
-    "max": 0.32204,
-    "recall-0.025": 0.533333,
-    "recall-0.05": 0.748333,
+    "mean": 0.042116,
+    "median": 0.023567,
+    "std": 0.046214,
+    "sem": 0.001888,
+    "min": 0.000925,
+    "max": 0.29384,
+    "recall-0.025": 0.52,
+    "recall-0.05": 0.755,
     "recall-0.1": 0.891667,
-    "recall-0.15": 0.926667,
-    "recall-0.25": 0.998333,
+    "recall-0.15": 0.931667,
+    "recall-0.25": 0.996667,
     "recall-0.5": 1.0,
     "num_labels": 600
   },
   "wrist_right": {
-    "count": 597,
-    "mean": 0.046115,
-    "median": 0.027472,
-    "std": 0.053855,
-    "sem": 0.002206,
-    "min": 0.002569,
-    "max": 0.482775,
-    "recall-0.025": 0.455,
-    "recall-0.05": 0.748333,
-    "recall-0.1": 0.888333,
-    "recall-0.15": 0.898333,
-    "recall-0.25": 0.991667,
-    "recall-0.5": 0.995,
+    "count": 598,
+    "mean": 0.046536,
+    "median": 0.026456,
+    "std": 0.056252,
+    "sem": 0.002302,
+    "min": 0.003099,
+    "max": 0.490139,
+    "recall-0.025": 0.47,
+    "recall-0.05": 0.753333,
+    "recall-0.1": 0.886667,
+    "recall-0.15": 0.901667,
+    "recall-0.25": 0.99,
+    "recall-0.5": 0.996667,
     "num_labels": 600
   },
   "hip_left": {
     "count": 600,
-    "mean": 0.089983,
-    "median": 0.086035,
-    "std": 0.033001,
-    "sem": 0.001348,
-    "min": 0.010666,
-    "max": 0.237121,
-    "recall-0.025": 0.008333,
-    "recall-0.05": 0.041667,
-    "recall-0.1": 0.808333,
-    "recall-0.15": 0.951667,
+    "mean": 0.090083,
+    "median": 0.085481,
+    "std": 0.032751,
+    "sem": 0.001338,
+    "min": 0.014241,
+    "max": 0.235833,
+    "recall-0.025": 0.005,
+    "recall-0.05": 0.031667,
+    "recall-0.1": 0.816667,
+    "recall-0.15": 0.95,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
     "num_labels": 600
   },
   "hip_right": {
     "count": 600,
-    "mean": 0.113405,
-    "median": 0.111782,
-    "std": 0.026025,
-    "sem": 0.001063,
-    "min": 0.040386,
-    "max": 0.235156,
+    "mean": 0.113566,
+    "median": 0.112803,
+    "std": 0.026148,
+    "sem": 0.001068,
+    "min": 0.030358,
+    "max": 0.235667,
     "recall-0.025": 0.0,
     "recall-0.05": 0.011667,
-    "recall-0.1": 0.236667,
-    "recall-0.15": 0.946667,
+    "recall-0.1": 0.231667,
+    "recall-0.15": 0.95,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
     "num_labels": 600
   },
   "knee_left": {
     "count": 600,
-    "mean": 0.059449,
-    "median": 0.04496,
-    "std": 0.056659,
-    "sem": 0.002315,
-    "min": 0.017049,
-    "max": 0.40245,
-    "recall-0.025": 0.041667,
-    "recall-0.05": 0.593333,
-    "recall-0.1": 0.921667,
-    "recall-0.15": 0.93,
+    "mean": 0.060138,
+    "median": 0.044911,
+    "std": 0.057461,
+    "sem": 0.002348,
+    "min": 0.013069,
+    "max": 0.400068,
+    "recall-0.025": 0.045,
+    "recall-0.05": 0.6,
+    "recall-0.1": 0.92,
+    "recall-0.15": 0.926667,
     "recall-0.25": 0.981667,
     "recall-0.5": 1.0,
     "num_labels": 600
   },
   "knee_right": {
     "count": 600,
-    "mean": 0.05269,
-    "median": 0.043861,
-    "std": 0.037853,
-    "sem": 0.001547,
-    "min": 0.01358,
-    "max": 0.250648,
-    "recall-0.025": 0.036667,
-    "recall-0.05": 0.74,
-    "recall-0.1": 0.933333,
-    "recall-0.15": 0.936667,
-    "recall-0.25": 0.998333,
+    "mean": 0.052487,
+    "median": 0.044247,
+    "std": 0.03625,
+    "sem": 0.001481,
+    "min": 0.015468,
+    "max": 0.233877,
+    "recall-0.025": 0.035,
+    "recall-0.05": 0.731667,
+    "recall-0.1": 0.938333,
+    "recall-0.15": 0.94,
+    "recall-0.25": 1.0,
     "recall-0.5": 1.0,
     "num_labels": 600
   },
   "ankle_left": {
     "count": 597,
-    "mean": 0.095195,
-    "median": 0.084927,
-    "std": 0.047605,
-    "sem": 0.00195,
+    "mean": 0.095334,
+    "median": 0.084576,
+    "std": 0.047857,
+    "sem": 0.00196,
     "min": 0.046243,
-    "max": 0.497966,
+    "max": 0.499049,
     "recall-0.025": 0.0,
     "recall-0.05": 0.001667,
-    "recall-0.1": 0.84,
-    "recall-0.15": 0.94,
+    "recall-0.1": 0.846667,
+    "recall-0.15": 0.936667,
     "recall-0.25": 0.98,
     "recall-0.5": 0.995,
     "num_labels": 600
   },
   "ankle_right": {
     "count": 600,
-    "mean": 0.080212,
-    "median": 0.068059,
-    "std": 0.047808,
-    "sem": 0.001953,
-    "min": 0.032293,
-    "max": 0.453794,
+    "mean": 0.081125,
+    "median": 0.068111,
+    "std": 0.050481,
+    "sem": 0.002063,
+    "min": 0.038007,
+    "max": 0.475069,
     "recall-0.025": 0.0,
-    "recall-0.05": 0.026667,
-    "recall-0.1": 0.905,
+    "recall-0.05": 0.023333,
+    "recall-0.1": 0.903333,
     "recall-0.15": 0.925,
-    "recall-0.25": 0.988333,
+    "recall-0.25": 0.985,
     "recall-0.5": 1.0,
     "num_labels": 600
   },
   "joint_recalls": {
     "num_labels": 7800,
-    "recall-0.025": 0.1741,
-    "recall-0.05": 0.47231,
-    "recall-0.1": 0.82154,
-    "recall-0.15": 0.92949,
-    "recall-0.25": 0.99397,
-    "recall-0.5": 0.99923
+    "recall-0.025": 0.17308,
+    "recall-0.05": 0.47128,
+    "recall-0.1": 0.82308,
+    "recall-0.15": 0.92974,
+    "recall-0.25": 0.99372,
+    "recall-0.5": 0.99936
   }
 }
 {
   "total_parts": 8400,
-  "correct_parts": 8094,
-  "pcp": 0.963571
+  "correct_parts": 8098,
+  "pcp": 0.964048
 }
 ```
 
@@ -276,170 +278,171 @@ Results of the model in various experiments on different datasets.
 
 ```json
 {
-  "avg_time_2d": 0.025720739692347155,
-  "avg_time_3d": 0.0007782072545736516,
-  "avg_fps": 37.737348657781304
+  "img_loading": 0.04295783026521558,
+  "avg_time_2d": 0.01779815503412096,
+  "avg_time_3d": 0.0006907936633657344,
+  "avg_fps": 54.08636350080497
 }
 {
   "person_nums": {
     "total_frames": 301,
     "total_labels": 477,
-    "total_preds": 828,
+    "total_preds": 830,
     "considered_empty": 0,
     "valid_preds": 477,
-    "invalid_preds": 351,
+    "invalid_preds": 353,
     "missing": 0,
-    "invalid_fraction": 0.42391,
-    "precision": 0.57609,
+    "invalid_fraction": 0.4253,
+    "precision": 0.5747,
     "recall": 1.0,
-    "f1": 0.73103,
-    "non_empty": 828
+    "f1": 0.72992,
+    "non_empty": 830
   },
   "mpjpe": {
     "count": 477,
-    "mean": 0.048363,
-    "median": 0.043254,
-    "std": 0.014966,
-    "sem": 0.000686,
-    "min": 0.028857,
-    "max": 0.115145,
+    "mean": 0.048293,
+    "median": 0.043324,
+    "std": 0.014938,
+    "sem": 0.000685,
+    "min": 0.028113,
+    "max": 0.118923,
     "recall-0.025": 0.0,
-    "recall-0.05": 0.689727,
+    "recall-0.05": 0.677149,
     "recall-0.1": 0.987421,
     "recall-0.15": 1.0,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
     "num_labels": 477,
     "ap-0.025": 0.0,
-    "ap-0.05": 0.36895,
-    "ap-0.1": 0.701837,
-    "ap-0.15": 0.712076,
-    "ap-0.25": 0.712076,
-    "ap-0.5": 0.712076
+    "ap-0.05": 0.357493,
+    "ap-0.1": 0.705603,
+    "ap-0.15": 0.717296,
+    "ap-0.25": 0.717296,
+    "ap-0.5": 0.717296
   },
   "head": {
     "count": 477,
-    "mean": 0.053754,
-    "median": 0.050005,
-    "std": 0.024723,
-    "sem": 0.001133,
-    "min": 0.006821,
-    "max": 0.180711,
-    "recall-0.025": 0.077568,
-    "recall-0.05": 0.498952,
-    "recall-0.1": 0.939203,
-    "recall-0.15": 0.997904,
+    "mean": 0.053512,
+    "median": 0.049734,
+    "std": 0.024196,
+    "sem": 0.001109,
+    "min": 0.003718,
+    "max": 0.135757,
+    "recall-0.025": 0.081761,
+    "recall-0.05": 0.509434,
+    "recall-0.1": 0.93501,
+    "recall-0.15": 1.0,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
     "num_labels": 477
   },
   "shoulder_left": {
     "count": 477,
-    "mean": 0.043087,
-    "median": 0.038111,
-    "std": 0.020649,
-    "sem": 0.000946,
-    "min": 0.003582,
-    "max": 0.154806,
-    "recall-0.025": 0.155136,
-    "recall-0.05": 0.721174,
-    "recall-0.1": 0.987421,
-    "recall-0.15": 0.997904,
+    "mean": 0.042939,
+    "median": 0.038208,
+    "std": 0.020287,
+    "sem": 0.00093,
+    "min": 0.004925,
+    "max": 0.136917,
+    "recall-0.025": 0.146751,
+    "recall-0.05": 0.719078,
+    "recall-0.1": 0.989518,
+    "recall-0.15": 1.0,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
     "num_labels": 477
   },
   "shoulder_right": {
     "count": 477,
-    "mean": 0.050634,
-    "median": 0.047764,
-    "std": 0.024316,
-    "sem": 0.001115,
-    "min": 0.006442,
-    "max": 0.16236,
-    "recall-0.025": 0.111111,
-    "recall-0.05": 0.526205,
-    "recall-0.1": 0.951782,
-    "recall-0.15": 0.997904,
+    "mean": 0.050571,
+    "median": 0.046707,
+    "std": 0.02374,
+    "sem": 0.001088,
+    "min": 0.005888,
+    "max": 0.135368,
+    "recall-0.025": 0.098532,
+    "recall-0.05": 0.536688,
+    "recall-0.1": 0.949686,
+    "recall-0.15": 1.0,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
     "num_labels": 477
   },
   "elbow_left": {
     "count": 477,
-    "mean": 0.041879,
-    "median": 0.03294,
-    "std": 0.029247,
-    "sem": 0.001341,
-    "min": 0.004935,
-    "max": 0.32041,
-    "recall-0.025": 0.280922,
-    "recall-0.05": 0.733753,
+    "mean": 0.041528,
+    "median": 0.032643,
+    "std": 0.029184,
+    "sem": 0.001338,
+    "min": 0.004723,
+    "max": 0.322505,
+    "recall-0.025": 0.308176,
+    "recall-0.05": 0.740042,
     "recall-0.1": 0.953878,
-    "recall-0.15": 0.995807,
+    "recall-0.15": 0.997904,
     "recall-0.25": 0.997904,
     "recall-0.5": 1.0,
     "num_labels": 477
   },
   "elbow_right": {
     "count": 477,
-    "mean": 0.05292,
-    "median": 0.044952,
-    "std": 0.0411,
-    "sem": 0.001884,
-    "min": 0.001458,
-    "max": 0.243877,
-    "recall-0.025": 0.264151,
-    "recall-0.05": 0.557652,
-    "recall-0.1": 0.90566,
-    "recall-0.15": 0.958071,
+    "mean": 0.05333,
+    "median": 0.045195,
+    "std": 0.040872,
+    "sem": 0.001873,
+    "min": 0.002333,
+    "max": 0.243832,
+    "recall-0.025": 0.257862,
+    "recall-0.05": 0.570231,
+    "recall-0.1": 0.899371,
+    "recall-0.15": 0.960168,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
     "num_labels": 477
   },
   "wrist_left": {
     "count": 477,
-    "mean": 0.06003,
-    "median": 0.052808,
-    "std": 0.039768,
-    "sem": 0.001823,
-    "min": 0.008619,
-    "max": 0.326556,
-    "recall-0.025": 0.129979,
-    "recall-0.05": 0.436059,
-    "recall-0.1": 0.907757,
+    "mean": 0.059956,
+    "median": 0.053843,
+    "std": 0.038786,
+    "sem": 0.001778,
+    "min": 0.002828,
+    "max": 0.297514,
+    "recall-0.025": 0.140461,
+    "recall-0.05": 0.421384,
+    "recall-0.1": 0.90566,
     "recall-0.15": 0.964361,
-    "recall-0.25": 0.989518,
+    "recall-0.25": 0.993711,
     "recall-0.5": 1.0,
     "num_labels": 477
   },
   "wrist_right": {
     "count": 477,
-    "mean": 0.059214,
-    "median": 0.054442,
-    "std": 0.033352,
-    "sem": 0.001529,
-    "min": 0.007306,
-    "max": 0.362927,
-    "recall-0.025": 0.102725,
+    "mean": 0.059048,
+    "median": 0.054666,
+    "std": 0.032506,
+    "sem": 0.00149,
+    "min": 0.003898,
+    "max": 0.298564,
+    "recall-0.025": 0.111111,
     "recall-0.05": 0.42348,
-    "recall-0.1": 0.909853,
-    "recall-0.15": 0.981132,
+    "recall-0.1": 0.90566,
+    "recall-0.15": 0.985325,
     "recall-0.25": 0.997904,
     "recall-0.5": 1.0,
     "num_labels": 477
   },
   "hip_left": {
     "count": 477,
-    "mean": 0.048916,
-    "median": 0.04267,
-    "std": 0.02644,
-    "sem": 0.001212,
-    "min": 0.008106,
-    "max": 0.140729,
+    "mean": 0.048603,
+    "median": 0.042469,
+    "std": 0.025771,
+    "sem": 0.001181,
+    "min": 0.005925,
+    "max": 0.138179,
     "recall-0.025": 0.174004,
-    "recall-0.05": 0.597484,
-    "recall-0.1": 0.953878,
+    "recall-0.05": 0.593291,
+    "recall-0.1": 0.960168,
     "recall-0.15": 1.0,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
@@ -447,31 +450,31 @@ Results of the model in various experiments on different datasets.
   },
   "hip_right": {
     "count": 477,
-    "mean": 0.059511,
-    "median": 0.057006,
-    "std": 0.025342,
-    "sem": 0.001162,
-    "min": 0.002541,
-    "max": 0.163207,
-    "recall-0.025": 0.085954,
-    "recall-0.05": 0.341719,
-    "recall-0.1": 0.93501,
-    "recall-0.15": 0.997904,
+    "mean": 0.059734,
+    "median": 0.057055,
+    "std": 0.025122,
+    "sem": 0.001151,
+    "min": 0.002334,
+    "max": 0.14119,
+    "recall-0.025": 0.079665,
+    "recall-0.05": 0.32914,
+    "recall-0.1": 0.926625,
+    "recall-0.15": 1.0,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
     "num_labels": 477
   },
   "knee_left": {
     "count": 477,
-    "mean": 0.041094,
-    "median": 0.038775,
-    "std": 0.024729,
-    "sem": 0.001133,
-    "min": 0.003901,
-    "max": 0.195774,
-    "recall-0.025": 0.249476,
-    "recall-0.05": 0.733753,
-    "recall-0.1": 0.974843,
+    "mean": 0.041019,
+    "median": 0.03845,
+    "std": 0.024637,
+    "sem": 0.001129,
+    "min": 0.003899,
+    "max": 0.189367,
+    "recall-0.025": 0.24109,
+    "recall-0.05": 0.737945,
+    "recall-0.1": 0.972746,
     "recall-0.15": 0.989518,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
@@ -479,15 +482,15 @@ Results of the model in various experiments on different datasets.
   },
   "knee_right": {
     "count": 477,
-    "mean": 0.039762,
-    "median": 0.035645,
-    "std": 0.023311,
-    "sem": 0.001068,
-    "min": 0.005335,
-    "max": 0.191021,
-    "recall-0.025": 0.312369,
-    "recall-0.05": 0.706499,
-    "recall-0.1": 0.981132,
+    "mean": 0.039858,
+    "median": 0.036179,
+    "std": 0.023797,
+    "sem": 0.001091,
+    "min": 0.006892,
+    "max": 0.188435,
+    "recall-0.025": 0.32914,
+    "recall-0.05": 0.712788,
+    "recall-0.1": 0.976939,
     "recall-0.15": 0.997904,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
@@ -495,15 +498,15 @@ Results of the model in various experiments on different datasets.
   },
   "ankle_left": {
     "count": 477,
-    "mean": 0.036697,
-    "median": 0.028189,
-    "std": 0.031601,
-    "sem": 0.001448,
-    "min": 0.00396,
-    "max": 0.233662,
-    "recall-0.025": 0.436059,
+    "mean": 0.036634,
+    "median": 0.027899,
+    "std": 0.031313,
+    "sem": 0.001435,
+    "min": 0.005377,
+    "max": 0.215876,
+    "recall-0.025": 0.433962,
     "recall-0.05": 0.813417,
-    "recall-0.1": 0.943396,
+    "recall-0.1": 0.939203,
     "recall-0.15": 0.983229,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
@@ -511,34 +514,34 @@ Results of the model in various experiments on different datasets.
   },
   "ankle_right": {
     "count": 477,
-    "mean": 0.041215,
-    "median": 0.03085,
-    "std": 0.037902,
-    "sem": 0.001737,
-    "min": 0.002008,
-    "max": 0.269991,
+    "mean": 0.041072,
+    "median": 0.030714,
+    "std": 0.038367,
+    "sem": 0.001759,
+    "min": 0.002361,
+    "max": 0.26882,
     "recall-0.025": 0.314465,
-    "recall-0.05": 0.800839,
-    "recall-0.1": 0.922432,
+    "recall-0.05": 0.792453,
+    "recall-0.1": 0.926625,
     "recall-0.15": 0.968553,
-    "recall-0.25": 0.997904,
+    "recall-0.25": 0.995807,
     "recall-0.5": 1.0,
     "num_labels": 477
   },
   "joint_recalls": {
     "num_labels": 6201,
-    "recall-0.025": 0.20593,
-    "recall-0.05": 0.60603,
-    "recall-0.1": 0.94211,
-    "recall-0.15": 0.98629,
+    "recall-0.025": 0.20739,
+    "recall-0.05": 0.60668,
+    "recall-0.1": 0.94033,
+    "recall-0.15": 0.98807,
     "recall-0.25": 0.99871,
     "recall-0.5": 1.0
   }
 }
 {
   "total_parts": 6678,
-  "correct_parts": 6617,
-  "pcp": 0.990866
+  "correct_parts": 6619,
+  "pcp": 0.991165
 }
 ```
 
@@ -546,269 +549,270 @@ Results of the model in various experiments on different datasets.
 
 ```json
 {
-  "avg_time_2d": 0.010491762521131983,
-  "avg_time_3d": 0.00032040083183432525,
-  "avg_fps": 92.48842875886173
+  "img_loading": 0.004933710368174427,
+  "avg_time_2d": 0.00870872106192247,
+  "avg_time_3d": 0.0003379673328039781,
+  "avg_fps": 110.5376858766271
 }
 {
   "person_nums": {
     "total_frames": 222,
     "total_labels": 376,
-    "total_preds": 444,
+    "total_preds": 443,
     "considered_empty": 0,
     "valid_preds": 376,
-    "invalid_preds": 68,
+    "invalid_preds": 67,
     "missing": 0,
-    "invalid_fraction": 0.15315,
-    "precision": 0.84685,
+    "invalid_fraction": 0.15124,
+    "precision": 0.84876,
     "recall": 1.0,
-    "f1": 0.91707,
-    "non_empty": 444
+    "f1": 0.91819,
+    "non_empty": 443
   },
   "mpjpe": {
     "count": 376,
-    "mean": 0.077253,
-    "median": 0.074373,
-    "std": 0.017545,
-    "sem": 0.000906,
-    "min": 0.044498,
-    "max": 0.156198,
+    "mean": 0.078588,
+    "median": 0.07461,
+    "std": 0.020279,
+    "sem": 0.001047,
+    "min": 0.046892,
+    "max": 0.204121,
     "recall-0.025": 0.0,
-    "recall-0.05": 0.015957,
+    "recall-0.05": 0.007979,
     "recall-0.1": 0.896277,
-    "recall-0.15": 0.99734,
+    "recall-0.15": 0.986702,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
     "num_labels": 376,
     "ap-0.025": 0.0,
-    "ap-0.05": 0.000397,
-    "ap-0.1": 0.792696,
-    "ap-0.15": 0.931482,
-    "ap-0.25": 0.934769,
-    "ap-0.5": 0.934769
+    "ap-0.05": 0.000678,
+    "ap-0.1": 0.804939,
+    "ap-0.15": 0.925765,
+    "ap-0.25": 0.945337,
+    "ap-0.5": 0.945337
   },
   "head": {
     "count": 376,
-    "mean": 0.068707,
-    "median": 0.065641,
-    "std": 0.035104,
-    "sem": 0.001813,
-    "min": 0.009953,
-    "max": 0.310029,
-    "recall-0.025": 0.079787,
-    "recall-0.05": 0.324468,
-    "recall-0.1": 0.867021,
-    "recall-0.15": 0.973404,
+    "mean": 0.069714,
+    "median": 0.066299,
+    "std": 0.035144,
+    "sem": 0.001815,
+    "min": 0.011434,
+    "max": 0.264105,
+    "recall-0.025": 0.077128,
+    "recall-0.05": 0.31383,
+    "recall-0.1": 0.845745,
+    "recall-0.15": 0.970745,
     "recall-0.25": 0.99734,
     "recall-0.5": 1.0,
     "num_labels": 376
   },
   "shoulder_left": {
     "count": 376,
-    "mean": 0.065959,
-    "median": 0.060667,
-    "std": 0.028962,
-    "sem": 0.001496,
-    "min": 0.017576,
-    "max": 0.164082,
-    "recall-0.025": 0.031915,
+    "mean": 0.067876,
+    "median": 0.061292,
+    "std": 0.033164,
+    "sem": 0.001713,
+    "min": 0.013038,
+    "max": 0.244502,
+    "recall-0.025": 0.029255,
     "recall-0.05": 0.292553,
-    "recall-0.1": 0.87766,
-    "recall-0.15": 0.986702,
+    "recall-0.1": 0.869681,
+    "recall-0.15": 0.976064,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
     "num_labels": 376
   },
   "shoulder_right": {
     "count": 376,
-    "mean": 0.074319,
-    "median": 0.070225,
-    "std": 0.034792,
-    "sem": 0.001797,
-    "min": 0.005962,
-    "max": 0.196825,
-    "recall-0.025": 0.039894,
+    "mean": 0.074885,
+    "median": 0.070253,
+    "std": 0.034983,
+    "sem": 0.001807,
+    "min": 0.006692,
+    "max": 0.194165,
+    "recall-0.025": 0.029255,
     "recall-0.05": 0.268617,
-    "recall-0.1": 0.789894,
-    "recall-0.15": 0.965426,
+    "recall-0.1": 0.787234,
+    "recall-0.15": 0.957447,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
     "num_labels": 376
   },
   "elbow_left": {
     "count": 376,
-    "mean": 0.08632,
-    "median": 0.072742,
-    "std": 0.048086,
-    "sem": 0.002483,
-    "min": 0.005631,
-    "max": 0.229685,
-    "recall-0.025": 0.039894,
-    "recall-0.05": 0.25,
-    "recall-0.1": 0.675532,
-    "recall-0.15": 0.87234,
-    "recall-0.25": 1.0,
+    "mean": 0.089187,
+    "median": 0.077462,
+    "std": 0.049744,
+    "sem": 0.002569,
+    "min": 0.014348,
+    "max": 0.254225,
+    "recall-0.025": 0.037234,
+    "recall-0.05": 0.244681,
+    "recall-0.1": 0.643617,
+    "recall-0.15": 0.851064,
+    "recall-0.25": 0.99734,
     "recall-0.5": 1.0,
     "num_labels": 376
   },
   "elbow_right": {
     "count": 376,
-    "mean": 0.08024,
-    "median": 0.070943,
-    "std": 0.043195,
-    "sem": 0.002231,
-    "min": 0.011528,
-    "max": 0.199802,
-    "recall-0.025": 0.042553,
-    "recall-0.05": 0.287234,
-    "recall-0.1": 0.718085,
-    "recall-0.15": 0.904255,
+    "mean": 0.080829,
+    "median": 0.068233,
+    "std": 0.043987,
+    "sem": 0.002272,
+    "min": 0.011725,
+    "max": 0.233727,
+    "recall-0.025": 0.058511,
+    "recall-0.05": 0.279255,
+    "recall-0.1": 0.702128,
+    "recall-0.15": 0.898936,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
     "num_labels": 376
   },
   "wrist_left": {
     "count": 376,
-    "mean": 0.113533,
-    "median": 0.100003,
-    "std": 0.065084,
-    "sem": 0.003361,
-    "min": 0.009611,
-    "max": 0.404522,
-    "recall-0.025": 0.021277,
-    "recall-0.05": 0.143617,
-    "recall-0.1": 0.5,
-    "recall-0.15": 0.787234,
-    "recall-0.25": 0.941489,
+    "mean": 0.115561,
+    "median": 0.103046,
+    "std": 0.067613,
+    "sem": 0.003492,
+    "min": 0.009428,
+    "max": 0.484697,
+    "recall-0.025": 0.026596,
+    "recall-0.05": 0.12766,
+    "recall-0.1": 0.457447,
+    "recall-0.15": 0.771277,
+    "recall-0.25": 0.946809,
     "recall-0.5": 1.0,
     "num_labels": 376
   },
   "wrist_right": {
     "count": 376,
-    "mean": 0.102733,
-    "median": 0.093528,
-    "std": 0.046502,
-    "sem": 0.002401,
-    "min": 0.018379,
-    "max": 0.258203,
-    "recall-0.025": 0.005319,
+    "mean": 0.102911,
+    "median": 0.094236,
+    "std": 0.045892,
+    "sem": 0.00237,
+    "min": 0.027564,
+    "max": 0.26014,
+    "recall-0.025": 0.0,
     "recall-0.05": 0.071809,
-    "recall-0.1": 0.569149,
-    "recall-0.15": 0.851064,
+    "recall-0.1": 0.579787,
+    "recall-0.15": 0.845745,
     "recall-0.25": 0.994681,
     "recall-0.5": 1.0,
     "num_labels": 376
   },
   "hip_left": {
     "count": 376,
-    "mean": 0.072164,
-    "median": 0.073167,
-    "std": 0.02975,
-    "sem": 0.001536,
-    "min": 0.007894,
-    "max": 0.173529,
-    "recall-0.025": 0.077128,
-    "recall-0.05": 0.231383,
-    "recall-0.1": 0.829787,
-    "recall-0.15": 0.994681,
+    "mean": 0.073232,
+    "median": 0.073273,
+    "std": 0.031964,
+    "sem": 0.001651,
+    "min": 0.005297,
+    "max": 0.236371,
+    "recall-0.025": 0.071809,
+    "recall-0.05": 0.223404,
+    "recall-0.1": 0.805851,
+    "recall-0.15": 0.984043,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
     "num_labels": 376
   },
   "hip_right": {
     "count": 376,
-    "mean": 0.079834,
-    "median": 0.07783,
-    "std": 0.032293,
-    "sem": 0.001668,
-    "min": 0.014083,
-    "max": 0.2319,
-    "recall-0.025": 0.021277,
-    "recall-0.05": 0.146277,
-    "recall-0.1": 0.787234,
-    "recall-0.15": 0.965426,
+    "mean": 0.08026,
+    "median": 0.077832,
+    "std": 0.032959,
+    "sem": 0.001702,
+    "min": 0.012152,
+    "max": 0.227098,
+    "recall-0.025": 0.023936,
+    "recall-0.05": 0.151596,
+    "recall-0.1": 0.784574,
+    "recall-0.15": 0.962766,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
     "num_labels": 376
   },
   "knee_left": {
     "count": 376,
-    "mean": 0.054967,
-    "median": 0.050785,
-    "std": 0.026446,
-    "sem": 0.001366,
-    "min": 0.009112,
-    "max": 0.241942,
-    "recall-0.025": 0.093085,
-    "recall-0.05": 0.489362,
-    "recall-0.1": 0.946809,
-    "recall-0.15": 0.99734,
+    "mean": 0.056133,
+    "median": 0.052373,
+    "std": 0.029066,
+    "sem": 0.001501,
+    "min": 0.008066,
+    "max": 0.244232,
+    "recall-0.025": 0.103723,
+    "recall-0.05": 0.465426,
+    "recall-0.1": 0.93617,
+    "recall-0.15": 0.989362,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
     "num_labels": 376
   },
   "knee_right": {
     "count": 376,
-    "mean": 0.055966,
-    "median": 0.051957,
-    "std": 0.028328,
-    "sem": 0.001463,
-    "min": 0.004386,
-    "max": 0.216135,
-    "recall-0.025": 0.095745,
-    "recall-0.05": 0.465426,
-    "recall-0.1": 0.944149,
-    "recall-0.15": 0.981383,
+    "mean": 0.056384,
+    "median": 0.051883,
+    "std": 0.028402,
+    "sem": 0.001467,
+    "min": 0.010997,
+    "max": 0.214376,
+    "recall-0.025": 0.082447,
+    "recall-0.05": 0.454787,
+    "recall-0.1": 0.941489,
+    "recall-0.15": 0.984043,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
     "num_labels": 376
   },
   "ankle_left": {
     "count": 372,
-    "mean": 0.076281,
-    "median": 0.052812,
-    "std": 0.077449,
-    "sem": 0.004021,
-    "min": 0.008833,
-    "max": 0.461738,
-    "recall-0.025": 0.098404,
-    "recall-0.05": 0.460106,
-    "recall-0.1": 0.824468,
-    "recall-0.15": 0.922872,
+    "mean": 0.077197,
+    "median": 0.054066,
+    "std": 0.078374,
+    "sem": 0.004069,
+    "min": 0.008893,
+    "max": 0.494805,
+    "recall-0.025": 0.074468,
+    "recall-0.05": 0.441489,
+    "recall-0.1": 0.819149,
+    "recall-0.15": 0.925532,
     "recall-0.25": 0.93883,
     "recall-0.5": 0.989362,
     "num_labels": 376
   },
   "ankle_right": {
     "count": 375,
-    "mean": 0.067406,
-    "median": 0.048563,
-    "std": 0.071275,
-    "sem": 0.003686,
-    "min": 0.008871,
-    "max": 0.477389,
+    "mean": 0.071603,
+    "median": 0.048976,
+    "std": 0.079649,
+    "sem": 0.004119,
+    "min": 0.008576,
+    "max": 0.47531,
     "recall-0.025": 0.077128,
-    "recall-0.05": 0.521277,
-    "recall-0.1": 0.898936,
-    "recall-0.15": 0.941489,
-    "recall-0.25": 0.957447,
+    "recall-0.05": 0.510638,
+    "recall-0.1": 0.880319,
+    "recall-0.15": 0.928191,
+    "recall-0.25": 0.946809,
     "recall-0.5": 0.99734,
     "num_labels": 376
   },
   "joint_recalls": {
     "num_labels": 4888,
-    "recall-0.025": 0.05462,
-    "recall-0.05": 0.30278,
-    "recall-0.1": 0.7856,
-    "recall-0.15": 0.93249,
-    "recall-0.25": 0.9865,
+    "recall-0.025": 0.05196,
+    "recall-0.05": 0.29439,
+    "recall-0.1": 0.77169,
+    "recall-0.15": 0.92615,
+    "recall-0.25": 0.98588,
     "recall-0.5": 0.99877
   }
 }
 {
   "total_parts": 5264,
-  "correct_parts": 4973,
-  "pcp": 0.944719
+  "correct_parts": 4946,
+  "pcp": 0.93959
 }
 ```
 
@@ -816,205 +820,206 @@ Results of the model in various experiments on different datasets.
 
 ```json
 {
-  "avg_time_2d": 0.012221919508088194,
-  "avg_time_3d": 0.0004397906086171386,
-  "avg_fps": 78.97827313868461
+  "img_loading": 0.011505636529506504,
+  "avg_time_2d": 0.00978584589981301,
+  "avg_time_3d": 0.0003606845566067056,
+  "avg_fps": 98.55585653589591
 }
 {
   "person_nums": {
     "total_frames": 629,
     "total_labels": 1061,
-    "total_preds": 1121,
+    "total_preds": 1128,
     "considered_empty": 0,
-    "valid_preds": 798,
-    "invalid_preds": 323,
-    "missing": 263,
-    "invalid_fraction": 0.28814,
-    "precision": 0.71186,
-    "recall": 0.75212,
-    "f1": 0.73144,
-    "non_empty": 1121
+    "valid_preds": 812,
+    "invalid_preds": 316,
+    "missing": 249,
+    "invalid_fraction": 0.28014,
+    "precision": 0.71986,
+    "recall": 0.76532,
+    "f1": 0.74189,
+    "non_empty": 1128
   },
   "mpjpe": {
-    "count": 798,
-    "mean": 0.117827,
-    "median": 0.096904,
-    "std": 0.070807,
-    "sem": 0.002508,
-    "min": 0.038678,
-    "max": 0.498595,
+    "count": 812,
+    "mean": 0.119396,
+    "median": 0.097912,
+    "std": 0.072582,
+    "sem": 0.002549,
+    "min": 0.038651,
+    "max": 0.488629,
     "recall-0.025": 0.0,
-    "recall-0.05": 0.006598,
-    "recall-0.1": 0.404336,
-    "recall-0.15": 0.622055,
-    "recall-0.25": 0.713478,
-    "recall-0.5": 0.752121,
+    "recall-0.05": 0.00754,
+    "recall-0.1": 0.399623,
+    "recall-0.15": 0.622997,
+    "recall-0.25": 0.72573,
+    "recall-0.5": 0.765316,
     "num_labels": 1061,
     "ap-0.025": 0.0,
-    "ap-0.05": 0.000224,
-    "ap-0.1": 0.255146,
-    "ap-0.15": 0.509265,
-    "ap-0.25": 0.636374,
-    "ap-0.5": 0.678757
+    "ap-0.05": 0.000233,
+    "ap-0.1": 0.249031,
+    "ap-0.15": 0.506437,
+    "ap-0.25": 0.644488,
+    "ap-0.5": 0.687575
   },
   "head": {
-    "count": 794,
-    "mean": 0.068485,
-    "median": 0.05105,
-    "std": 0.066023,
-    "sem": 0.002345,
-    "min": 0.004799,
-    "max": 0.492519,
-    "recall-0.025": 0.089538,
-    "recall-0.05": 0.360038,
-    "recall-0.1": 0.647502,
-    "recall-0.15": 0.693685,
-    "recall-0.25": 0.722903,
-    "recall-0.5": 0.748351,
+    "count": 808,
+    "mean": 0.069186,
+    "median": 0.052093,
+    "std": 0.063727,
+    "sem": 0.002243,
+    "min": 0.00603,
+    "max": 0.448877,
+    "recall-0.025": 0.087653,
+    "recall-0.05": 0.355325,
+    "recall-0.1": 0.648445,
+    "recall-0.15": 0.700283,
+    "recall-0.25": 0.736098,
+    "recall-0.5": 0.761546,
     "num_labels": 1061
   },
   "shoulder_left": {
-    "count": 789,
-    "mean": 0.065716,
-    "median": 0.043353,
-    "std": 0.068506,
-    "sem": 0.00244,
-    "min": 0.001079,
-    "max": 0.489695,
-    "recall-0.025": 0.158341,
-    "recall-0.05": 0.409991,
+    "count": 803,
+    "mean": 0.06642,
+    "median": 0.045093,
+    "std": 0.066963,
+    "sem": 0.002365,
+    "min": 0.001796,
+    "max": 0.489619,
+    "recall-0.025": 0.157399,
+    "recall-0.05": 0.407163,
     "recall-0.1": 0.622997,
-    "recall-0.15": 0.688973,
-    "recall-0.25": 0.717248,
-    "recall-0.5": 0.743638,
+    "recall-0.15": 0.698398,
+    "recall-0.25": 0.732328,
+    "recall-0.5": 0.756833,
     "num_labels": 1061
   },
   "shoulder_right": {
-    "count": 795,
-    "mean": 0.063226,
-    "median": 0.042399,
-    "std": 0.068681,
-    "sem": 0.002437,
-    "min": 0.003966,
-    "max": 0.474844,
-    "recall-0.025": 0.141376,
-    "recall-0.05": 0.448633,
-    "recall-0.1": 0.647502,
-    "recall-0.15": 0.694628,
-    "recall-0.25": 0.723845,
-    "recall-0.5": 0.749293,
+    "count": 808,
+    "mean": 0.065599,
+    "median": 0.04289,
+    "std": 0.072498,
+    "sem": 0.002552,
+    "min": 0.003965,
+    "max": 0.475914,
+    "recall-0.025": 0.145146,
+    "recall-0.05": 0.452403,
+    "recall-0.1": 0.653157,
+    "recall-0.15": 0.700283,
+    "recall-0.25": 0.732328,
+    "recall-0.5": 0.761546,
     "num_labels": 1061
   },
   "elbow_left": {
-    "count": 785,
-    "mean": 0.106529,
-    "median": 0.074354,
-    "std": 0.093211,
-    "sem": 0.003329,
-    "min": 0.004606,
-    "max": 0.498545,
-    "recall-0.025": 0.069746,
-    "recall-0.05": 0.241282,
-    "recall-0.1": 0.462771,
-    "recall-0.15": 0.567389,
-    "recall-0.25": 0.673893,
-    "recall-0.5": 0.739868,
+    "count": 797,
+    "mean": 0.108329,
+    "median": 0.074253,
+    "std": 0.094666,
+    "sem": 0.003355,
+    "min": 0.006824,
+    "max": 0.498664,
+    "recall-0.025": 0.066918,
+    "recall-0.05": 0.246937,
+    "recall-0.1": 0.461828,
+    "recall-0.15": 0.566447,
+    "recall-0.25": 0.68049,
+    "recall-0.5": 0.751178,
     "num_labels": 1061
   },
   "elbow_right": {
-    "count": 786,
-    "mean": 0.084779,
-    "median": 0.061571,
-    "std": 0.076862,
-    "sem": 0.002743,
-    "min": 0.006062,
-    "max": 0.487586,
+    "count": 799,
+    "mean": 0.08574,
+    "median": 0.061146,
+    "std": 0.077756,
+    "sem": 0.002753,
+    "min": 0.004711,
+    "max": 0.488689,
     "recall-0.025": 0.094251,
-    "recall-0.05": 0.29689,
-    "recall-0.1": 0.551367,
-    "recall-0.15": 0.643732,
-    "recall-0.25": 0.698398,
-    "recall-0.5": 0.740811,
+    "recall-0.05": 0.295005,
+    "recall-0.1": 0.557022,
+    "recall-0.15": 0.6541,
+    "recall-0.25": 0.71065,
+    "recall-0.5": 0.753063,
     "num_labels": 1061
   },
   "wrist_left": {
-    "count": 784,
-    "mean": 0.123596,
-    "median": 0.083634,
-    "std": 0.106397,
-    "sem": 0.003802,
-    "min": 0.005352,
-    "max": 0.495659,
-    "recall-0.025": 0.081998,
-    "recall-0.05": 0.220547,
-    "recall-0.1": 0.408106,
-    "recall-0.15": 0.515551,
-    "recall-0.25": 0.640905,
-    "recall-0.5": 0.738926,
+    "count": 796,
+    "mean": 0.122303,
+    "median": 0.08286,
+    "std": 0.104664,
+    "sem": 0.003712,
+    "min": 0.003473,
+    "max": 0.493134,
+    "recall-0.025": 0.082941,
+    "recall-0.05": 0.224317,
+    "recall-0.1": 0.422243,
+    "recall-0.15": 0.524976,
+    "recall-0.25": 0.653157,
+    "recall-0.5": 0.750236,
     "num_labels": 1061
   },
   "wrist_right": {
-    "count": 789,
-    "mean": 0.109537,
-    "median": 0.074858,
-    "std": 0.099662,
-    "sem": 0.00355,
-    "min": 0.006797,
-    "max": 0.498114,
-    "recall-0.025": 0.091423,
+    "count": 800,
+    "mean": 0.111426,
+    "median": 0.075329,
+    "std": 0.102001,
+    "sem": 0.003609,
+    "min": 0.005672,
+    "max": 0.495704,
+    "recall-0.025": 0.093308,
     "recall-0.05": 0.26673,
-    "recall-0.1": 0.458058,
-    "recall-0.15": 0.558907,
-    "recall-0.25": 0.660697,
-    "recall-0.5": 0.743638,
+    "recall-0.1": 0.466541,
+    "recall-0.15": 0.565504,
+    "recall-0.25": 0.668238,
+    "recall-0.5": 0.754006,
     "num_labels": 1061
   },
   "hip_left": {
-    "count": 778,
-    "mean": 0.191328,
-    "median": 0.174682,
-    "std": 0.084633,
-    "sem": 0.003036,
-    "min": 0.014967,
-    "max": 0.488984,
+    "count": 791,
+    "mean": 0.191628,
+    "median": 0.174757,
+    "std": 0.08406,
+    "sem": 0.002991,
+    "min": 0.02365,
+    "max": 0.49955,
     "recall-0.025": 0.000943,
     "recall-0.05": 0.002828,
     "recall-0.1": 0.070688,
-    "recall-0.15": 0.276155,
-    "recall-0.25": 0.580584,
-    "recall-0.5": 0.73327,
+    "recall-0.15": 0.27427,
+    "recall-0.25": 0.590952,
+    "recall-0.5": 0.745523,
     "num_labels": 1061
   },
   "hip_right": {
-    "count": 783,
-    "mean": 0.188995,
-    "median": 0.173099,
-    "std": 0.084094,
-    "sem": 0.003007,
-    "min": 0.025132,
-    "max": 0.498747,
+    "count": 796,
+    "mean": 0.190728,
+    "median": 0.174197,
+    "std": 0.085214,
+    "sem": 0.003022,
+    "min": 0.033497,
+    "max": 0.49972,
     "recall-0.025": 0.0,
-    "recall-0.05": 0.004713,
-    "recall-0.1": 0.073516,
-    "recall-0.15": 0.262017,
-    "recall-0.25": 0.61263,
-    "recall-0.5": 0.737983,
+    "recall-0.05": 0.00377,
+    "recall-0.1": 0.071631,
+    "recall-0.15": 0.261074,
+    "recall-0.25": 0.6164,
+    "recall-0.5": 0.750236,
     "num_labels": 1061
   },
   "joint_recalls": {
     "num_labels": 9549,
-    "recall-0.025": 0.08032,
+    "recall-0.025": 0.08053,
     "recall-0.05": 0.25008,
-    "recall-0.1": 0.43753,
-    "recall-0.15": 0.54414,
-    "recall-0.25": 0.66981,
-    "recall-0.5": 0.74112
+    "recall-0.1": 0.44109,
+    "recall-0.15": 0.54917,
+    "recall-0.25": 0.67965,
+    "recall-0.5": 0.75338
   }
 }
 {
   "total_parts": 10610,
-  "correct_parts": 6084,
-  "pcp": 0.573421
+  "correct_parts": 6144,
+  "pcp": 0.579076
 }
 ```
 
@@ -1022,73 +1027,74 @@ Results of the model in various experiments on different datasets.
 
 ```json
 {
-  "avg_time_2d": 0.03297888011467166,
-  "avg_time_3d": 0.0010675581490121237,
-  "avg_fps": 29.371647990170736
+  "img_loading": 0.05675826770503346,
+  "avg_time_2d": 0.019866665398202293,
+  "avg_time_3d": 0.0009826898574829101,
+  "avg_fps": 47.96311385827243
 }
 {
   "person_nums": {
     "total_frames": 420,
     "total_labels": 1466,
-    "total_preds": 1533,
+    "total_preds": 1530,
     "considered_empty": 0,
     "valid_preds": 1463,
-    "invalid_preds": 70,
+    "invalid_preds": 67,
     "missing": 3,
-    "invalid_fraction": 0.04566,
-    "precision": 0.95434,
+    "invalid_fraction": 0.04379,
+    "precision": 0.95621,
     "recall": 0.99795,
-    "f1": 0.97566,
-    "non_empty": 1533
+    "f1": 0.97664,
+    "non_empty": 1530
   },
   "mpjpe": {
     "count": 1463,
-    "mean": 0.042352,
-    "median": 0.037848,
-    "std": 0.018473,
-    "sem": 0.000483,
-    "min": 0.013587,
-    "max": 0.17143,
-    "recall-0.025": 0.119372,
-    "recall-0.05": 0.736698,
-    "recall-0.1": 0.989768,
-    "recall-0.15": 0.997271,
+    "mean": 0.042556,
+    "median": 0.038353,
+    "std": 0.01837,
+    "sem": 0.00048,
+    "min": 0.014703,
+    "max": 0.171613,
+    "recall-0.025": 0.115962,
+    "recall-0.05": 0.735334,
+    "recall-0.1": 0.991132,
+    "recall-0.15": 0.996589,
     "recall-0.25": 0.997954,
     "recall-0.5": 0.997954,
     "num_labels": 1466,
-    "ap-0.025": 0.037816,
-    "ap-0.05": 0.637618,
-    "ap-0.1": 0.976343,
-    "ap-0.15": 0.987949,
-    "ap-0.25": 0.988806,
-    "ap-0.5": 0.988806
+    "ap-0.025": 0.034754,
+    "ap-0.05": 0.637448,
+    "ap-0.1": 0.979217,
+    "ap-0.15": 0.987203,
+    "ap-0.25": 0.988933,
+    "ap-0.5": 0.988933
   },
   "nose": {
     "count": 1462,
-    "mean": 0.015402,
-    "median": 0.011989,
-    "std": 0.018581,
-    "sem": 0.000486,
-    "min": 0.000669,
-    "max": 0.354785,
-    "recall-0.025": 0.90499,
-    "recall-0.05": 0.977444,
-    "recall-0.1": 0.995215,
-    "recall-0.15": 0.995899,
-    "recall-0.25": 0.996582,
+    "mean": 0.015328,
+    "median": 0.012226,
+    "std": 0.016668,
+    "sem": 0.000436,
+    "min": 0.000882,
+    "max": 0.278769,
+    "recall-0.025": 0.907724,
+    "recall-0.05": 0.976077,
+    "recall-0.1": 0.994532,
+    "recall-0.15": 0.997266,
+    "recall-0.25": 0.997266,
     "recall-0.5": 0.999316,
     "num_labels": 1463
   },
   "shoulder_left": {
     "count": 1463,
-    "mean": 0.022093,
-    "median": 0.020177,
-    "std": 0.011304,
+    "mean": 0.021999,
+    "median": 0.020104,
+    "std": 0.011302,
     "sem": 0.000296,
-    "min": 0.002578,
-    "max": 0.125843,
-    "recall-0.025": 0.687585,
-    "recall-0.05": 0.973397,
+    "min": 0.001439,
+    "max": 0.131206,
+    "recall-0.025": 0.688267,
+    "recall-0.05": 0.976126,
     "recall-0.1": 0.995907,
     "recall-0.15": 0.997954,
     "recall-0.25": 0.997954,
@@ -1097,15 +1103,15 @@ Results of the model in various experiments on different datasets.
   },
   "shoulder_right": {
     "count": 1462,
-    "mean": 0.022878,
-    "median": 0.020916,
-    "std": 0.011567,
-    "sem": 0.000303,
-    "min": 0.00177,
-    "max": 0.140607,
-    "recall-0.025": 0.678498,
-    "recall-0.05": 0.972696,
-    "recall-0.1": 0.99727,
+    "mean": 0.022956,
+    "median": 0.020803,
+    "std": 0.011561,
+    "sem": 0.000302,
+    "min": 0.00245,
+    "max": 0.137432,
+    "recall-0.025": 0.67099,
+    "recall-0.05": 0.972014,
+    "recall-0.1": 0.996587,
     "recall-0.15": 0.997952,
     "recall-0.25": 0.997952,
     "recall-0.5": 0.997952,
@@ -1113,178 +1119,178 @@ Results of the model in various experiments on different datasets.
   },
   "elbow_left": {
     "count": 1462,
-    "mean": 0.026327,
-    "median": 0.019138,
-    "std": 0.023445,
-    "sem": 0.000613,
-    "min": 0.001473,
-    "max": 0.204516,
-    "recall-0.025": 0.657338,
+    "mean": 0.026601,
+    "median": 0.018958,
+    "std": 0.024142,
+    "sem": 0.000632,
+    "min": 0.001237,
+    "max": 0.205744,
+    "recall-0.025": 0.656655,
     "recall-0.05": 0.88942,
-    "recall-0.1": 0.980887,
-    "recall-0.15": 0.991809,
+    "recall-0.1": 0.977474,
+    "recall-0.15": 0.991126,
     "recall-0.25": 0.997952,
     "recall-0.5": 0.997952,
     "num_labels": 1465
   },
   "elbow_right": {
     "count": 1462,
-    "mean": 0.023441,
-    "median": 0.01854,
-    "std": 0.017002,
-    "sem": 0.000445,
-    "min": 0.001862,
-    "max": 0.192752,
-    "recall-0.025": 0.704033,
-    "recall-0.05": 0.917977,
+    "mean": 0.023462,
+    "median": 0.018609,
+    "std": 0.016635,
+    "sem": 0.000435,
+    "min": 0.001482,
+    "max": 0.17964,
+    "recall-0.025": 0.698565,
+    "recall-0.05": 0.91661,
     "recall-0.1": 0.995899,
-    "recall-0.15": 0.997949,
+    "recall-0.15": 0.998633,
     "recall-0.25": 0.999316,
     "recall-0.5": 0.999316,
     "num_labels": 1463
   },
   "wrist_left": {
-    "count": 1432,
-    "mean": 0.035253,
-    "median": 0.017377,
-    "std": 0.050312,
-    "sem": 0.00133,
-    "min": 0.000839,
-    "max": 0.397588,
+    "count": 1431,
+    "mean": 0.035656,
+    "median": 0.017213,
+    "std": 0.05224,
+    "sem": 0.001381,
+    "min": 0.000774,
+    "max": 0.458808,
     "recall-0.025": 0.668759,
-    "recall-0.05": 0.841004,
-    "recall-0.1": 0.914923,
-    "recall-0.15": 0.950488,
-    "recall-0.25": 0.988145,
-    "recall-0.5": 0.998605,
+    "recall-0.05": 0.838215,
+    "recall-0.1": 0.913529,
+    "recall-0.15": 0.949791,
+    "recall-0.25": 0.987448,
+    "recall-0.5": 0.997908,
     "num_labels": 1434
   },
   "wrist_right": {
     "count": 1456,
-    "mean": 0.025795,
-    "median": 0.016112,
-    "std": 0.032044,
-    "sem": 0.00084,
-    "min": 0.001692,
-    "max": 0.302436,
-    "recall-0.025": 0.70261,
-    "recall-0.05": 0.895604,
-    "recall-0.1": 0.973214,
+    "mean": 0.026028,
+    "median": 0.016245,
+    "std": 0.03312,
+    "sem": 0.000868,
+    "min": 0.001409,
+    "max": 0.294497,
+    "recall-0.025": 0.699863,
+    "recall-0.05": 0.893544,
+    "recall-0.1": 0.971841,
     "recall-0.15": 0.985577,
-    "recall-0.25": 0.995192,
+    "recall-0.25": 0.992445,
     "recall-0.5": 1.0,
     "num_labels": 1456
   },
   "hip_left": {
     "count": 1462,
-    "mean": 0.060254,
-    "median": 0.054373,
-    "std": 0.028581,
-    "sem": 0.000748,
-    "min": 0.004693,
-    "max": 0.17666,
-    "recall-0.025": 0.053242,
-    "recall-0.05": 0.3843,
-    "recall-0.1": 0.895563,
-    "recall-0.15": 0.982935,
+    "mean": 0.060757,
+    "median": 0.05489,
+    "std": 0.028889,
+    "sem": 0.000756,
+    "min": 0.00279,
+    "max": 0.180301,
+    "recall-0.025": 0.053925,
+    "recall-0.05": 0.379522,
+    "recall-0.1": 0.894198,
+    "recall-0.15": 0.977474,
     "recall-0.25": 0.997952,
     "recall-0.5": 0.997952,
     "num_labels": 1465
   },
   "hip_right": {
     "count": 1463,
-    "mean": 0.058329,
-    "median": 0.055457,
-    "std": 0.027832,
-    "sem": 0.000728,
-    "min": 0.005918,
-    "max": 0.45971,
-    "recall-0.025": 0.050477,
-    "recall-0.05": 0.414734,
-    "recall-0.1": 0.929741,
-    "recall-0.15": 0.991132,
+    "mean": 0.058756,
+    "median": 0.055422,
+    "std": 0.028136,
+    "sem": 0.000736,
+    "min": 0.003134,
+    "max": 0.460084,
+    "recall-0.025": 0.04502,
+    "recall-0.05": 0.408595,
+    "recall-0.1": 0.927694,
+    "recall-0.15": 0.99045,
     "recall-0.25": 0.997271,
     "recall-0.5": 0.997954,
     "num_labels": 1466
   },
   "knee_left": {
     "count": 1462,
-    "mean": 0.051563,
-    "median": 0.044941,
-    "std": 0.038014,
-    "sem": 0.000995,
-    "min": 0.002692,
-    "max": 0.452543,
+    "mean": 0.051199,
+    "median": 0.044817,
+    "std": 0.036227,
+    "sem": 0.000948,
+    "min": 0.005068,
+    "max": 0.371012,
     "recall-0.025": 0.159044,
-    "recall-0.05": 0.604096,
-    "recall-0.1": 0.934471,
-    "recall-0.15": 0.968601,
-    "recall-0.25": 0.993174,
+    "recall-0.05": 0.600683,
+    "recall-0.1": 0.935836,
+    "recall-0.15": 0.969966,
+    "recall-0.25": 0.991809,
     "recall-0.5": 0.997952,
     "num_labels": 1465
   },
   "knee_right": {
     "count": 1456,
-    "mean": 0.049185,
-    "median": 0.041163,
-    "std": 0.037287,
-    "sem": 0.000978,
-    "min": 0.001378,
-    "max": 0.466556,
-    "recall-0.025": 0.204935,
-    "recall-0.05": 0.601097,
-    "recall-0.1": 0.947224,
+    "mean": 0.048841,
+    "median": 0.041485,
+    "std": 0.036211,
+    "sem": 0.000949,
+    "min": 0.002123,
+    "max": 0.46502,
+    "recall-0.025": 0.213845,
+    "recall-0.05": 0.598355,
+    "recall-0.1": 0.949966,
     "recall-0.15": 0.985607,
-    "recall-0.25": 0.991775,
+    "recall-0.25": 0.992461,
     "recall-0.5": 0.997944,
     "num_labels": 1459
   },
   "ankle_left": {
     "count": 1456,
-    "mean": 0.080698,
-    "median": 0.03627,
-    "std": 0.100866,
-    "sem": 0.002644,
-    "min": 0.002069,
-    "max": 0.497911,
-    "recall-0.025": 0.355434,
-    "recall-0.05": 0.593301,
-    "recall-0.1": 0.752563,
-    "recall-0.15": 0.826384,
-    "recall-0.25": 0.909774,
+    "mean": 0.081315,
+    "median": 0.036114,
+    "std": 0.100804,
+    "sem": 0.002643,
+    "min": 0.001413,
+    "max": 0.494506,
+    "recall-0.025": 0.354751,
+    "recall-0.05": 0.585099,
+    "recall-0.1": 0.746411,
+    "recall-0.15": 0.824334,
+    "recall-0.25": 0.913876,
     "recall-0.5": 0.995215,
     "num_labels": 1463
   },
   "ankle_right": {
-    "count": 1452,
-    "mean": 0.07488,
-    "median": 0.032819,
-    "std": 0.097791,
-    "sem": 0.002567,
-    "min": 0.000904,
-    "max": 0.498364,
-    "recall-0.025": 0.371918,
-    "recall-0.05": 0.664384,
-    "recall-0.1": 0.771233,
-    "recall-0.15": 0.837671,
-    "recall-0.25": 0.913699,
-    "recall-0.5": 0.994521,
+    "count": 1451,
+    "mean": 0.075155,
+    "median": 0.033448,
+    "std": 0.097645,
+    "sem": 0.002564,
+    "min": 0.001242,
+    "max": 0.497911,
+    "recall-0.025": 0.369178,
+    "recall-0.05": 0.666438,
+    "recall-0.1": 0.775342,
+    "recall-0.15": 0.834247,
+    "recall-0.25": 0.909589,
+    "recall-0.5": 0.993836,
     "num_labels": 1460
   },
   "joint_recalls": {
     "num_labels": 18990,
-    "recall-0.025": 0.47615,
-    "recall-0.05": 0.74797,
-    "recall-0.1": 0.92917,
-    "recall-0.15": 0.96198,
-    "recall-0.25": 0.98225,
-    "recall-0.5": 0.99747
+    "recall-0.025": 0.4752,
+    "recall-0.05": 0.74581,
+    "recall-0.1": 0.92854,
+    "recall-0.15": 0.9614,
+    "recall-0.25": 0.9822,
+    "recall-0.5": 0.99742
   }
 }
 {
   "total_parts": 20444,
-  "correct_parts": 19987,
-  "pcp": 0.977646
+  "correct_parts": 19989,
+  "pcp": 0.977744
 }
 ```
 
@@ -1292,269 +1298,270 @@ Results of the model in various experiments on different datasets.
 
 ```json
 {
-  "avg_time_2d": 0.019059100383665505,
-  "avg_time_3d": 0.0005858217797628263,
-  "avg_fps": 50.90373948447781
+  "img_loading": 0.0340202709523643,
+  "avg_time_2d": 0.011720242732908668,
+  "avg_time_3d": 0.00044612768219738473,
+  "avg_fps": 82.1937821947601
 }
 {
   "person_nums": {
     "total_frames": 420,
     "total_labels": 1466,
-    "total_preds": 1429,
+    "total_preds": 1428,
     "considered_empty": 0,
-    "valid_preds": 1417,
+    "valid_preds": 1416,
     "invalid_preds": 12,
-    "missing": 49,
+    "missing": 50,
     "invalid_fraction": 0.0084,
     "precision": 0.9916,
-    "recall": 0.96658,
-    "f1": 0.97893,
-    "non_empty": 1429
+    "recall": 0.96589,
+    "f1": 0.97858,
+    "non_empty": 1428
   },
   "mpjpe": {
-    "count": 1417,
-    "mean": 0.073091,
-    "median": 0.062219,
-    "std": 0.040479,
-    "sem": 0.001076,
-    "min": 0.020245,
-    "max": 0.448508,
-    "recall-0.025": 0.005457,
-    "recall-0.05": 0.279673,
-    "recall-0.1": 0.8206,
-    "recall-0.15": 0.929059,
-    "recall-0.25": 0.955662,
-    "recall-0.5": 0.966576,
+    "count": 1416,
+    "mean": 0.072828,
+    "median": 0.062115,
+    "std": 0.039914,
+    "sem": 0.001061,
+    "min": 0.020067,
+    "max": 0.446859,
+    "recall-0.025": 0.006139,
+    "recall-0.05": 0.280355,
+    "recall-0.1": 0.821282,
+    "recall-0.15": 0.927694,
+    "recall-0.25": 0.957026,
+    "recall-0.5": 0.965894,
     "num_labels": 1466,
-    "ap-0.025": 0.0005,
-    "ap-0.05": 0.166228,
-    "ap-0.1": 0.769371,
-    "ap-0.15": 0.915595,
-    "ap-0.25": 0.948334,
-    "ap-0.5": 0.959393
+    "ap-0.025": 0.001371,
+    "ap-0.05": 0.168278,
+    "ap-0.1": 0.769056,
+    "ap-0.15": 0.914025,
+    "ap-0.25": 0.949644,
+    "ap-0.5": 0.958664
   },
   "nose": {
-    "count": 1416,
-    "mean": 0.023231,
-    "median": 0.018076,
-    "std": 0.018379,
-    "sem": 0.000489,
-    "min": 0.001971,
-    "max": 0.187154,
-    "recall-0.025": 0.659604,
-    "recall-0.05": 0.911141,
-    "recall-0.1": 0.958988,
-    "recall-0.15": 0.96514,
-    "recall-0.25": 0.967874,
-    "recall-0.5": 0.967874,
+    "count": 1415,
+    "mean": 0.023191,
+    "median": 0.018045,
+    "std": 0.01827,
+    "sem": 0.000486,
+    "min": 0.002427,
+    "max": 0.189961,
+    "recall-0.025": 0.656869,
+    "recall-0.05": 0.905673,
+    "recall-0.1": 0.958305,
+    "recall-0.15": 0.964457,
+    "recall-0.25": 0.967191,
+    "recall-0.5": 0.967191,
     "num_labels": 1463
   },
   "shoulder_left": {
-    "count": 1417,
-    "mean": 0.024898,
-    "median": 0.022244,
-    "std": 0.015731,
+    "count": 1416,
+    "mean": 0.024902,
+    "median": 0.021994,
+    "std": 0.015712,
     "sem": 0.000418,
-    "min": 0.002236,
+    "min": 0.001107,
     "max": 0.178628,
-    "recall-0.025": 0.581173,
-    "recall-0.05": 0.888813,
-    "recall-0.1": 0.962483,
-    "recall-0.15": 0.965894,
-    "recall-0.25": 0.966576,
-    "recall-0.5": 0.966576,
+    "recall-0.025": 0.578445,
+    "recall-0.05": 0.888131,
+    "recall-0.1": 0.961801,
+    "recall-0.15": 0.965211,
+    "recall-0.25": 0.965894,
+    "recall-0.5": 0.965894,
     "num_labels": 1466
   },
   "shoulder_right": {
-    "count": 1416,
-    "mean": 0.030089,
-    "median": 0.024773,
-    "std": 0.020273,
-    "sem": 0.000539,
-    "min": 0.002884,
-    "max": 0.211554,
-    "recall-0.025": 0.486007,
-    "recall-0.05": 0.857338,
-    "recall-0.1": 0.952218,
-    "recall-0.15": 0.962457,
-    "recall-0.25": 0.966553,
-    "recall-0.5": 0.966553,
-    "num_labels": 1465
-  },
-  "elbow_left": {
-    "count": 1416,
-    "mean": 0.037455,
-    "median": 0.024659,
-    "std": 0.034006,
-    "sem": 0.000904,
-    "min": 0.002134,
-    "max": 0.293637,
-    "recall-0.025": 0.488055,
-    "recall-0.05": 0.744027,
-    "recall-0.1": 0.898294,
-    "recall-0.15": 0.956997,
-    "recall-0.25": 0.965188,
-    "recall-0.5": 0.966553,
-    "num_labels": 1465
-  },
-  "elbow_right": {
-    "count": 1416,
-    "mean": 0.034477,
-    "median": 0.022965,
-    "std": 0.031753,
-    "sem": 0.000844,
-    "min": 0.001941,
-    "max": 0.286945,
-    "recall-0.025": 0.534518,
-    "recall-0.05": 0.781955,
-    "recall-0.1": 0.922761,
-    "recall-0.15": 0.956254,
-    "recall-0.25": 0.966507,
-    "recall-0.5": 0.967874,
-    "num_labels": 1463
-  },
-  "wrist_left": {
-    "count": 1386,
-    "mean": 0.051722,
-    "median": 0.025793,
-    "std": 0.058808,
-    "sem": 0.00158,
-    "min": 0.001897,
-    "max": 0.46638,
-    "recall-0.025": 0.475593,
-    "recall-0.05": 0.654812,
-    "recall-0.1": 0.812413,
-    "recall-0.15": 0.889819,
-    "recall-0.25": 0.958856,
-    "recall-0.5": 0.966527,
-    "num_labels": 1434
-  },
-  "wrist_right": {
-    "count": 1408,
-    "mean": 0.046451,
-    "median": 0.028597,
-    "std": 0.048597,
-    "sem": 0.001296,
-    "min": 0.002471,
-    "max": 0.331108,
-    "recall-0.025": 0.430632,
-    "recall-0.05": 0.669643,
-    "recall-0.1": 0.856456,
-    "recall-0.15": 0.929945,
-    "recall-0.25": 0.953984,
-    "recall-0.5": 0.967033,
-    "num_labels": 1456
-  },
-  "hip_left": {
     "count": 1415,
-    "mean": 0.07154,
-    "median": 0.066976,
-    "std": 0.033658,
-    "sem": 0.000895,
-    "min": 0.002043,
-    "max": 0.210973,
-    "recall-0.025": 0.030717,
-    "recall-0.05": 0.230717,
-    "recall-0.1": 0.840273,
-    "recall-0.15": 0.925597,
+    "mean": 0.030093,
+    "median": 0.024883,
+    "std": 0.020291,
+    "sem": 0.00054,
+    "min": 0.002304,
+    "max": 0.212319,
+    "recall-0.025": 0.486689,
+    "recall-0.05": 0.854608,
+    "recall-0.1": 0.950853,
+    "recall-0.15": 0.961775,
     "recall-0.25": 0.96587,
     "recall-0.5": 0.96587,
     "num_labels": 1465
   },
+  "elbow_left": {
+    "count": 1415,
+    "mean": 0.037575,
+    "median": 0.024553,
+    "std": 0.034064,
+    "sem": 0.000906,
+    "min": 0.002256,
+    "max": 0.291404,
+    "recall-0.025": 0.490102,
+    "recall-0.05": 0.745392,
+    "recall-0.1": 0.897611,
+    "recall-0.15": 0.956997,
+    "recall-0.25": 0.964505,
+    "recall-0.5": 0.96587,
+    "num_labels": 1465
+  },
+  "elbow_right": {
+    "count": 1415,
+    "mean": 0.03421,
+    "median": 0.022924,
+    "std": 0.03056,
+    "sem": 0.000813,
+    "min": 0.001651,
+    "max": 0.281316,
+    "recall-0.025": 0.525632,
+    "recall-0.05": 0.786056,
+    "recall-0.1": 0.922761,
+    "recall-0.15": 0.958305,
+    "recall-0.25": 0.966507,
+    "recall-0.5": 0.967191,
+    "num_labels": 1463
+  },
+  "wrist_left": {
+    "count": 1385,
+    "mean": 0.051421,
+    "median": 0.025658,
+    "std": 0.058278,
+    "sem": 0.001567,
+    "min": 0.00153,
+    "max": 0.419293,
+    "recall-0.025": 0.474198,
+    "recall-0.05": 0.656206,
+    "recall-0.1": 0.810321,
+    "recall-0.15": 0.891213,
+    "recall-0.25": 0.956764,
+    "recall-0.5": 0.96583,
+    "num_labels": 1434
+  },
+  "wrist_right": {
+    "count": 1408,
+    "mean": 0.046507,
+    "median": 0.028538,
+    "std": 0.048565,
+    "sem": 0.001295,
+    "min": 0.002941,
+    "max": 0.32793,
+    "recall-0.025": 0.4375,
+    "recall-0.05": 0.668956,
+    "recall-0.1": 0.85783,
+    "recall-0.15": 0.929945,
+    "recall-0.25": 0.953297,
+    "recall-0.5": 0.967033,
+    "num_labels": 1456
+  },
+  "hip_left": {
+    "count": 1414,
+    "mean": 0.071736,
+    "median": 0.066876,
+    "std": 0.034156,
+    "sem": 0.000909,
+    "min": 0.004775,
+    "max": 0.282288,
+    "recall-0.025": 0.032765,
+    "recall-0.05": 0.225939,
+    "recall-0.1": 0.843003,
+    "recall-0.15": 0.921502,
+    "recall-0.25": 0.964505,
+    "recall-0.5": 0.965188,
+    "num_labels": 1465
+  },
   "hip_right": {
-    "count": 1416,
-    "mean": 0.079315,
-    "median": 0.074191,
-    "std": 0.034495,
-    "sem": 0.000917,
-    "min": 0.011248,
-    "max": 0.295907,
+    "count": 1415,
+    "mean": 0.079352,
+    "median": 0.07401,
+    "std": 0.034527,
+    "sem": 0.000918,
+    "min": 0.010612,
+    "max": 0.294422,
     "recall-0.025": 0.012278,
-    "recall-0.05": 0.172578,
-    "recall-0.1": 0.776262,
-    "recall-0.15": 0.914052,
-    "recall-0.25": 0.965211,
-    "recall-0.5": 0.965894,
+    "recall-0.05": 0.175307,
+    "recall-0.1": 0.768076,
+    "recall-0.15": 0.919509,
+    "recall-0.25": 0.964529,
+    "recall-0.5": 0.965211,
     "num_labels": 1466
   },
   "knee_left": {
-    "count": 1410,
-    "mean": 0.085701,
-    "median": 0.057942,
-    "std": 0.077613,
-    "sem": 0.002068,
-    "min": 0.004836,
-    "max": 0.483791,
-    "recall-0.025": 0.086689,
+    "count": 1409,
+    "mean": 0.085074,
+    "median": 0.057963,
+    "std": 0.076281,
+    "sem": 0.002033,
+    "min": 0.005737,
+    "max": 0.483162,
+    "recall-0.025": 0.085324,
     "recall-0.05": 0.361092,
-    "recall-0.1": 0.736519,
-    "recall-0.15": 0.797952,
-    "recall-0.25": 0.921502,
-    "recall-0.5": 0.962457,
+    "recall-0.1": 0.733106,
+    "recall-0.15": 0.79727,
+    "recall-0.25": 0.924232,
+    "recall-0.5": 0.961775,
     "num_labels": 1465
   },
   "knee_right": {
-    "count": 1404,
-    "mean": 0.08149,
-    "median": 0.057414,
-    "std": 0.074943,
-    "sem": 0.002001,
-    "min": 0.004282,
-    "max": 0.472221,
-    "recall-0.025": 0.091844,
-    "recall-0.05": 0.370802,
-    "recall-0.1": 0.758739,
+    "count": 1402,
+    "mean": 0.08051,
+    "median": 0.057392,
+    "std": 0.073621,
+    "sem": 0.001967,
+    "min": 0.002627,
+    "max": 0.473451,
+    "recall-0.025": 0.095271,
+    "recall-0.05": 0.372173,
+    "recall-0.1": 0.764907,
     "recall-0.15": 0.823852,
-    "recall-0.25": 0.917066,
-    "recall-0.5": 0.962303,
+    "recall-0.25": 0.919123,
+    "recall-0.5": 0.960932,
     "num_labels": 1459
   },
   "ankle_left": {
-    "count": 1325,
-    "mean": 0.159001,
-    "median": 0.117656,
-    "std": 0.137725,
-    "sem": 0.003785,
-    "min": 0.001738,
-    "max": 0.499244,
-    "recall-0.025": 0.186603,
-    "recall-0.05": 0.295284,
-    "recall-0.1": 0.390294,
-    "recall-0.15": 0.516063,
+    "count": 1326,
+    "mean": 0.158597,
+    "median": 0.116498,
+    "std": 0.137401,
+    "sem": 0.003775,
+    "min": 0.002252,
+    "max": 0.5,
+    "recall-0.025": 0.187286,
+    "recall-0.05": 0.29255,
+    "recall-0.1": 0.390977,
+    "recall-0.15": 0.515379,
     "recall-0.25": 0.671907,
-    "recall-0.5": 0.905673,
+    "recall-0.5": 0.906357,
     "num_labels": 1463
   },
   "ankle_right": {
     "count": 1318,
-    "mean": 0.138723,
-    "median": 0.091835,
-    "std": 0.130726,
-    "sem": 0.003602,
-    "min": 0.001879,
-    "max": 0.498441,
-    "recall-0.025": 0.173288,
-    "recall-0.05": 0.343151,
-    "recall-0.1": 0.482192,
-    "recall-0.15": 0.578082,
+    "mean": 0.139753,
+    "median": 0.092292,
+    "std": 0.131594,
+    "sem": 0.003626,
+    "min": 0.000744,
+    "max": 0.498693,
+    "recall-0.025": 0.175342,
+    "recall-0.05": 0.336986,
+    "recall-0.1": 0.478767,
+    "recall-0.15": 0.577397,
     "recall-0.25": 0.70137,
     "recall-0.5": 0.90274,
     "num_labels": 1460
   },
   "joint_recalls": {
     "num_labels": 18990,
-    "recall-0.025": 0.32549,
-    "recall-0.05": 0.55972,
-    "recall-0.1": 0.79579,
-    "recall-0.15": 0.85982,
-    "recall-0.25": 0.91411,
-    "recall-0.5": 0.95613
+    "recall-0.025": 0.32528,
+    "recall-0.05": 0.55866,
+    "recall-0.1": 0.79494,
+    "recall-0.15": 0.85998,
+    "recall-0.25": 0.91385,
+    "recall-0.5": 0.95571
   }
 }
 {
   "total_parts": 20444,
-  "correct_parts": 18561,
-  "pcp": 0.907895
+  "correct_parts": 18543,
+  "pcp": 0.907014
 }
 ```
 
@@ -1562,57 +1569,58 @@ Results of the model in various experiments on different datasets.
 
 ```json
 {
-  "avg_time_2d": 0.05933877607671226,
-  "avg_time_3d": 0.002668114987815299,
-  "avg_fps": 16.127239776613678
+  "img_loading": 0.10676310062408448,
+  "avg_time_2d": 0.03742315594742938,
+  "avg_time_3d": 0.0021045940678294114,
+  "avg_fps": 25.29868256133913
 }
 {
   "person_nums": {
     "total_frames": 420,
     "total_labels": 1466,
-    "total_preds": 1495,
+    "total_preds": 1494,
     "considered_empty": 0,
     "valid_preds": 1465,
-    "invalid_preds": 30,
+    "invalid_preds": 29,
     "missing": 1,
-    "invalid_fraction": 0.02007,
-    "precision": 0.97993,
+    "invalid_fraction": 0.01941,
+    "precision": 0.98059,
     "recall": 0.99932,
-    "f1": 0.98953,
-    "non_empty": 1495
+    "f1": 0.98986,
+    "non_empty": 1494
   },
   "mpjpe": {
     "count": 1465,
-    "mean": 0.03645,
-    "median": 0.032668,
-    "std": 0.014574,
-    "sem": 0.000381,
-    "min": 0.014928,
-    "max": 0.116577,
-    "recall-0.025": 0.191678,
-    "recall-0.05": 0.844475,
+    "mean": 0.036536,
+    "median": 0.032798,
+    "std": 0.014622,
+    "sem": 0.000382,
+    "min": 0.014202,
+    "max": 0.116981,
+    "recall-0.025": 0.19236,
+    "recall-0.05": 0.848568,
     "recall-0.1": 0.998636,
     "recall-0.15": 0.999318,
     "recall-0.25": 0.999318,
     "recall-0.5": 0.999318,
     "num_labels": 1466,
-    "ap-0.025": 0.106858,
-    "ap-0.05": 0.816491,
-    "ap-0.1": 0.991669,
-    "ap-0.15": 0.992363,
-    "ap-0.25": 0.992363,
-    "ap-0.5": 0.992363
+    "ap-0.025": 0.11129,
+    "ap-0.05": 0.819484,
+    "ap-0.1": 0.991584,
+    "ap-0.15": 0.992283,
+    "ap-0.25": 0.992283,
+    "ap-0.5": 0.992283
   },
   "nose": {
     "count": 1462,
-    "mean": 0.011726,
-    "median": 0.010385,
-    "std": 0.007192,
+    "mean": 0.011738,
+    "median": 0.010365,
+    "std": 0.007175,
     "sem": 0.000188,
-    "min": 0.001875,
-    "max": 0.112909,
-    "recall-0.025": 0.974026,
-    "recall-0.05": 0.992481,
+    "min": 0.002603,
+    "max": 0.108779,
+    "recall-0.025": 0.972659,
+    "recall-0.05": 0.993165,
     "recall-0.1": 0.998633,
     "recall-0.15": 0.999316,
     "recall-0.25": 0.999316,
@@ -1621,14 +1629,14 @@ Results of the model in various experiments on different datasets.
   },
   "shoulder_left": {
     "count": 1465,
-    "mean": 0.019132,
-    "median": 0.017724,
-    "std": 0.008239,
-    "sem": 0.000215,
-    "min": 0.002015,
-    "max": 0.058517,
-    "recall-0.025": 0.806276,
-    "recall-0.05": 0.993861,
+    "mean": 0.01916,
+    "median": 0.017849,
+    "std": 0.008556,
+    "sem": 0.000224,
+    "min": 0.00198,
+    "max": 0.075576,
+    "recall-0.025": 0.808322,
+    "recall-0.05": 0.989768,
     "recall-0.1": 0.999318,
     "recall-0.15": 0.999318,
     "recall-0.25": 0.999318,
@@ -1637,14 +1645,14 @@ Results of the model in various experiments on different datasets.
   },
   "shoulder_right": {
     "count": 1464,
-    "mean": 0.020556,
-    "median": 0.019632,
-    "std": 0.008084,
-    "sem": 0.000211,
-    "min": 0.001145,
-    "max": 0.068167,
-    "recall-0.025": 0.788396,
-    "recall-0.05": 0.991809,
+    "mean": 0.020557,
+    "median": 0.019504,
+    "std": 0.008175,
+    "sem": 0.000214,
+    "min": 0.001943,
+    "max": 0.077634,
+    "recall-0.025": 0.79727,
+    "recall-0.05": 0.990444,
     "recall-0.1": 0.999317,
     "recall-0.15": 0.999317,
     "recall-0.25": 0.999317,
@@ -1653,15 +1661,15 @@ Results of the model in various experiments on different datasets.
   },
   "elbow_left": {
     "count": 1464,
-    "mean": 0.021035,
-    "median": 0.018377,
-    "std": 0.011932,
-    "sem": 0.000312,
-    "min": 0.001799,
-    "max": 0.101956,
-    "recall-0.025": 0.730375,
+    "mean": 0.021017,
+    "median": 0.018457,
+    "std": 0.011968,
+    "sem": 0.000313,
+    "min": 0.001075,
+    "max": 0.097311,
+    "recall-0.025": 0.746075,
     "recall-0.05": 0.967918,
-    "recall-0.1": 0.997952,
+    "recall-0.1": 0.999317,
     "recall-0.15": 0.999317,
     "recall-0.25": 0.999317,
     "recall-0.5": 0.999317,
@@ -1669,31 +1677,31 @@ Results of the model in various experiments on different datasets.
   },
   "elbow_right": {
     "count": 1462,
-    "mean": 0.019353,
-    "median": 0.017394,
-    "std": 0.012002,
-    "sem": 0.000314,
-    "min": 0.001696,
-    "max": 0.163336,
-    "recall-0.025": 0.824334,
-    "recall-0.05": 0.97471,
+    "mean": 0.019285,
+    "median": 0.017344,
+    "std": 0.01176,
+    "sem": 0.000308,
+    "min": 0.000915,
+    "max": 0.155323,
+    "recall-0.025": 0.814764,
+    "recall-0.05": 0.973342,
     "recall-0.1": 0.997266,
-    "recall-0.15": 0.997949,
+    "recall-0.15": 0.998633,
     "recall-0.25": 0.999316,
     "recall-0.5": 0.999316,
     "num_labels": 1463
   },
   "wrist_left": {
     "count": 1433,
-    "mean": 0.018366,
-    "median": 0.013219,
-    "std": 0.019445,
-    "sem": 0.000514,
-    "min": 0.00096,
-    "max": 0.198571,
-    "recall-0.025": 0.829149,
-    "recall-0.05": 0.958159,
-    "recall-0.1": 0.984658,
+    "mean": 0.018516,
+    "median": 0.013284,
+    "std": 0.019618,
+    "sem": 0.000518,
+    "min": 0.000709,
+    "max": 0.200562,
+    "recall-0.025": 0.820084,
+    "recall-0.05": 0.95537,
+    "recall-0.1": 0.983961,
     "recall-0.15": 0.993724,
     "recall-0.25": 0.999303,
     "recall-0.5": 0.999303,
@@ -1701,31 +1709,31 @@ Results of the model in various experiments on different datasets.
   },
   "wrist_right": {
     "count": 1456,
-    "mean": 0.018426,
-    "median": 0.012462,
-    "std": 0.020209,
-    "sem": 0.00053,
-    "min": 0.001522,
-    "max": 0.219788,
-    "recall-0.025": 0.824863,
-    "recall-0.05": 0.942308,
-    "recall-0.1": 0.985577,
-    "recall-0.15": 0.995879,
+    "mean": 0.018352,
+    "median": 0.012489,
+    "std": 0.019929,
+    "sem": 0.000522,
+    "min": 0.001092,
+    "max": 0.222131,
+    "recall-0.025": 0.824176,
+    "recall-0.05": 0.945742,
+    "recall-0.1": 0.986264,
+    "recall-0.15": 0.996566,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
     "num_labels": 1456
   },
   "hip_left": {
     "count": 1464,
-    "mean": 0.050518,
-    "median": 0.049164,
-    "std": 0.018844,
-    "sem": 0.000493,
-    "min": 0.007522,
-    "max": 0.158307,
-    "recall-0.025": 0.055973,
-    "recall-0.05": 0.527645,
-    "recall-0.1": 0.976109,
+    "mean": 0.050556,
+    "median": 0.049193,
+    "std": 0.018793,
+    "sem": 0.000491,
+    "min": 0.006332,
+    "max": 0.157765,
+    "recall-0.025": 0.053925,
+    "recall-0.05": 0.526962,
+    "recall-0.1": 0.974061,
     "recall-0.15": 0.998635,
     "recall-0.25": 0.999317,
     "recall-0.5": 0.999317,
@@ -1733,98 +1741,98 @@ Results of the model in various experiments on different datasets.
   },
   "hip_right": {
     "count": 1465,
-    "mean": 0.050893,
-    "median": 0.04962,
-    "std": 0.016422,
-    "sem": 0.000429,
-    "min": 0.00903,
-    "max": 0.186674,
-    "recall-0.025": 0.042974,
-    "recall-0.05": 0.506821,
+    "mean": 0.050758,
+    "median": 0.049368,
+    "std": 0.016346,
+    "sem": 0.000427,
+    "min": 0.007507,
+    "max": 0.182727,
+    "recall-0.025": 0.040928,
+    "recall-0.05": 0.515007,
     "recall-0.1": 0.993179,
-    "recall-0.15": 0.997954,
+    "recall-0.15": 0.998636,
     "recall-0.25": 0.999318,
     "recall-0.5": 0.999318,
     "num_labels": 1466
   },
   "knee_left": {
     "count": 1464,
-    "mean": 0.038603,
-    "median": 0.034967,
-    "std": 0.021055,
-    "sem": 0.00055,
-    "min": 0.003825,
-    "max": 0.157831,
-    "recall-0.025": 0.261433,
-    "recall-0.05": 0.762457,
-    "recall-0.1": 0.98157,
-    "recall-0.15": 0.997952,
+    "mean": 0.038772,
+    "median": 0.035361,
+    "std": 0.021339,
+    "sem": 0.000558,
+    "min": 0.003706,
+    "max": 0.156808,
+    "recall-0.025": 0.263481,
+    "recall-0.05": 0.766553,
+    "recall-0.1": 0.979522,
+    "recall-0.15": 0.996587,
     "recall-0.25": 0.999317,
     "recall-0.5": 0.999317,
     "num_labels": 1465
   },
   "knee_right": {
     "count": 1458,
-    "mean": 0.039233,
-    "median": 0.034251,
-    "std": 0.024067,
-    "sem": 0.000631,
-    "min": 0.003005,
-    "max": 0.235912,
-    "recall-0.025": 0.272104,
+    "mean": 0.039165,
+    "median": 0.034402,
+    "std": 0.024,
+    "sem": 0.000629,
+    "min": 0.002439,
+    "max": 0.234808,
+    "recall-0.025": 0.270048,
     "recall-0.05": 0.764907,
-    "recall-0.1": 0.975326,
-    "recall-0.15": 0.995202,
+    "recall-0.1": 0.972584,
+    "recall-0.15": 0.994517,
     "recall-0.25": 0.999315,
     "recall-0.5": 0.999315,
     "num_labels": 1459
   },
   "ankle_left": {
     "count": 1462,
-    "mean": 0.083044,
-    "median": 0.045752,
-    "std": 0.088433,
-    "sem": 0.002314,
-    "min": 0.003234,
-    "max": 0.476361,
-    "recall-0.025": 0.308271,
-    "recall-0.05": 0.520848,
-    "recall-0.1": 0.710185,
-    "recall-0.15": 0.835954,
-    "recall-0.25": 0.924129,
+    "mean": 0.082983,
+    "median": 0.046868,
+    "std": 0.088842,
+    "sem": 0.002324,
+    "min": 0.002575,
+    "max": 0.476398,
+    "recall-0.025": 0.308954,
+    "recall-0.05": 0.520164,
+    "recall-0.1": 0.715653,
+    "recall-0.15": 0.833219,
+    "recall-0.25": 0.919344,
     "recall-0.5": 0.999316,
     "num_labels": 1463
   },
   "ankle_right": {
     "count": 1457,
-    "mean": 0.081561,
-    "median": 0.043811,
-    "std": 0.091636,
-    "sem": 0.002402,
-    "min": 0.001943,
-    "max": 0.49569,
-    "recall-0.025": 0.293836,
-    "recall-0.05": 0.549315,
-    "recall-0.1": 0.75137,
-    "recall-0.15": 0.826712,
-    "recall-0.25": 0.910959,
+    "mean": 0.082673,
+    "median": 0.044094,
+    "std": 0.092411,
+    "sem": 0.002422,
+    "min": 0.002215,
+    "max": 0.496552,
+    "recall-0.025": 0.293151,
+    "recall-0.05": 0.540411,
+    "recall-0.1": 0.745205,
+    "recall-0.15": 0.828082,
+    "recall-0.25": 0.912329,
     "recall-0.5": 0.997945,
     "num_labels": 1460
   },
   "joint_recalls": {
     "num_labels": 18990,
-    "recall-0.025": 0.5386,
-    "recall-0.05": 0.80348,
-    "recall-0.1": 0.94982,
+    "recall-0.025": 0.53881,
+    "recall-0.05": 0.80326,
+    "recall-0.1": 0.94929,
     "recall-0.15": 0.97167,
-    "recall-0.25": 0.98647,
+    "recall-0.25": 0.9862,
     "recall-0.5": 0.99884
   }
 }
 {
   "total_parts": 20444,
-  "correct_parts": 20259,
-  "pcp": 0.990951
+  "correct_parts": 20251,
+  "pcp": 0.99056
 }
 ```
 
@@ -1833,269 +1841,270 @@ Results of the model in various experiments on different datasets.
 (duration 00:01:45)
 ```json
 {
-  "avg_time_2d": 0.013423044290115585,
-  "avg_time_3d": 0.0004526440268640579,
-  "avg_fps": 72.06849686702047
+  "img_loading": 0.03859993796358739,
+  "avg_time_2d": 0.010313197747984929,
+  "avg_time_3d": 0.0003607095177493878,
+  "avg_fps": 93.68640509087321
 }
 {
   "person_nums": {
     "total_frames": 479,
     "total_labels": 479,
-    "total_preds": 585,
+    "total_preds": 583,
     "considered_empty": 1,
-    "valid_preds": 434,
-    "invalid_preds": 150,
-    "missing": 45,
-    "invalid_fraction": 0.25685,
-    "precision": 0.74315,
-    "recall": 0.90605,
-    "f1": 0.81656,
-    "non_empty": 584
+    "valid_preds": 433,
+    "invalid_preds": 149,
+    "missing": 46,
+    "invalid_fraction": 0.25601,
+    "precision": 0.74399,
+    "recall": 0.90397,
+    "f1": 0.81621,
+    "non_empty": 582
   },
   "mpjpe": {
-    "count": 434,
-    "mean": 0.074807,
-    "median": 0.061202,
-    "std": 0.044993,
-    "sem": 0.002162,
-    "min": 0.020954,
-    "max": 0.318899,
-    "recall-0.025": 0.022965,
-    "recall-0.05": 0.329854,
-    "recall-0.1": 0.7119,
-    "recall-0.15": 0.835073,
-    "recall-0.25": 0.899791,
-    "recall-0.5": 0.906054,
+    "count": 433,
+    "mean": 0.075491,
+    "median": 0.061131,
+    "std": 0.046668,
+    "sem": 0.002245,
+    "min": 0.018838,
+    "max": 0.316573,
+    "recall-0.025": 0.025052,
+    "recall-0.05": 0.334029,
+    "recall-0.1": 0.703549,
+    "recall-0.15": 0.837161,
+    "recall-0.25": 0.893528,
+    "recall-0.5": 0.903967,
     "num_labels": 479,
-    "ap-0.025": 0.001009,
-    "ap-0.05": 0.11566,
-    "ap-0.1": 0.503757,
-    "ap-0.15": 0.682624,
-    "ap-0.25": 0.791403,
-    "ap-0.5": 0.803673
+    "ap-0.025": 0.001032,
+    "ap-0.05": 0.11701,
+    "ap-0.1": 0.495233,
+    "ap-0.15": 0.69381,
+    "ap-0.25": 0.785555,
+    "ap-0.5": 0.808853
   },
   "head": {
-    "count": 412,
-    "mean": 0.034681,
-    "median": 0.03062,
-    "std": 0.018246,
-    "sem": 0.0009,
-    "min": 0.002045,
-    "max": 0.119132,
-    "recall-0.025": 0.287611,
-    "recall-0.05": 0.75885,
-    "recall-0.1": 0.900442,
-    "recall-0.15": 0.911504,
-    "recall-0.25": 0.911504,
-    "recall-0.5": 0.911504,
+    "count": 411,
+    "mean": 0.034418,
+    "median": 0.030763,
+    "std": 0.017593,
+    "sem": 0.000869,
+    "min": 0.001278,
+    "max": 0.118167,
+    "recall-0.025": 0.30531,
+    "recall-0.05": 0.756637,
+    "recall-0.1": 0.904867,
+    "recall-0.15": 0.909292,
+    "recall-0.25": 0.909292,
+    "recall-0.5": 0.909292,
     "num_labels": 452
   },
   "shoulder_left": {
-    "count": 412,
-    "mean": 0.042275,
-    "median": 0.037554,
-    "std": 0.019264,
-    "sem": 0.00095,
-    "min": 0.014265,
-    "max": 0.186331,
-    "recall-0.025": 0.081498,
+    "count": 411,
+    "mean": 0.042039,
+    "median": 0.036653,
+    "std": 0.019302,
+    "sem": 0.000953,
+    "min": 0.013911,
+    "max": 0.191139,
+    "recall-0.025": 0.0837,
     "recall-0.05": 0.700441,
-    "recall-0.1": 0.89207,
-    "recall-0.15": 0.905286,
-    "recall-0.25": 0.907489,
-    "recall-0.5": 0.907489,
+    "recall-0.1": 0.889868,
+    "recall-0.15": 0.903084,
+    "recall-0.25": 0.905286,
+    "recall-0.5": 0.905286,
     "num_labels": 454
   },
   "shoulder_right": {
-    "count": 426,
-    "mean": 0.030066,
-    "median": 0.02809,
-    "std": 0.010452,
-    "sem": 0.000507,
-    "min": 0.010825,
-    "max": 0.072284,
-    "recall-0.025": 0.299786,
-    "recall-0.05": 0.862955,
-    "recall-0.1": 0.912206,
-    "recall-0.15": 0.912206,
-    "recall-0.25": 0.912206,
-    "recall-0.5": 0.912206,
+    "count": 425,
+    "mean": 0.030327,
+    "median": 0.027952,
+    "std": 0.011265,
+    "sem": 0.000547,
+    "min": 0.009739,
+    "max": 0.096534,
+    "recall-0.025": 0.30621,
+    "recall-0.05": 0.865096,
+    "recall-0.1": 0.910064,
+    "recall-0.15": 0.910064,
+    "recall-0.25": 0.910064,
+    "recall-0.5": 0.910064,
     "num_labels": 467
   },
   "elbow_left": {
-    "count": 401,
-    "mean": 0.031452,
-    "median": 0.0227,
-    "std": 0.030449,
-    "sem": 0.001522,
-    "min": 0.001723,
-    "max": 0.355998,
-    "recall-0.025": 0.505721,
-    "recall-0.05": 0.79405,
+    "count": 400,
+    "mean": 0.031783,
+    "median": 0.023267,
+    "std": 0.030317,
+    "sem": 0.001518,
+    "min": 0.002354,
+    "max": 0.343907,
+    "recall-0.025": 0.508009,
+    "recall-0.05": 0.791762,
     "recall-0.1": 0.887872,
-    "recall-0.15": 0.906178,
-    "recall-0.25": 0.915332,
-    "recall-0.5": 0.91762,
+    "recall-0.15": 0.90389,
+    "recall-0.25": 0.913043,
+    "recall-0.5": 0.915332,
     "num_labels": 437
   },
   "elbow_right": {
-    "count": 405,
-    "mean": 0.025408,
-    "median": 0.022343,
-    "std": 0.015524,
-    "sem": 0.000772,
-    "min": 0.001272,
-    "max": 0.110877,
-    "recall-0.025": 0.521542,
-    "recall-0.05": 0.854875,
-    "recall-0.1": 0.913832,
-    "recall-0.15": 0.918367,
-    "recall-0.25": 0.918367,
-    "recall-0.5": 0.918367,
+    "count": 404,
+    "mean": 0.026145,
+    "median": 0.02257,
+    "std": 0.018361,
+    "sem": 0.000915,
+    "min": 0.00207,
+    "max": 0.222104,
+    "recall-0.025": 0.519274,
+    "recall-0.05": 0.845805,
+    "recall-0.1": 0.911565,
+    "recall-0.15": 0.913832,
+    "recall-0.25": 0.9161,
+    "recall-0.5": 0.9161,
     "num_labels": 441
   },
   "wrist_left": {
     "count": 397,
-    "mean": 0.032045,
-    "median": 0.025504,
-    "std": 0.028908,
-    "sem": 0.001453,
-    "min": 0.001469,
-    "max": 0.236119,
-    "recall-0.025": 0.438073,
-    "recall-0.05": 0.793578,
-    "recall-0.1": 0.892202,
+    "mean": 0.03262,
+    "median": 0.025991,
+    "std": 0.031015,
+    "sem": 0.001559,
+    "min": 0.003525,
+    "max": 0.271267,
+    "recall-0.025": 0.428899,
+    "recall-0.05": 0.78211,
+    "recall-0.1": 0.887615,
     "recall-0.15": 0.894495,
-    "recall-0.25": 0.91055,
+    "recall-0.25": 0.908257,
     "recall-0.5": 0.91055,
     "num_labels": 436
   },
   "wrist_right": {
-    "count": 409,
-    "mean": 0.028878,
-    "median": 0.022987,
-    "std": 0.029473,
-    "sem": 0.001459,
-    "min": 0.002706,
-    "max": 0.317473,
-    "recall-0.025": 0.495516,
-    "recall-0.05": 0.856502,
-    "recall-0.1": 0.896861,
-    "recall-0.15": 0.899103,
+    "count": 408,
+    "mean": 0.029689,
+    "median": 0.023353,
+    "std": 0.030703,
+    "sem": 0.001522,
+    "min": 0.003792,
+    "max": 0.315184,
+    "recall-0.025": 0.493274,
+    "recall-0.05": 0.840807,
+    "recall-0.1": 0.890135,
+    "recall-0.15": 0.894619,
     "recall-0.25": 0.912556,
-    "recall-0.5": 0.91704,
+    "recall-0.5": 0.914798,
     "num_labels": 446
   },
   "hip_left": {
-    "count": 291,
-    "mean": 0.105429,
-    "median": 0.098572,
-    "std": 0.036751,
-    "sem": 0.002158,
-    "min": 0.02895,
-    "max": 0.301591,
+    "count": 290,
+    "mean": 0.104207,
+    "median": 0.097784,
+    "std": 0.035307,
+    "sem": 0.002077,
+    "min": 0.029375,
+    "max": 0.296764,
     "recall-0.025": 0.0,
     "recall-0.05": 0.019108,
-    "recall-0.1": 0.484076,
-    "recall-0.15": 0.843949,
-    "recall-0.25": 0.917197,
-    "recall-0.5": 0.926752,
+    "recall-0.1": 0.487261,
+    "recall-0.15": 0.850318,
+    "recall-0.25": 0.914013,
+    "recall-0.5": 0.923567,
     "num_labels": 314
   },
   "hip_right": {
-    "count": 238,
-    "mean": 0.089163,
-    "median": 0.082764,
-    "std": 0.03617,
-    "sem": 0.002349,
-    "min": 0.027785,
-    "max": 0.342392,
-    "recall-0.025": 0.0,
-    "recall-0.05": 0.046154,
-    "recall-0.1": 0.665385,
-    "recall-0.15": 0.880769,
-    "recall-0.25": 0.907692,
-    "recall-0.5": 0.915385,
+    "count": 237,
+    "mean": 0.089749,
+    "median": 0.083848,
+    "std": 0.035442,
+    "sem": 0.002307,
+    "min": 0.014221,
+    "max": 0.331882,
+    "recall-0.025": 0.003846,
+    "recall-0.05": 0.05,
+    "recall-0.1": 0.642308,
+    "recall-0.15": 0.865385,
+    "recall-0.25": 0.903846,
+    "recall-0.5": 0.911538,
     "num_labels": 260
   },
   "knee_left": {
     "count": 246,
-    "mean": 0.134326,
-    "median": 0.096455,
-    "std": 0.107329,
-    "sem": 0.006857,
-    "min": 0.012137,
-    "max": 0.4698,
-    "recall-0.025": 0.014493,
-    "recall-0.05": 0.163043,
-    "recall-0.1": 0.452899,
-    "recall-0.15": 0.637681,
-    "recall-0.25": 0.757246,
+    "mean": 0.137937,
+    "median": 0.09981,
+    "std": 0.109557,
+    "sem": 0.006999,
+    "min": 0.01084,
+    "max": 0.494294,
+    "recall-0.025": 0.018116,
+    "recall-0.05": 0.152174,
+    "recall-0.1": 0.445652,
+    "recall-0.15": 0.630435,
+    "recall-0.25": 0.753623,
     "recall-0.5": 0.891304,
     "num_labels": 276
   },
   "knee_right": {
-    "count": 182,
-    "mean": 0.113341,
-    "median": 0.072459,
-    "std": 0.102217,
-    "sem": 0.007598,
-    "min": 0.013657,
-    "max": 0.47956,
-    "recall-0.025": 0.027907,
-    "recall-0.05": 0.24186,
-    "recall-0.1": 0.534884,
-    "recall-0.15": 0.683721,
-    "recall-0.25": 0.748837,
-    "recall-0.5": 0.846512,
+    "count": 183,
+    "mean": 0.115145,
+    "median": 0.076432,
+    "std": 0.103939,
+    "sem": 0.007704,
+    "min": 0.013731,
+    "max": 0.496317,
+    "recall-0.025": 0.037209,
+    "recall-0.05": 0.213953,
+    "recall-0.1": 0.52093,
+    "recall-0.15": 0.674419,
+    "recall-0.25": 0.75814,
+    "recall-0.5": 0.851163,
     "num_labels": 215
   },
   "ankle_left": {
-    "count": 77,
-    "mean": 0.354595,
-    "median": 0.383447,
-    "std": 0.105654,
-    "sem": 0.012119,
-    "min": 0.023655,
-    "max": 0.49579,
+    "count": 74,
+    "mean": 0.35065,
+    "median": 0.383593,
+    "std": 0.106306,
+    "sem": 0.012442,
+    "min": 0.020267,
+    "max": 0.479558,
     "recall-0.025": 0.007576,
     "recall-0.05": 0.007576,
     "recall-0.1": 0.015152,
-    "recall-0.15": 0.037879,
-    "recall-0.25": 0.106061,
-    "recall-0.5": 0.583333,
+    "recall-0.15": 0.030303,
+    "recall-0.25": 0.098485,
+    "recall-0.5": 0.560606,
     "num_labels": 132
   },
   "ankle_right": {
-    "count": 70,
-    "mean": 0.381482,
-    "median": 0.400315,
-    "std": 0.091015,
-    "sem": 0.010957,
-    "min": 0.066901,
-    "max": 0.498563,
+    "count": 69,
+    "mean": 0.38361,
+    "median": 0.404354,
+    "std": 0.092995,
+    "sem": 0.011277,
+    "min": 0.059832,
+    "max": 0.494417,
     "recall-0.025": 0.0,
     "recall-0.05": 0.0,
     "recall-0.1": 0.015748,
     "recall-0.15": 0.015748,
     "recall-0.25": 0.03937,
-    "recall-0.5": 0.551181,
+    "recall-0.5": 0.543307,
     "num_labels": 127
   },
   "joint_recalls": {
     "num_labels": 4457,
-    "recall-0.025": 0.26475,
-    "recall-0.05": 0.58896,
-    "recall-0.1": 0.75881,
-    "recall-0.15": 0.82006,
-    "recall-0.25": 0.84429,
-    "recall-0.5": 0.88804
+    "recall-0.025": 0.2661,
+    "recall-0.05": 0.58335,
+    "recall-0.1": 0.75499,
+    "recall-0.15": 0.81714,
+    "recall-0.25": 0.84272,
+    "recall-0.5": 0.88535
   }
 }
 {
   "total_parts": 4313,
-  "correct_parts": 3712,
-  "pcp": 0.860654
+  "correct_parts": 3703,
+  "pcp": 0.858567
 }
 ```
 
@@ -2103,9 +2112,10 @@ Results of the model in various experiments on different datasets.
 
 ```json
 {
-  "avg_time_2d": 0.014957478171900698,
-  "avg_time_3d": 0.0004402857077749152,
-  "avg_fps": 64.94449504580058
+  "img_loading": 0.016967525607661196,
+  "avg_time_2d": 0.012414788572411788,
+  "avg_time_3d": 0.0003943549959283126,
+  "avg_fps": 78.06923192520568
 }
 {
   "person_nums": {
@@ -2124,181 +2134,181 @@ Results of the model in various experiments on different datasets.
   },
   "mpjpe": {
     "count": 779,
-    "mean": 0.067871,
-    "median": 0.065561,
-    "std": 0.010735,
-    "sem": 0.000385,
-    "min": 0.049899,
-    "max": 0.184121,
+    "mean": 0.067986,
+    "median": 0.065527,
+    "std": 0.011273,
+    "sem": 0.000404,
+    "min": 0.050613,
+    "max": 0.188087,
     "recall-0.025": 0.0,
-    "recall-0.05": 0.001282,
-    "recall-0.1": 0.985897,
+    "recall-0.05": 0.0,
+    "recall-0.1": 0.983333,
     "recall-0.15": 0.994872,
     "recall-0.25": 0.998718,
     "recall-0.5": 0.998718,
     "num_labels": 780,
     "ap-0.025": 0.0,
-    "ap-0.05": 2e-06,
-    "ap-0.1": 0.981711,
-    "ap-0.15": 0.994842,
+    "ap-0.05": 0.0,
+    "ap-0.1": 0.979763,
+    "ap-0.15": 0.994756,
     "ap-0.25": 0.998718,
     "ap-0.5": 0.998718
   },
   "head": {
     "count": 779,
-    "mean": 0.037653,
-    "median": 0.025952,
-    "std": 0.042255,
-    "sem": 0.001515,
-    "min": 0.002742,
-    "max": 0.384391,
-    "recall-0.025": 0.476923,
-    "recall-0.05": 0.821795,
+    "mean": 0.037226,
+    "median": 0.026247,
+    "std": 0.041514,
+    "sem": 0.001488,
+    "min": 0.003041,
+    "max": 0.437593,
+    "recall-0.025": 0.478205,
+    "recall-0.05": 0.828205,
     "recall-0.1": 0.95641,
-    "recall-0.15": 0.967949,
+    "recall-0.15": 0.970513,
     "recall-0.25": 0.988462,
     "recall-0.5": 0.998718,
     "num_labels": 780
   },
   "shoulder_left": {
     "count": 779,
-    "mean": 0.067036,
-    "median": 0.068602,
-    "std": 0.019672,
-    "sem": 0.000705,
-    "min": 0.021109,
-    "max": 0.167744,
-    "recall-0.025": 0.005128,
-    "recall-0.05": 0.221795,
-    "recall-0.1": 0.957692,
-    "recall-0.15": 0.994872,
+    "mean": 0.06726,
+    "median": 0.069086,
+    "std": 0.019323,
+    "sem": 0.000693,
+    "min": 0.0202,
+    "max": 0.167015,
+    "recall-0.025": 0.003846,
+    "recall-0.05": 0.225641,
+    "recall-0.1": 0.962821,
+    "recall-0.15": 0.996154,
     "recall-0.25": 0.998718,
     "recall-0.5": 0.998718,
     "num_labels": 780
   },
   "shoulder_right": {
     "count": 779,
-    "mean": 0.075031,
-    "median": 0.073829,
-    "std": 0.020872,
-    "sem": 0.000748,
-    "min": 0.020224,
-    "max": 0.274582,
+    "mean": 0.074936,
+    "median": 0.074601,
+    "std": 0.02024,
+    "sem": 0.000726,
+    "min": 0.019108,
+    "max": 0.265656,
     "recall-0.025": 0.003846,
-    "recall-0.05": 0.087179,
-    "recall-0.1": 0.910256,
-    "recall-0.15": 0.99359,
+    "recall-0.05": 0.079487,
+    "recall-0.1": 0.915385,
+    "recall-0.15": 0.996154,
     "recall-0.25": 0.997436,
     "recall-0.5": 0.998718,
     "num_labels": 780
   },
   "elbow_left": {
     "count": 778,
-    "mean": 0.058524,
-    "median": 0.051953,
-    "std": 0.025781,
-    "sem": 0.000925,
-    "min": 0.019215,
-    "max": 0.363847,
+    "mean": 0.059144,
+    "median": 0.051978,
+    "std": 0.028849,
+    "sem": 0.001035,
+    "min": 0.01471,
+    "max": 0.394871,
     "recall-0.025": 0.007692,
     "recall-0.05": 0.419231,
-    "recall-0.1": 0.94359,
-    "recall-0.15": 0.979487,
-    "recall-0.25": 0.996154,
+    "recall-0.1": 0.944872,
+    "recall-0.15": 0.976923,
+    "recall-0.25": 0.994872,
     "recall-0.5": 0.997436,
     "num_labels": 780
   },
   "elbow_right": {
     "count": 779,
-    "mean": 0.067468,
-    "median": 0.066149,
-    "std": 0.022096,
-    "sem": 0.000792,
-    "min": 0.024053,
-    "max": 0.227375,
+    "mean": 0.067581,
+    "median": 0.065925,
+    "std": 0.021887,
+    "sem": 0.000785,
+    "min": 0.021072,
+    "max": 0.234581,
     "recall-0.025": 0.001282,
     "recall-0.05": 0.167949,
-    "recall-0.1": 0.953846,
-    "recall-0.15": 0.979487,
+    "recall-0.1": 0.948718,
+    "recall-0.15": 0.980769,
     "recall-0.25": 0.998718,
     "recall-0.5": 0.998718,
     "num_labels": 780
   },
   "wrist_left": {
     "count": 777,
-    "mean": 0.048868,
-    "median": 0.042971,
-    "std": 0.036964,
-    "sem": 0.001327,
-    "min": 0.00944,
-    "max": 0.429845,
-    "recall-0.025": 0.158974,
-    "recall-0.05": 0.660256,
-    "recall-0.1": 0.952564,
+    "mean": 0.049405,
+    "median": 0.043104,
+    "std": 0.040856,
+    "sem": 0.001467,
+    "min": 0.010116,
+    "max": 0.428031,
+    "recall-0.025": 0.155128,
+    "recall-0.05": 0.669231,
+    "recall-0.1": 0.95,
     "recall-0.15": 0.975641,
-    "recall-0.25": 0.985897,
+    "recall-0.25": 0.983333,
     "recall-0.5": 0.996154,
     "num_labels": 780
   },
   "wrist_right": {
-    "count": 778,
-    "mean": 0.065639,
-    "median": 0.062986,
-    "std": 0.039452,
-    "sem": 0.001415,
-    "min": 0.002032,
-    "max": 0.426451,
-    "recall-0.025": 0.034615,
+    "count": 777,
+    "mean": 0.066057,
+    "median": 0.062917,
+    "std": 0.040925,
+    "sem": 0.001469,
+    "min": 0.003696,
+    "max": 0.425286,
+    "recall-0.025": 0.032051,
     "recall-0.05": 0.360256,
-    "recall-0.1": 0.917949,
-    "recall-0.15": 0.965385,
-    "recall-0.25": 0.987179,
-    "recall-0.5": 0.997436,
+    "recall-0.1": 0.911538,
+    "recall-0.15": 0.962821,
+    "recall-0.25": 0.985897,
+    "recall-0.5": 0.996154,
     "num_labels": 780
   },
   "hip_left": {
     "count": 779,
-    "mean": 0.110424,
-    "median": 0.110035,
-    "std": 0.01942,
-    "sem": 0.000696,
-    "min": 0.063461,
-    "max": 0.362567,
+    "mean": 0.110324,
+    "median": 0.10988,
+    "std": 0.019327,
+    "sem": 0.000693,
+    "min": 0.065041,
+    "max": 0.354493,
     "recall-0.025": 0.0,
     "recall-0.05": 0.0,
-    "recall-0.1": 0.292308,
-    "recall-0.15": 0.984615,
+    "recall-0.1": 0.296154,
+    "recall-0.15": 0.983333,
     "recall-0.25": 0.997436,
     "recall-0.5": 0.998718,
     "num_labels": 780
   },
   "hip_right": {
     "count": 779,
-    "mean": 0.136579,
-    "median": 0.136493,
-    "std": 0.015262,
-    "sem": 0.000547,
-    "min": 0.092681,
-    "max": 0.196212,
+    "mean": 0.136734,
+    "median": 0.137075,
+    "std": 0.015216,
+    "sem": 0.000546,
+    "min": 0.092854,
+    "max": 0.196536,
     "recall-0.025": 0.0,
     "recall-0.05": 0.0,
     "recall-0.1": 0.008974,
-    "recall-0.15": 0.821795,
+    "recall-0.15": 0.815385,
     "recall-0.25": 0.998718,
     "recall-0.5": 0.998718,
     "num_labels": 780
   },
   "knee_left": {
     "count": 779,
-    "mean": 0.05077,
-    "median": 0.048872,
-    "std": 0.018041,
-    "sem": 0.000647,
-    "min": 0.008028,
-    "max": 0.196653,
-    "recall-0.025": 0.017949,
-    "recall-0.05": 0.553846,
-    "recall-0.1": 0.967949,
+    "mean": 0.050749,
+    "median": 0.048625,
+    "std": 0.018121,
+    "sem": 0.00065,
+    "min": 0.007613,
+    "max": 0.196494,
+    "recall-0.025": 0.021795,
+    "recall-0.05": 0.557692,
+    "recall-0.1": 0.965385,
     "recall-0.15": 0.996154,
     "recall-0.25": 0.998718,
     "recall-0.5": 0.998718,
@@ -2306,15 +2316,15 @@ Results of the model in various experiments on different datasets.
   },
   "knee_right": {
     "count": 779,
-    "mean": 0.05791,
-    "median": 0.055397,
-    "std": 0.017026,
-    "sem": 0.00061,
-    "min": 0.015979,
-    "max": 0.132415,
+    "mean": 0.057894,
+    "median": 0.055797,
+    "std": 0.01709,
+    "sem": 0.000613,
+    "min": 0.015479,
+    "max": 0.131481,
     "recall-0.025": 0.002564,
-    "recall-0.05": 0.385897,
-    "recall-0.1": 0.982051,
+    "recall-0.05": 0.378205,
+    "recall-0.1": 0.979487,
     "recall-0.15": 0.998718,
     "recall-0.25": 0.998718,
     "recall-0.5": 0.998718,
@@ -2322,15 +2332,15 @@ Results of the model in various experiments on different datasets.
   },
   "ankle_left": {
     "count": 779,
-    "mean": 0.061342,
-    "median": 0.059413,
-    "std": 0.017221,
-    "sem": 0.000617,
-    "min": 0.02767,
-    "max": 0.310603,
+    "mean": 0.061382,
+    "median": 0.059151,
+    "std": 0.017296,
+    "sem": 0.00062,
+    "min": 0.025987,
+    "max": 0.311869,
     "recall-0.025": 0.0,
-    "recall-0.05": 0.157692,
-    "recall-0.1": 0.979487,
+    "recall-0.05": 0.160256,
+    "recall-0.1": 0.978205,
     "recall-0.15": 0.99359,
     "recall-0.25": 0.997436,
     "recall-0.5": 0.998718,
@@ -2338,34 +2348,34 @@ Results of the model in various experiments on different datasets.
   },
   "ankle_right": {
     "count": 779,
-    "mean": 0.041889,
-    "median": 0.038262,
-    "std": 0.015597,
-    "sem": 0.000559,
-    "min": 0.01118,
-    "max": 0.189348,
-    "recall-0.025": 0.038462,
+    "mean": 0.041639,
+    "median": 0.038442,
+    "std": 0.014726,
+    "sem": 0.000528,
+    "min": 0.013835,
+    "max": 0.176319,
+    "recall-0.025": 0.032051,
     "recall-0.05": 0.802564,
-    "recall-0.1": 0.992308,
-    "recall-0.15": 0.996154,
+    "recall-0.1": 0.994872,
+    "recall-0.15": 0.997436,
     "recall-0.25": 0.998718,
     "recall-0.5": 0.998718,
     "num_labels": 780
   },
   "joint_recalls": {
     "num_labels": 10140,
-    "recall-0.025": 0.05671,
-    "recall-0.05": 0.35611,
-    "recall-0.1": 0.83116,
-    "recall-0.15": 0.97249,
-    "recall-0.25": 0.99536,
-    "recall-0.5": 0.99832
+    "recall-0.025": 0.05592,
+    "recall-0.05": 0.3568,
+    "recall-0.1": 0.83126,
+    "recall-0.15": 0.97219,
+    "recall-0.25": 0.99497,
+    "recall-0.5": 0.99822
   }
 }
 {
   "total_parts": 10920,
-  "correct_parts": 10410,
-  "pcp": 0.953297
+  "correct_parts": 10406,
+  "pcp": 0.95293
 }
 ```
 
@@ -2374,57 +2384,58 @@ Results of the model in various experiments on different datasets.
 (duration 00:01:51)
 ```json
 {
-  "avg_time_2d": 0.0297801673412323,
-  "avg_time_3d": 0.001048978567123413,
-  "avg_fps": 32.4368376267267
+  "img_loading": 0.11105413436889648,
+  "avg_time_2d": 0.02206600785255432,
+  "avg_time_3d": 0.0009202849864959717,
+  "avg_fps": 43.50418777842892
 }
 {
   "person_nums": {
     "total_frames": 210,
     "total_labels": 630,
-    "total_preds": 635,
+    "total_preds": 633,
     "considered_empty": 0,
     "valid_preds": 630,
-    "invalid_preds": 5,
+    "invalid_preds": 3,
     "missing": 0,
-    "invalid_fraction": 0.00787,
-    "precision": 0.99213,
+    "invalid_fraction": 0.00474,
+    "precision": 0.99526,
     "recall": 1.0,
-    "f1": 0.99605,
-    "non_empty": 635
+    "f1": 0.99762,
+    "non_empty": 633
   },
   "mpjpe": {
     "count": 630,
-    "mean": 0.055877,
-    "median": 0.051176,
-    "std": 0.018299,
-    "sem": 0.00073,
-    "min": 0.031247,
-    "max": 0.141346,
+    "mean": 0.055839,
+    "median": 0.051061,
+    "std": 0.018265,
+    "sem": 0.000728,
+    "min": 0.032207,
+    "max": 0.141967,
     "recall-0.025": 0.0,
     "recall-0.05": 0.452381,
-    "recall-0.1": 0.949206,
+    "recall-0.1": 0.947619,
     "recall-0.15": 1.0,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
     "num_labels": 630,
     "ap-0.025": 0.0,
-    "ap-0.05": 0.242557,
-    "ap-0.1": 0.926768,
+    "ap-0.05": 0.237645,
+    "ap-0.1": 0.923906,
     "ap-0.15": 1.0,
     "ap-0.25": 1.0,
     "ap-0.5": 1.0
   },
   "head": {
     "count": 598,
-    "mean": 0.04182,
-    "median": 0.040665,
-    "std": 0.013596,
-    "sem": 0.000556,
-    "min": 0.014832,
-    "max": 0.177972,
+    "mean": 0.042,
+    "median": 0.04034,
+    "std": 0.013756,
+    "sem": 0.000563,
+    "min": 0.014538,
+    "max": 0.180025,
     "recall-0.025": 0.075251,
-    "recall-0.05": 0.784281,
+    "recall-0.05": 0.794314,
     "recall-0.1": 0.998328,
     "recall-0.15": 0.998328,
     "recall-0.25": 1.0,
@@ -2433,15 +2444,15 @@ Results of the model in various experiments on different datasets.
   },
   "shoulder_left": {
     "count": 630,
-    "mean": 0.063347,
-    "median": 0.060158,
-    "std": 0.019514,
-    "sem": 0.000778,
-    "min": 0.016405,
-    "max": 0.139417,
-    "recall-0.025": 0.006349,
-    "recall-0.05": 0.265079,
-    "recall-0.1": 0.968254,
+    "mean": 0.063395,
+    "median": 0.061135,
+    "std": 0.0194,
+    "sem": 0.000774,
+    "min": 0.016818,
+    "max": 0.1384,
+    "recall-0.025": 0.003175,
+    "recall-0.05": 0.27619,
+    "recall-0.1": 0.965079,
     "recall-0.15": 1.0,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
@@ -2449,15 +2460,15 @@ Results of the model in various experiments on different datasets.
   },
   "shoulder_right": {
     "count": 630,
-    "mean": 0.066393,
-    "median": 0.06475,
-    "std": 0.019847,
-    "sem": 0.000791,
-    "min": 0.019761,
-    "max": 0.14019,
-    "recall-0.025": 0.003175,
-    "recall-0.05": 0.253968,
-    "recall-0.1": 0.94127,
+    "mean": 0.066349,
+    "median": 0.064391,
+    "std": 0.020003,
+    "sem": 0.000798,
+    "min": 0.019992,
+    "max": 0.138156,
+    "recall-0.025": 0.001587,
+    "recall-0.05": 0.249206,
+    "recall-0.1": 0.939683,
     "recall-0.15": 1.0,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
@@ -2465,15 +2476,15 @@ Results of the model in various experiments on different datasets.
   },
   "elbow_left": {
     "count": 630,
-    "mean": 0.053278,
-    "median": 0.049935,
-    "std": 0.021931,
-    "sem": 0.000874,
-    "min": 0.006737,
-    "max": 0.191912,
-    "recall-0.025": 0.057143,
-    "recall-0.05": 0.501587,
-    "recall-0.1": 0.968254,
+    "mean": 0.053244,
+    "median": 0.05024,
+    "std": 0.021726,
+    "sem": 0.000866,
+    "min": 0.006956,
+    "max": 0.194577,
+    "recall-0.025": 0.052381,
+    "recall-0.05": 0.493651,
+    "recall-0.1": 0.971429,
     "recall-0.15": 0.996825,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
@@ -2481,47 +2492,47 @@ Results of the model in various experiments on different datasets.
   },
   "elbow_right": {
     "count": 629,
-    "mean": 0.055845,
-    "median": 0.050976,
-    "std": 0.027262,
-    "sem": 0.001088,
-    "min": 0.001851,
-    "max": 0.173129,
-    "recall-0.025": 0.079491,
+    "mean": 0.056012,
+    "median": 0.050853,
+    "std": 0.027639,
+    "sem": 0.001103,
+    "min": 0.001163,
+    "max": 0.171636,
+    "recall-0.025": 0.084261,
     "recall-0.05": 0.470588,
-    "recall-0.1": 0.917329,
-    "recall-0.15": 0.987281,
+    "recall-0.1": 0.918919,
+    "recall-0.15": 0.982512,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
     "num_labels": 629
   },
   "wrist_left": {
     "count": 630,
-    "mean": 0.048568,
-    "median": 0.042759,
-    "std": 0.031439,
-    "sem": 0.001254,
-    "min": 0.000561,
-    "max": 0.453954,
-    "recall-0.025": 0.157143,
-    "recall-0.05": 0.652381,
-    "recall-0.1": 0.947619,
-    "recall-0.15": 0.990476,
+    "mean": 0.048505,
+    "median": 0.042435,
+    "std": 0.031723,
+    "sem": 0.001265,
+    "min": 0.00216,
+    "max": 0.454813,
+    "recall-0.025": 0.15873,
+    "recall-0.05": 0.65873,
+    "recall-0.1": 0.950794,
+    "recall-0.15": 0.988889,
     "recall-0.25": 0.996825,
     "recall-0.5": 1.0,
     "num_labels": 630
   },
   "wrist_right": {
     "count": 625,
-    "mean": 0.054121,
-    "median": 0.049075,
-    "std": 0.025533,
-    "sem": 0.001022,
-    "min": 0.005199,
-    "max": 0.16283,
-    "recall-0.025": 0.0688,
-    "recall-0.05": 0.5216,
-    "recall-0.1": 0.9408,
+    "mean": 0.053696,
+    "median": 0.049092,
+    "std": 0.024819,
+    "sem": 0.000994,
+    "min": 0.012348,
+    "max": 0.16322,
+    "recall-0.025": 0.064,
+    "recall-0.05": 0.5296,
+    "recall-0.1": 0.9472,
     "recall-0.15": 0.9952,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
@@ -2529,31 +2540,31 @@ Results of the model in various experiments on different datasets.
   },
   "hip_left": {
     "count": 630,
-    "mean": 0.058094,
-    "median": 0.056051,
-    "std": 0.019776,
-    "sem": 0.000789,
-    "min": 0.008159,
-    "max": 0.177207,
-    "recall-0.025": 0.015873,
-    "recall-0.05": 0.369841,
-    "recall-0.1": 0.971429,
-    "recall-0.15": 0.993651,
+    "mean": 0.057704,
+    "median": 0.055883,
+    "std": 0.019645,
+    "sem": 0.000783,
+    "min": 0.007442,
+    "max": 0.159265,
+    "recall-0.025": 0.020635,
+    "recall-0.05": 0.377778,
+    "recall-0.1": 0.968254,
+    "recall-0.15": 0.995238,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
     "num_labels": 630
   },
   "hip_right": {
     "count": 629,
-    "mean": 0.052648,
-    "median": 0.049613,
-    "std": 0.021304,
-    "sem": 0.00085,
-    "min": 0.008816,
-    "max": 0.143029,
-    "recall-0.025": 0.081081,
-    "recall-0.05": 0.503975,
-    "recall-0.1": 0.976153,
+    "mean": 0.052564,
+    "median": 0.05066,
+    "std": 0.021381,
+    "sem": 0.000853,
+    "min": 0.007273,
+    "max": 0.140749,
+    "recall-0.025": 0.076312,
+    "recall-0.05": 0.489666,
+    "recall-0.1": 0.977742,
     "recall-0.15": 1.0,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
@@ -2561,15 +2572,15 @@ Results of the model in various experiments on different datasets.
   },
   "knee_left": {
     "count": 628,
-    "mean": 0.045731,
-    "median": 0.034191,
-    "std": 0.04676,
-    "sem": 0.001867,
-    "min": 0.004196,
-    "max": 0.36669,
-    "recall-0.025": 0.305732,
-    "recall-0.05": 0.745223,
-    "recall-0.1": 0.944268,
+    "mean": 0.045653,
+    "median": 0.034096,
+    "std": 0.047037,
+    "sem": 0.001878,
+    "min": 0.003655,
+    "max": 0.364855,
+    "recall-0.025": 0.300955,
+    "recall-0.05": 0.75,
+    "recall-0.1": 0.947452,
     "recall-0.15": 0.960191,
     "recall-0.25": 0.984076,
     "recall-0.5": 1.0,
@@ -2577,15 +2588,15 @@ Results of the model in various experiments on different datasets.
   },
   "knee_right": {
     "count": 629,
-    "mean": 0.053798,
-    "median": 0.036361,
-    "std": 0.072963,
-    "sem": 0.002912,
-    "min": 0.001079,
-    "max": 0.493215,
-    "recall-0.025": 0.246423,
-    "recall-0.05": 0.712242,
-    "recall-0.1": 0.945946,
+    "mean": 0.053823,
+    "median": 0.036351,
+    "std": 0.072928,
+    "sem": 0.00291,
+    "min": 0.000547,
+    "max": 0.493588,
+    "recall-0.025": 0.238474,
+    "recall-0.05": 0.710652,
+    "recall-0.1": 0.942766,
     "recall-0.15": 0.950715,
     "recall-0.25": 0.955485,
     "recall-0.5": 1.0,
@@ -2593,31 +2604,31 @@ Results of the model in various experiments on different datasets.
   },
   "ankle_left": {
     "count": 619,
-    "mean": 0.062433,
-    "median": 0.048333,
-    "std": 0.071526,
-    "sem": 0.002877,
-    "min": 0.01437,
-    "max": 0.495154,
+    "mean": 0.062884,
+    "median": 0.048225,
+    "std": 0.072502,
+    "sem": 0.002916,
+    "min": 0.013361,
+    "max": 0.495545,
     "recall-0.025": 0.059774,
-    "recall-0.05": 0.537964,
-    "recall-0.1": 0.954766,
-    "recall-0.15": 0.961228,
-    "recall-0.25": 0.964459,
+    "recall-0.05": 0.531502,
+    "recall-0.1": 0.95315,
+    "recall-0.15": 0.959612,
+    "recall-0.25": 0.962843,
     "recall-0.5": 1.0,
     "num_labels": 619
   },
   "ankle_right": {
     "count": 601,
-    "mean": 0.051519,
-    "median": 0.046201,
-    "std": 0.041673,
-    "sem": 0.001701,
-    "min": 0.005756,
-    "max": 0.44468,
-    "recall-0.025": 0.135048,
-    "recall-0.05": 0.553055,
-    "recall-0.1": 0.935691,
+    "mean": 0.05131,
+    "median": 0.046258,
+    "std": 0.042077,
+    "sem": 0.001718,
+    "min": 0.005895,
+    "max": 0.453244,
+    "recall-0.025": 0.138264,
+    "recall-0.05": 0.551447,
+    "recall-0.1": 0.937299,
     "recall-0.15": 0.951768,
     "recall-0.25": 0.954984,
     "recall-0.5": 0.966238,
@@ -2625,18 +2636,18 @@ Results of the model in various experiments on different datasets.
   },
   "joint_recalls": {
     "num_labels": 8129,
-    "recall-0.025": 0.09866,
-    "recall-0.05": 0.52663,
-    "recall-0.1": 0.95411,
-    "recall-0.15": 0.98278,
-    "recall-0.25": 0.98868,
+    "recall-0.025": 0.09767,
+    "recall-0.05": 0.52749,
+    "recall-0.1": 0.95436,
+    "recall-0.15": 0.98229,
+    "recall-0.25": 0.98844,
     "recall-0.5": 0.99742
   }
 }
 {
   "total_parts": 8725,
-  "correct_parts": 8590,
-  "pcp": 0.984527
+  "correct_parts": 8591,
+  "pcp": 0.984642
 }
 ```
 
@@ -2646,9 +2657,10 @@ Results of the model in various experiments on different datasets.
 
 ```json
 {
-  "avg_time_2d": 0.010956774259868421,
-  "avg_time_3d": 0.00037081367091128703,
-  "avg_fps": 88.28004744794484
+  "img_loading": 0.024304584452980442,
+  "avg_time_2d": 0.009053483762239155,
+  "avg_time_3d": 0.0004062652587890625,
+  "avg_fps": 105.7110498150728
 }
 {
   "person_nums": {
@@ -2667,21 +2679,21 @@ Results of the model in various experiments on different datasets.
   },
   "mpjpe": {
     "count": 200,
-    "mean": 0.026036,
-    "median": 0.024095,
-    "std": 0.011081,
-    "sem": 0.000785,
-    "min": 0.011995,
-    "max": 0.122074,
-    "recall-0.025": 0.535,
+    "mean": 0.025924,
+    "median": 0.024225,
+    "std": 0.011134,
+    "sem": 0.000789,
+    "min": 0.011848,
+    "max": 0.122432,
+    "recall-0.025": 0.53,
     "recall-0.05": 0.97,
     "recall-0.1": 0.995,
     "recall-0.15": 1.0,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
     "num_labels": 200,
-    "ap-0.025": 0.442381,
-    "ap-0.05": 0.969201,
+    "ap-0.025": 0.435929,
+    "ap-0.05": 0.969256,
     "ap-0.1": 0.995,
     "ap-0.15": 1.0,
     "ap-0.25": 1.0,
@@ -2689,29 +2701,29 @@ Results of the model in various experiments on different datasets.
   },
   "nose": {
     "count": 200,
-    "mean": 0.038082,
-    "median": 0.029124,
-    "std": 0.029016,
-    "sem": 0.002057,
+    "mean": 0.038119,
+    "median": 0.030612,
+    "std": 0.029537,
+    "sem": 0.002094,
     "min": 0.001677,
-    "max": 0.148616,
-    "recall-0.025": 0.415,
-    "recall-0.05": 0.74,
+    "max": 0.151805,
+    "recall-0.025": 0.44,
+    "recall-0.05": 0.745,
     "recall-0.1": 0.945,
-    "recall-0.15": 1.0,
+    "recall-0.15": 0.995,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
     "num_labels": 200
   },
   "shoulder_left": {
     "count": 200,
-    "mean": 0.020331,
-    "median": 0.017805,
-    "std": 0.011914,
-    "sem": 0.000845,
-    "min": 0.002701,
-    "max": 0.090556,
-    "recall-0.025": 0.755,
+    "mean": 0.020113,
+    "median": 0.017378,
+    "std": 0.011886,
+    "sem": 0.000843,
+    "min": 0.002354,
+    "max": 0.087407,
+    "recall-0.025": 0.765,
     "recall-0.05": 0.97,
     "recall-0.1": 1.0,
     "recall-0.15": 1.0,
@@ -2721,14 +2733,14 @@ Results of the model in various experiments on different datasets.
   },
   "shoulder_right": {
     "count": 200,
-    "mean": 0.026801,
-    "median": 0.022421,
-    "std": 0.012865,
-    "sem": 0.000912,
-    "min": 0.004534,
-    "max": 0.092643,
-    "recall-0.025": 0.555,
-    "recall-0.05": 0.93,
+    "mean": 0.026639,
+    "median": 0.022953,
+    "std": 0.012449,
+    "sem": 0.000882,
+    "min": 0.005686,
+    "max": 0.093229,
+    "recall-0.025": 0.55,
+    "recall-0.05": 0.945,
     "recall-0.1": 1.0,
     "recall-0.15": 1.0,
     "recall-0.25": 1.0,
@@ -2737,13 +2749,13 @@ Results of the model in various experiments on different datasets.
   },
   "elbow_left": {
     "count": 200,
-    "mean": 0.016996,
-    "median": 0.012308,
-    "std": 0.02022,
-    "sem": 0.001433,
+    "mean": 0.016838,
+    "median": 0.011963,
+    "std": 0.020233,
+    "sem": 0.001434,
     "min": 0.001208,
-    "max": 0.218149,
-    "recall-0.025": 0.84,
+    "max": 0.220658,
+    "recall-0.025": 0.86,
     "recall-0.05": 0.97,
     "recall-0.1": 0.99,
     "recall-0.15": 0.995,
@@ -2753,14 +2765,14 @@ Results of the model in various experiments on different datasets.
   },
   "elbow_right": {
     "count": 200,
-    "mean": 0.022677,
-    "median": 0.014901,
-    "std": 0.021292,
-    "sem": 0.001509,
-    "min": 0.001874,
-    "max": 0.138266,
-    "recall-0.025": 0.72,
-    "recall-0.05": 0.9,
+    "mean": 0.022104,
+    "median": 0.015243,
+    "std": 0.020615,
+    "sem": 0.001461,
+    "min": 0.002461,
+    "max": 0.133578,
+    "recall-0.025": 0.725,
+    "recall-0.05": 0.91,
     "recall-0.1": 0.99,
     "recall-0.15": 1.0,
     "recall-0.25": 1.0,
@@ -2769,31 +2781,31 @@ Results of the model in various experiments on different datasets.
   },
   "wrist_left": {
     "count": 200,
-    "mean": 0.025241,
-    "median": 0.018451,
-    "std": 0.02671,
-    "sem": 0.001893,
-    "min": 0.002053,
-    "max": 0.242582,
-    "recall-0.025": 0.67,
-    "recall-0.05": 0.895,
-    "recall-0.1": 0.98,
-    "recall-0.15": 0.99,
+    "mean": 0.025084,
+    "median": 0.018513,
+    "std": 0.025404,
+    "sem": 0.001801,
+    "min": 0.002309,
+    "max": 0.240599,
+    "recall-0.025": 0.655,
+    "recall-0.05": 0.885,
+    "recall-0.1": 0.985,
+    "recall-0.15": 0.995,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
     "num_labels": 200
   },
   "wrist_right": {
     "count": 200,
-    "mean": 0.031542,
-    "median": 0.024933,
-    "std": 0.026264,
-    "sem": 0.001862,
-    "min": 0.001388,
-    "max": 0.160837,
-    "recall-0.025": 0.5,
-    "recall-0.05": 0.835,
-    "recall-0.1": 0.97,
+    "mean": 0.031179,
+    "median": 0.024449,
+    "std": 0.025291,
+    "sem": 0.001793,
+    "min": 0.001105,
+    "max": 0.155243,
+    "recall-0.025": 0.515,
+    "recall-0.05": 0.83,
+    "recall-0.1": 0.975,
     "recall-0.15": 0.995,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
@@ -2801,14 +2813,14 @@ Results of the model in various experiments on different datasets.
   },
   "hip_left": {
     "count": 200,
-    "mean": 0.038654,
-    "median": 0.036955,
-    "std": 0.0149,
-    "sem": 0.001056,
-    "min": 0.009121,
-    "max": 0.093447,
+    "mean": 0.038439,
+    "median": 0.03664,
+    "std": 0.014591,
+    "sem": 0.001034,
+    "min": 0.010861,
+    "max": 0.093983,
     "recall-0.025": 0.185,
-    "recall-0.05": 0.785,
+    "recall-0.05": 0.8,
     "recall-0.1": 1.0,
     "recall-0.15": 1.0,
     "recall-0.25": 1.0,
@@ -2817,14 +2829,14 @@ Results of the model in various experiments on different datasets.
   },
   "hip_right": {
     "count": 200,
-    "mean": 0.037207,
-    "median": 0.035892,
-    "std": 0.014823,
-    "sem": 0.001051,
-    "min": 0.003693,
-    "max": 0.07955,
-    "recall-0.025": 0.19,
-    "recall-0.05": 0.83,
+    "mean": 0.037329,
+    "median": 0.036221,
+    "std": 0.014534,
+    "sem": 0.00103,
+    "min": 0.00383,
+    "max": 0.079862,
+    "recall-0.025": 0.21,
+    "recall-0.05": 0.825,
     "recall-0.1": 1.0,
     "recall-0.15": 1.0,
     "recall-0.25": 1.0,
@@ -2833,15 +2845,15 @@ Results of the model in various experiments on different datasets.
   },
   "knee_left": {
     "count": 200,
-    "mean": 0.021967,
-    "median": 0.015751,
-    "std": 0.027428,
-    "sem": 0.001944,
-    "min": 0.002751,
-    "max": 0.334075,
-    "recall-0.025": 0.75,
-    "recall-0.05": 0.95,
-    "recall-0.1": 0.99,
+    "mean": 0.022215,
+    "median": 0.015636,
+    "std": 0.028181,
+    "sem": 0.001998,
+    "min": 0.002272,
+    "max": 0.332342,
+    "recall-0.025": 0.76,
+    "recall-0.05": 0.945,
+    "recall-0.1": 0.985,
     "recall-0.15": 0.995,
     "recall-0.25": 0.995,
     "recall-0.5": 1.0,
@@ -2849,15 +2861,15 @@ Results of the model in various experiments on different datasets.
   },
   "knee_right": {
     "count": 199,
-    "mean": 0.020051,
-    "median": 0.014155,
-    "std": 0.020629,
-    "sem": 0.001466,
-    "min": 0.002698,
+    "mean": 0.019993,
+    "median": 0.014739,
+    "std": 0.020278,
+    "sem": 0.001441,
+    "min": 0.000963,
     "max": 0.150804,
-    "recall-0.025": 0.83,
+    "recall-0.025": 0.82,
     "recall-0.05": 0.935,
-    "recall-0.1": 0.975,
+    "recall-0.1": 0.97,
     "recall-0.15": 0.99,
     "recall-0.25": 0.995,
     "recall-0.5": 0.995,
@@ -2865,13 +2877,13 @@ Results of the model in various experiments on different datasets.
   },
   "ankle_left": {
     "count": 200,
-    "mean": 0.017853,
-    "median": 0.013049,
-    "std": 0.027218,
-    "sem": 0.001929,
-    "min": 0.001188,
-    "max": 0.34282,
-    "recall-0.025": 0.88,
+    "mean": 0.017902,
+    "median": 0.013088,
+    "std": 0.027423,
+    "sem": 0.001944,
+    "min": 0.001876,
+    "max": 0.346319,
+    "recall-0.025": 0.87,
     "recall-0.05": 0.955,
     "recall-0.1": 0.99,
     "recall-0.15": 0.995,
@@ -2881,14 +2893,14 @@ Results of the model in various experiments on different datasets.
   },
   "ankle_right": {
     "count": 200,
-    "mean": 0.018275,
-    "median": 0.013472,
-    "std": 0.026745,
-    "sem": 0.001896,
-    "min": 0.001446,
-    "max": 0.335661,
-    "recall-0.025": 0.87,
-    "recall-0.05": 0.955,
+    "mean": 0.01829,
+    "median": 0.013378,
+    "std": 0.02709,
+    "sem": 0.00192,
+    "min": 0.001962,
+    "max": 0.340179,
+    "recall-0.025": 0.875,
+    "recall-0.05": 0.96,
     "recall-0.1": 0.99,
     "recall-0.15": 0.995,
     "recall-0.25": 0.995,
@@ -2897,8 +2909,8 @@ Results of the model in various experiments on different datasets.
   },
   "joint_recalls": {
     "num_labels": 2600,
-    "recall-0.025": 0.62769,
-    "recall-0.05": 0.89615,
+    "recall-0.025": 0.63308,
+    "recall-0.05": 0.89808,
     "recall-0.1": 0.98615,
     "recall-0.15": 0.99654,
     "recall-0.25": 0.99846,
@@ -2916,9 +2928,10 @@ Results of the model in various experiments on different datasets.
 
 ```json
 {
-  "avg_time_2d": 0.0930509040230199,
-  "avg_time_3d": 0.000683552340457314,
-  "avg_fps": 10.668435480355983
+  "img_loading": 0.024176982829445286,
+  "avg_time_2d": 0.021198785932440508,
+  "avg_time_3d": 0.00160645560214394,
+  "avg_fps": 43.84956846361337
 }
 {
   "person_nums": {
@@ -2937,69 +2950,69 @@ Results of the model in various experiments on different datasets.
   },
   "mpjpe": {
     "count": 200,
-    "mean": 0.0489,
-    "median": 0.041571,
-    "std": 0.02696,
-    "sem": 0.001911,
-    "min": 0.021811,
-    "max": 0.245554,
-    "recall-0.025": 0.02,
+    "mean": 0.045997,
+    "median": 0.040532,
+    "std": 0.019239,
+    "sem": 0.001364,
+    "min": 0.020375,
+    "max": 0.157634,
+    "recall-0.025": 0.045,
     "recall-0.05": 0.68,
-    "recall-0.1": 0.96,
-    "recall-0.15": 0.985,
+    "recall-0.1": 0.985,
+    "recall-0.15": 0.995,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
     "num_labels": 200,
-    "ap-0.025": 0.004893,
-    "ap-0.05": 0.608555,
-    "ap-0.1": 0.953375,
-    "ap-0.15": 0.982941,
+    "ap-0.025": 0.019935,
+    "ap-0.05": 0.609342,
+    "ap-0.1": 0.983448,
+    "ap-0.15": 0.994825,
     "ap-0.25": 1.0,
     "ap-0.5": 1.0
   },
   "nose": {
     "count": 200,
-    "mean": 0.052155,
-    "median": 0.042304,
-    "std": 0.042473,
-    "sem": 0.003011,
-    "min": 0.004724,
-    "max": 0.260082,
-    "recall-0.025": 0.29,
-    "recall-0.05": 0.605,
-    "recall-0.1": 0.875,
-    "recall-0.15": 0.965,
+    "mean": 0.051172,
+    "median": 0.041617,
+    "std": 0.041391,
+    "sem": 0.002934,
+    "min": 0.003328,
+    "max": 0.297026,
+    "recall-0.025": 0.3,
+    "recall-0.05": 0.585,
+    "recall-0.1": 0.885,
+    "recall-0.15": 0.98,
     "recall-0.25": 0.995,
     "recall-0.5": 1.0,
     "num_labels": 200
   },
   "eye_left": {
     "count": 200,
-    "mean": 0.0447,
-    "median": 0.034844,
-    "std": 0.031528,
-    "sem": 0.002235,
-    "min": 0.005777,
-    "max": 0.164646,
-    "recall-0.025": 0.325,
-    "recall-0.05": 0.68,
-    "recall-0.1": 0.915,
-    "recall-0.15": 0.99,
+    "mean": 0.045067,
+    "median": 0.035043,
+    "std": 0.034497,
+    "sem": 0.002445,
+    "min": 0.004324,
+    "max": 0.176107,
+    "recall-0.025": 0.365,
+    "recall-0.05": 0.665,
+    "recall-0.1": 0.905,
+    "recall-0.15": 0.985,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
     "num_labels": 200
   },
   "eye_right": {
     "count": 200,
-    "mean": 0.051839,
-    "median": 0.044697,
-    "std": 0.033931,
-    "sem": 0.002405,
-    "min": 0.0047,
-    "max": 0.189378,
-    "recall-0.025": 0.23,
-    "recall-0.05": 0.585,
-    "recall-0.1": 0.905,
+    "mean": 0.052741,
+    "median": 0.042719,
+    "std": 0.038078,
+    "sem": 0.002699,
+    "min": 0.003116,
+    "max": 0.230969,
+    "recall-0.025": 0.25,
+    "recall-0.05": 0.58,
+    "recall-0.1": 0.88,
     "recall-0.15": 0.99,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
@@ -3007,46 +3020,46 @@ Results of the model in various experiments on different datasets.
   },
   "ear_left": {
     "count": 200,
-    "mean": 0.034269,
-    "median": 0.025962,
-    "std": 0.028064,
-    "sem": 0.001989,
-    "min": 0.004571,
-    "max": 0.183472,
-    "recall-0.025": 0.485,
-    "recall-0.05": 0.825,
-    "recall-0.1": 0.965,
-    "recall-0.15": 0.99,
+    "mean": 0.03234,
+    "median": 0.025413,
+    "std": 0.025278,
+    "sem": 0.001792,
+    "min": 0.003551,
+    "max": 0.159542,
+    "recall-0.025": 0.495,
+    "recall-0.05": 0.83,
+    "recall-0.1": 0.975,
+    "recall-0.15": 0.995,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
     "num_labels": 200
   },
   "ear_right": {
     "count": 200,
-    "mean": 0.043564,
-    "median": 0.037037,
-    "std": 0.027275,
-    "sem": 0.001933,
-    "min": 0.003843,
-    "max": 0.13407,
-    "recall-0.025": 0.29,
-    "recall-0.05": 0.67,
-    "recall-0.1": 0.97,
-    "recall-0.15": 1.0,
+    "mean": 0.043117,
+    "median": 0.036603,
+    "std": 0.030183,
+    "sem": 0.00214,
+    "min": 0.002951,
+    "max": 0.175395,
+    "recall-0.025": 0.325,
+    "recall-0.05": 0.665,
+    "recall-0.1": 0.945,
+    "recall-0.15": 0.995,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
     "num_labels": 200
   },
   "shoulder_left": {
     "count": 200,
-    "mean": 0.020277,
-    "median": 0.018464,
-    "std": 0.011523,
-    "sem": 0.000817,
-    "min": 0.001476,
-    "max": 0.096754,
-    "recall-0.025": 0.725,
-    "recall-0.05": 0.985,
+    "mean": 0.020544,
+    "median": 0.018935,
+    "std": 0.011887,
+    "sem": 0.000843,
+    "min": 0.00081,
+    "max": 0.097607,
+    "recall-0.025": 0.735,
+    "recall-0.05": 0.975,
     "recall-0.1": 1.0,
     "recall-0.15": 1.0,
     "recall-0.25": 1.0,
@@ -3055,14 +3068,14 @@ Results of the model in various experiments on different datasets.
   },
   "shoulder_right": {
     "count": 200,
-    "mean": 0.023771,
-    "median": 0.01965,
-    "std": 0.014833,
-    "sem": 0.001051,
-    "min": 0.00089,
-    "max": 0.088781,
-    "recall-0.025": 0.645,
-    "recall-0.05": 0.93,
+    "mean": 0.025972,
+    "median": 0.023122,
+    "std": 0.0145,
+    "sem": 0.001028,
+    "min": 0.004376,
+    "max": 0.077073,
+    "recall-0.025": 0.55,
+    "recall-0.05": 0.935,
     "recall-0.1": 1.0,
     "recall-0.15": 1.0,
     "recall-0.25": 1.0,
@@ -3071,15 +3084,15 @@ Results of the model in various experiments on different datasets.
   },
   "elbow_left": {
     "count": 200,
-    "mean": 0.021929,
-    "median": 0.016049,
-    "std": 0.019549,
-    "sem": 0.001386,
-    "min": 0.001185,
-    "max": 0.128758,
-    "recall-0.025": 0.74,
-    "recall-0.05": 0.945,
-    "recall-0.1": 0.985,
+    "mean": 0.019273,
+    "median": 0.015912,
+    "std": 0.014108,
+    "sem": 0.001,
+    "min": 0.002003,
+    "max": 0.122818,
+    "recall-0.025": 0.755,
+    "recall-0.05": 0.965,
+    "recall-0.1": 0.995,
     "recall-0.15": 1.0,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
@@ -3087,76 +3100,60 @@ Results of the model in various experiments on different datasets.
   },
   "elbow_right": {
     "count": 200,
-    "mean": 0.025547,
-    "median": 0.018257,
-    "std": 0.022194,
-    "sem": 0.001573,
-    "min": 0.000989,
-    "max": 0.116739,
-    "recall-0.025": 0.63,
-    "recall-0.05": 0.885,
+    "mean": 0.026548,
+    "median": 0.01773,
+    "std": 0.027828,
+    "sem": 0.001973,
+    "min": 0.001957,
+    "max": 0.220378,
+    "recall-0.025": 0.665,
+    "recall-0.05": 0.89,
     "recall-0.1": 0.975,
-    "recall-0.15": 1.0,
+    "recall-0.15": 0.99,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
     "num_labels": 200
   },
   "wrist_left": {
     "count": 200,
-    "mean": 0.031359,
-    "median": 0.020701,
-    "std": 0.037293,
-    "sem": 0.002644,
-    "min": 0.001713,
-    "max": 0.345022,
-    "recall-0.025": 0.59,
-    "recall-0.05": 0.86,
-    "recall-0.1": 0.955,
-    "recall-0.15": 0.97,
+    "mean": 0.027645,
+    "median": 0.019436,
+    "std": 0.027559,
+    "sem": 0.001954,
+    "min": 0.003882,
+    "max": 0.277998,
+    "recall-0.025": 0.625,
+    "recall-0.05": 0.88,
+    "recall-0.1": 0.98,
+    "recall-0.15": 0.995,
     "recall-0.25": 0.995,
     "recall-0.5": 1.0,
     "num_labels": 200
   },
   "wrist_right": {
-    "count": 200,
-    "mean": 0.044186,
-    "median": 0.028162,
-    "std": 0.056426,
-    "sem": 0.004,
-    "min": 0.002667,
-    "max": 0.453742,
-    "recall-0.025": 0.46,
-    "recall-0.05": 0.75,
-    "recall-0.1": 0.915,
-    "recall-0.15": 0.955,
-    "recall-0.25": 0.985,
-    "recall-0.5": 1.0,
+    "count": 199,
+    "mean": 0.039051,
+    "median": 0.024328,
+    "std": 0.042452,
+    "sem": 0.003017,
+    "min": 0.004468,
+    "max": 0.261992,
+    "recall-0.025": 0.525,
+    "recall-0.05": 0.77,
+    "recall-0.1": 0.905,
+    "recall-0.15": 0.96,
+    "recall-0.25": 0.99,
+    "recall-0.5": 0.995,
     "num_labels": 200
   },
   "hip_left": {
     "count": 200,
-    "mean": 0.031764,
-    "median": 0.028458,
-    "std": 0.015383,
-    "sem": 0.00109,
-    "min": 0.005035,
-    "max": 0.088017,
-    "recall-0.025": 0.375,
-    "recall-0.05": 0.89,
-    "recall-0.1": 1.0,
-    "recall-0.15": 1.0,
-    "recall-0.25": 1.0,
-    "recall-0.5": 1.0,
-    "num_labels": 200
-  },
-  "hip_right": {
-    "count": 200,
-    "mean": 0.031394,
-    "median": 0.028821,
-    "std": 0.015834,
-    "sem": 0.001122,
-    "min": 0.003171,
-    "max": 0.075791,
+    "mean": 0.032109,
+    "median": 0.028548,
+    "std": 0.015893,
+    "sem": 0.001127,
+    "min": 0.004823,
+    "max": 0.091245,
     "recall-0.025": 0.395,
     "recall-0.05": 0.865,
     "recall-0.1": 1.0,
@@ -3165,47 +3162,63 @@ Results of the model in various experiments on different datasets.
     "recall-0.5": 1.0,
     "num_labels": 200
   },
+  "hip_right": {
+    "count": 200,
+    "mean": 0.031697,
+    "median": 0.028877,
+    "std": 0.016414,
+    "sem": 0.001164,
+    "min": 0.005514,
+    "max": 0.103376,
+    "recall-0.025": 0.415,
+    "recall-0.05": 0.86,
+    "recall-0.1": 0.995,
+    "recall-0.15": 1.0,
+    "recall-0.25": 1.0,
+    "recall-0.5": 1.0,
+    "num_labels": 200
+  },
   "knee_left": {
     "count": 200,
-    "mean": 0.021778,
-    "median": 0.016331,
-    "std": 0.02402,
-    "sem": 0.001703,
-    "min": 0.001479,
-    "max": 0.220794,
-    "recall-0.025": 0.765,
+    "mean": 0.023133,
+    "median": 0.016675,
+    "std": 0.02991,
+    "sem": 0.00212,
+    "min": 0.001981,
+    "max": 0.229241,
+    "recall-0.025": 0.76,
     "recall-0.05": 0.955,
-    "recall-0.1": 0.98,
-    "recall-0.15": 0.99,
+    "recall-0.1": 0.975,
+    "recall-0.15": 0.98,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
     "num_labels": 200
   },
   "knee_right": {
     "count": 200,
-    "mean": 0.025542,
-    "median": 0.014474,
-    "std": 0.039022,
-    "sem": 0.002766,
-    "min": 0.001885,
-    "max": 0.272798,
-    "recall-0.025": 0.735,
-    "recall-0.05": 0.915,
-    "recall-0.1": 0.955,
-    "recall-0.15": 0.97,
-    "recall-0.25": 0.99,
+    "mean": 0.023344,
+    "median": 0.014733,
+    "std": 0.029494,
+    "sem": 0.002091,
+    "min": 0.002163,
+    "max": 0.202651,
+    "recall-0.025": 0.75,
+    "recall-0.05": 0.92,
+    "recall-0.1": 0.965,
+    "recall-0.15": 0.98,
+    "recall-0.25": 1.0,
     "recall-0.5": 1.0,
     "num_labels": 200
   },
   "ankle_left": {
     "count": 200,
-    "mean": 0.016973,
-    "median": 0.01171,
-    "std": 0.021732,
-    "sem": 0.001541,
-    "min": 0.001445,
-    "max": 0.208925,
-    "recall-0.025": 0.855,
+    "mean": 0.016376,
+    "median": 0.012119,
+    "std": 0.018487,
+    "sem": 0.001311,
+    "min": 0.000944,
+    "max": 0.166644,
+    "recall-0.025": 0.87,
     "recall-0.05": 0.96,
     "recall-0.1": 0.985,
     "recall-0.15": 0.995,
@@ -3214,256 +3227,256 @@ Results of the model in various experiments on different datasets.
     "num_labels": 200
   },
   "ankle_right": {
-    "count": 199,
-    "mean": 0.019163,
-    "median": 0.01238,
-    "std": 0.033929,
-    "sem": 0.002411,
-    "min": 0.001138,
-    "max": 0.42767,
-    "recall-0.025": 0.82,
+    "count": 200,
+    "mean": 0.018422,
+    "median": 0.013257,
+    "std": 0.020062,
+    "sem": 0.001422,
+    "min": 0.000957,
+    "max": 0.165995,
+    "recall-0.025": 0.84,
     "recall-0.05": 0.96,
     "recall-0.1": 0.98,
-    "recall-0.15": 0.985,
-    "recall-0.25": 0.99,
-    "recall-0.5": 0.995,
+    "recall-0.15": 0.995,
+    "recall-0.25": 1.0,
+    "recall-0.5": 1.0,
     "num_labels": 200
   },
   "foot_toe_big_left": {
     "count": 200,
-    "mean": 0.033032,
-    "median": 0.022607,
-    "std": 0.037964,
-    "sem": 0.002691,
-    "min": 0.004636,
-    "max": 0.313372,
-    "recall-0.025": 0.555,
-    "recall-0.05": 0.87,
-    "recall-0.1": 0.945,
-    "recall-0.15": 0.97,
-    "recall-0.25": 0.995,
+    "mean": 0.031344,
+    "median": 0.022776,
+    "std": 0.031863,
+    "sem": 0.002259,
+    "min": 0.000993,
+    "max": 0.226939,
+    "recall-0.025": 0.56,
+    "recall-0.05": 0.865,
+    "recall-0.1": 0.955,
+    "recall-0.15": 0.98,
+    "recall-0.25": 1.0,
     "recall-0.5": 1.0,
     "num_labels": 200
   },
   "foot_toe_small_left": {
     "count": 200,
-    "mean": 0.027889,
-    "median": 0.019194,
-    "std": 0.036367,
-    "sem": 0.002578,
-    "min": 0.001625,
-    "max": 0.384267,
-    "recall-0.025": 0.675,
-    "recall-0.05": 0.92,
-    "recall-0.1": 0.96,
-    "recall-0.15": 0.98,
-    "recall-0.25": 0.995,
+    "mean": 0.029106,
+    "median": 0.021464,
+    "std": 0.02933,
+    "sem": 0.002079,
+    "min": 0.002291,
+    "max": 0.204794,
+    "recall-0.025": 0.595,
+    "recall-0.05": 0.905,
+    "recall-0.1": 0.965,
+    "recall-0.15": 0.975,
+    "recall-0.25": 1.0,
     "recall-0.5": 1.0,
     "num_labels": 200
   },
   "foot_heel_left": {
-    "count": 199,
-    "mean": 0.023713,
-    "median": 0.016951,
-    "std": 0.02145,
-    "sem": 0.001524,
-    "min": 0.001824,
-    "max": 0.149509,
-    "recall-0.025": 0.705,
-    "recall-0.05": 0.9,
-    "recall-0.1": 0.975,
-    "recall-0.15": 0.995,
-    "recall-0.25": 0.995,
-    "recall-0.5": 0.995,
+    "count": 200,
+    "mean": 0.025692,
+    "median": 0.020099,
+    "std": 0.025407,
+    "sem": 0.001801,
+    "min": 0.002672,
+    "max": 0.212482,
+    "recall-0.025": 0.65,
+    "recall-0.05": 0.905,
+    "recall-0.1": 0.98,
+    "recall-0.15": 0.99,
+    "recall-0.25": 1.0,
+    "recall-0.5": 1.0,
     "num_labels": 200
   },
   "foot_toe_big_right": {
-    "count": 199,
-    "mean": 0.031841,
-    "median": 0.020835,
-    "std": 0.040255,
-    "sem": 0.002861,
-    "min": 0.001773,
-    "max": 0.365633,
-    "recall-0.025": 0.605,
-    "recall-0.05": 0.885,
+    "count": 200,
+    "mean": 0.035661,
+    "median": 0.022381,
+    "std": 0.042684,
+    "sem": 0.003026,
+    "min": 0.002971,
+    "max": 0.316414,
+    "recall-0.025": 0.56,
+    "recall-0.05": 0.815,
     "recall-0.1": 0.945,
-    "recall-0.15": 0.97,
+    "recall-0.15": 0.965,
     "recall-0.25": 0.99,
-    "recall-0.5": 0.995,
+    "recall-0.5": 1.0,
     "num_labels": 200
   },
   "foot_toe_small_right": {
-    "count": 199,
-    "mean": 0.031601,
-    "median": 0.023029,
-    "std": 0.02982,
-    "sem": 0.002119,
-    "min": 0.000975,
-    "max": 0.215014,
-    "recall-0.025": 0.555,
-    "recall-0.05": 0.85,
+    "count": 200,
+    "mean": 0.03365,
+    "median": 0.025017,
+    "std": 0.033396,
+    "sem": 0.002367,
+    "min": 0.00289,
+    "max": 0.236448,
+    "recall-0.025": 0.5,
+    "recall-0.05": 0.83,
     "recall-0.1": 0.965,
-    "recall-0.15": 0.98,
-    "recall-0.25": 0.995,
-    "recall-0.5": 0.995,
+    "recall-0.15": 0.97,
+    "recall-0.25": 1.0,
+    "recall-0.5": 1.0,
     "num_labels": 200
   },
   "foot_heel_right": {
-    "count": 199,
-    "mean": 0.026025,
-    "median": 0.017438,
-    "std": 0.029538,
-    "sem": 0.002099,
-    "min": 0.00171,
-    "max": 0.238119,
-    "recall-0.025": 0.695,
-    "recall-0.05": 0.89,
-    "recall-0.1": 0.96,
-    "recall-0.15": 0.98,
-    "recall-0.25": 0.995,
-    "recall-0.5": 0.995,
+    "count": 200,
+    "mean": 0.023859,
+    "median": 0.016931,
+    "std": 0.025628,
+    "sem": 0.001817,
+    "min": 0.002575,
+    "max": 0.190759,
+    "recall-0.025": 0.715,
+    "recall-0.05": 0.92,
+    "recall-0.1": 0.97,
+    "recall-0.15": 0.995,
+    "recall-0.25": 1.0,
+    "recall-0.5": 1.0,
     "num_labels": 200
   },
   "face_jaw_right_1": {
     "count": 200,
-    "mean": 0.088339,
-    "median": 0.076954,
-    "std": 0.039044,
-    "sem": 0.002768,
-    "min": 0.026291,
-    "max": 0.318671,
+    "mean": 0.090687,
+    "median": 0.080591,
+    "std": 0.040311,
+    "sem": 0.002858,
+    "min": 0.025033,
+    "max": 0.261922,
     "recall-0.025": 0.0,
-    "recall-0.05": 0.1,
-    "recall-0.1": 0.72,
-    "recall-0.15": 0.93,
+    "recall-0.05": 0.115,
+    "recall-0.1": 0.67,
+    "recall-0.15": 0.92,
     "recall-0.25": 0.995,
     "recall-0.5": 1.0,
     "num_labels": 200
   },
   "face_jaw_right_2": {
     "count": 200,
-    "mean": 0.086307,
-    "median": 0.076901,
-    "std": 0.0388,
-    "sem": 0.00275,
-    "min": 0.01961,
-    "max": 0.290282,
-    "recall-0.025": 0.005,
-    "recall-0.05": 0.13,
-    "recall-0.1": 0.72,
-    "recall-0.15": 0.92,
+    "mean": 0.090161,
+    "median": 0.083003,
+    "std": 0.042756,
+    "sem": 0.003031,
+    "min": 0.017114,
+    "max": 0.302807,
+    "recall-0.025": 0.01,
+    "recall-0.05": 0.135,
+    "recall-0.1": 0.685,
+    "recall-0.15": 0.905,
     "recall-0.25": 0.995,
     "recall-0.5": 1.0,
     "num_labels": 200
   },
   "face_jaw_right_3": {
     "count": 200,
-    "mean": 0.08906,
-    "median": 0.077502,
-    "std": 0.042935,
-    "sem": 0.003044,
-    "min": 0.004452,
-    "max": 0.272966,
-    "recall-0.025": 0.02,
-    "recall-0.05": 0.14,
-    "recall-0.1": 0.68,
-    "recall-0.15": 0.895,
-    "recall-0.25": 0.99,
+    "mean": 0.091305,
+    "median": 0.08354,
+    "std": 0.045418,
+    "sem": 0.00322,
+    "min": 0.015679,
+    "max": 0.232156,
+    "recall-0.025": 0.03,
+    "recall-0.05": 0.16,
+    "recall-0.1": 0.66,
+    "recall-0.15": 0.88,
+    "recall-0.25": 1.0,
     "recall-0.5": 1.0,
     "num_labels": 200
   },
   "face_jaw_right_4": {
     "count": 200,
-    "mean": 0.089049,
-    "median": 0.076891,
-    "std": 0.046349,
-    "sem": 0.003286,
-    "min": 0.004196,
-    "max": 0.31868,
-    "recall-0.025": 0.015,
-    "recall-0.05": 0.14,
-    "recall-0.1": 0.69,
-    "recall-0.15": 0.885,
-    "recall-0.25": 0.985,
+    "mean": 0.093026,
+    "median": 0.084552,
+    "std": 0.048309,
+    "sem": 0.003425,
+    "min": 0.015293,
+    "max": 0.229741,
+    "recall-0.025": 0.025,
+    "recall-0.05": 0.205,
+    "recall-0.1": 0.615,
+    "recall-0.15": 0.87,
+    "recall-0.25": 1.0,
     "recall-0.5": 1.0,
     "num_labels": 200
   },
   "face_jaw_right_5": {
     "count": 200,
-    "mean": 0.083337,
-    "median": 0.070318,
-    "std": 0.047671,
-    "sem": 0.003379,
-    "min": 0.010692,
-    "max": 0.302751,
-    "recall-0.025": 0.03,
-    "recall-0.05": 0.245,
-    "recall-0.1": 0.725,
-    "recall-0.15": 0.915,
-    "recall-0.25": 0.995,
+    "mean": 0.08817,
+    "median": 0.077285,
+    "std": 0.046454,
+    "sem": 0.003293,
+    "min": 0.006192,
+    "max": 0.226614,
+    "recall-0.025": 0.035,
+    "recall-0.05": 0.235,
+    "recall-0.1": 0.645,
+    "recall-0.15": 0.865,
+    "recall-0.25": 1.0,
     "recall-0.5": 1.0,
     "num_labels": 200
   },
   "face_jaw_right_6": {
     "count": 200,
-    "mean": 0.07775,
-    "median": 0.063775,
-    "std": 0.043745,
-    "sem": 0.003101,
-    "min": 0.01502,
-    "max": 0.27283,
-    "recall-0.025": 0.05,
-    "recall-0.05": 0.315,
-    "recall-0.1": 0.745,
-    "recall-0.15": 0.935,
+    "mean": 0.081829,
+    "median": 0.071512,
+    "std": 0.045956,
+    "sem": 0.003258,
+    "min": 0.006834,
+    "max": 0.265789,
+    "recall-0.025": 0.06,
+    "recall-0.05": 0.29,
+    "recall-0.1": 0.685,
+    "recall-0.15": 0.905,
     "recall-0.25": 0.995,
     "recall-0.5": 1.0,
     "num_labels": 200
   },
   "face_jaw_right_7": {
     "count": 200,
-    "mean": 0.069602,
-    "median": 0.061778,
-    "std": 0.040538,
-    "sem": 0.002874,
-    "min": 0.009195,
-    "max": 0.293837,
-    "recall-0.025": 0.065,
-    "recall-0.05": 0.4,
-    "recall-0.1": 0.825,
-    "recall-0.15": 0.96,
-    "recall-0.25": 0.99,
+    "mean": 0.069747,
+    "median": 0.060943,
+    "std": 0.04164,
+    "sem": 0.002952,
+    "min": 0.004372,
+    "max": 0.253015,
+    "recall-0.025": 0.08,
+    "recall-0.05": 0.385,
+    "recall-0.1": 0.82,
+    "recall-0.15": 0.955,
+    "recall-0.25": 0.995,
     "recall-0.5": 1.0,
     "num_labels": 200
   },
   "face_jaw_right_8": {
     "count": 200,
-    "mean": 0.055686,
-    "median": 0.049118,
-    "std": 0.03104,
-    "sem": 0.0022,
-    "min": 0.007165,
-    "max": 0.194296,
-    "recall-0.025": 0.14,
-    "recall-0.05": 0.51,
-    "recall-0.1": 0.905,
-    "recall-0.15": 0.985,
-    "recall-0.25": 1.0,
+    "mean": 0.059604,
+    "median": 0.048869,
+    "std": 0.048185,
+    "sem": 0.003416,
+    "min": 0.004694,
+    "max": 0.494873,
+    "recall-0.025": 0.185,
+    "recall-0.05": 0.525,
+    "recall-0.1": 0.88,
+    "recall-0.15": 0.975,
+    "recall-0.25": 0.995,
     "recall-0.5": 1.0,
     "num_labels": 200
   },
   "face_jaw_middle": {
     "count": 200,
-    "mean": 0.04446,
-    "median": 0.039547,
-    "std": 0.025795,
-    "sem": 0.001829,
-    "min": 0.004464,
-    "max": 0.159581,
-    "recall-0.025": 0.25,
-    "recall-0.05": 0.67,
-    "recall-0.1": 0.96,
+    "mean": 0.044176,
+    "median": 0.037319,
+    "std": 0.02905,
+    "sem": 0.002059,
+    "min": 0.00477,
+    "max": 0.159233,
+    "recall-0.025": 0.315,
+    "recall-0.05": 0.665,
+    "recall-0.1": 0.945,
     "recall-0.15": 0.995,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
@@ -3471,143 +3484,143 @@ Results of the model in various experiments on different datasets.
   },
   "face_jaw_left_1": {
     "count": 200,
-    "mean": 0.044275,
-    "median": 0.036098,
-    "std": 0.02726,
-    "sem": 0.001932,
-    "min": 0.012046,
-    "max": 0.162497,
-    "recall-0.025": 0.23,
-    "recall-0.05": 0.725,
-    "recall-0.1": 0.95,
+    "mean": 0.048643,
+    "median": 0.037302,
+    "std": 0.03587,
+    "sem": 0.002543,
+    "min": 0.004045,
+    "max": 0.271613,
+    "recall-0.025": 0.28,
+    "recall-0.05": 0.645,
+    "recall-0.1": 0.92,
     "recall-0.15": 0.985,
-    "recall-0.25": 1.0,
+    "recall-0.25": 0.995,
     "recall-0.5": 1.0,
     "num_labels": 200
   },
   "face_jaw_left_2": {
     "count": 200,
-    "mean": 0.050782,
-    "median": 0.041744,
-    "std": 0.031586,
-    "sem": 0.002239,
-    "min": 0.010613,
-    "max": 0.253013,
-    "recall-0.025": 0.13,
-    "recall-0.05": 0.645,
-    "recall-0.1": 0.915,
-    "recall-0.15": 0.99,
-    "recall-0.25": 0.995,
+    "mean": 0.058541,
+    "median": 0.044936,
+    "std": 0.043415,
+    "sem": 0.003078,
+    "min": 0.006645,
+    "max": 0.298011,
+    "recall-0.025": 0.16,
+    "recall-0.05": 0.545,
+    "recall-0.1": 0.865,
+    "recall-0.15": 0.965,
+    "recall-0.25": 0.99,
     "recall-0.5": 1.0,
     "num_labels": 200
   },
   "face_jaw_left_3": {
     "count": 200,
-    "mean": 0.056484,
-    "median": 0.048132,
-    "std": 0.027901,
-    "sem": 0.001978,
-    "min": 0.011937,
-    "max": 0.158306,
-    "recall-0.025": 0.065,
-    "recall-0.05": 0.54,
-    "recall-0.1": 0.9,
-    "recall-0.15": 0.99,
-    "recall-0.25": 1.0,
-    "recall-0.5": 1.0,
-    "num_labels": 200
-  },
-  "face_jaw_left_4": {
-    "count": 200,
-    "mean": 0.064324,
-    "median": 0.055532,
-    "std": 0.031854,
-    "sem": 0.002258,
-    "min": 0.01338,
-    "max": 0.167303,
-    "recall-0.025": 0.05,
-    "recall-0.05": 0.39,
-    "recall-0.1": 0.875,
+    "mean": 0.062556,
+    "median": 0.051866,
+    "std": 0.03592,
+    "sem": 0.002546,
+    "min": 0.009111,
+    "max": 0.227489,
+    "recall-0.025": 0.105,
+    "recall-0.05": 0.475,
+    "recall-0.1": 0.835,
     "recall-0.15": 0.98,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
     "num_labels": 200
   },
-  "face_jaw_left_5": {
-    "count": 200,
-    "mean": 0.070199,
-    "median": 0.059727,
-    "std": 0.035853,
-    "sem": 0.002542,
-    "min": 0.008524,
-    "max": 0.204912,
-    "recall-0.025": 0.025,
-    "recall-0.05": 0.33,
+  "face_jaw_left_4": {
+    "count": 199,
+    "mean": 0.069234,
+    "median": 0.060659,
+    "std": 0.039769,
+    "sem": 0.002826,
+    "min": 0.010457,
+    "max": 0.228311,
+    "recall-0.025": 0.055,
+    "recall-0.05": 0.35,
     "recall-0.1": 0.805,
-    "recall-0.15": 0.955,
-    "recall-0.25": 1.0,
-    "recall-0.5": 1.0,
+    "recall-0.15": 0.945,
+    "recall-0.25": 0.995,
+    "recall-0.5": 0.995,
+    "num_labels": 200
+  },
+  "face_jaw_left_5": {
+    "count": 199,
+    "mean": 0.072596,
+    "median": 0.064599,
+    "std": 0.041208,
+    "sem": 0.002929,
+    "min": 0.006405,
+    "max": 0.214087,
+    "recall-0.025": 0.025,
+    "recall-0.05": 0.355,
+    "recall-0.1": 0.795,
+    "recall-0.15": 0.92,
+    "recall-0.25": 0.995,
+    "recall-0.5": 0.995,
     "num_labels": 200
   },
   "face_jaw_left_6": {
-    "count": 200,
-    "mean": 0.070427,
-    "median": 0.058517,
-    "std": 0.034817,
-    "sem": 0.002468,
-    "min": 0.010061,
-    "max": 0.207469,
-    "recall-0.025": 0.03,
-    "recall-0.05": 0.33,
-    "recall-0.1": 0.82,
-    "recall-0.15": 0.965,
-    "recall-0.25": 1.0,
-    "recall-0.5": 1.0,
+    "count": 199,
+    "mean": 0.074848,
+    "median": 0.063019,
+    "std": 0.045267,
+    "sem": 0.003217,
+    "min": 0.004171,
+    "max": 0.267786,
+    "recall-0.025": 0.045,
+    "recall-0.05": 0.345,
+    "recall-0.1": 0.765,
+    "recall-0.15": 0.92,
+    "recall-0.25": 0.99,
+    "recall-0.5": 0.995,
     "num_labels": 200
   },
   "face_jaw_left_7": {
     "count": 200,
-    "mean": 0.071182,
-    "median": 0.060588,
-    "std": 0.036684,
-    "sem": 0.0026,
-    "min": 0.024687,
-    "max": 0.232779,
-    "recall-0.025": 0.005,
+    "mean": 0.074334,
+    "median": 0.06436,
+    "std": 0.040978,
+    "sem": 0.002905,
+    "min": 0.007532,
+    "max": 0.23451,
+    "recall-0.025": 0.055,
     "recall-0.05": 0.345,
-    "recall-0.1": 0.82,
-    "recall-0.15": 0.96,
+    "recall-0.1": 0.755,
+    "recall-0.15": 0.94,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
     "num_labels": 200
   },
   "face_jaw_left_8": {
     "count": 200,
-    "mean": 0.069192,
-    "median": 0.062595,
-    "std": 0.035327,
-    "sem": 0.002504,
-    "min": 0.024612,
-    "max": 0.219259,
-    "recall-0.025": 0.005,
-    "recall-0.05": 0.325,
-    "recall-0.1": 0.86,
-    "recall-0.15": 0.955,
+    "mean": 0.071372,
+    "median": 0.061299,
+    "std": 0.03997,
+    "sem": 0.002833,
+    "min": 0.006092,
+    "max": 0.198906,
+    "recall-0.025": 0.05,
+    "recall-0.05": 0.345,
+    "recall-0.1": 0.785,
+    "recall-0.15": 0.93,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
     "num_labels": 200
   },
   "face_eyebrow_right_1": {
     "count": 200,
-    "mean": 0.057179,
-    "median": 0.046093,
-    "std": 0.037197,
-    "sem": 0.002637,
-    "min": 0.00859,
-    "max": 0.228574,
-    "recall-0.025": 0.14,
-    "recall-0.05": 0.565,
-    "recall-0.1": 0.855,
+    "mean": 0.062374,
+    "median": 0.054129,
+    "std": 0.038527,
+    "sem": 0.002731,
+    "min": 0.005033,
+    "max": 0.242793,
+    "recall-0.025": 0.13,
+    "recall-0.05": 0.46,
+    "recall-0.1": 0.835,
     "recall-0.15": 0.975,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
@@ -3615,15 +3628,15 @@ Results of the model in various experiments on different datasets.
   },
   "face_eyebrow_right_2": {
     "count": 200,
-    "mean": 0.052048,
-    "median": 0.042059,
-    "std": 0.035435,
-    "sem": 0.002512,
-    "min": 0.003624,
-    "max": 0.210992,
-    "recall-0.025": 0.18,
-    "recall-0.05": 0.625,
-    "recall-0.1": 0.915,
+    "mean": 0.0549,
+    "median": 0.044597,
+    "std": 0.039058,
+    "sem": 0.002769,
+    "min": 0.004274,
+    "max": 0.229584,
+    "recall-0.025": 0.215,
+    "recall-0.05": 0.58,
+    "recall-0.1": 0.885,
     "recall-0.15": 0.975,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
@@ -3631,143 +3644,143 @@ Results of the model in various experiments on different datasets.
   },
   "face_eyebrow_right_3": {
     "count": 200,
-    "mean": 0.047328,
-    "median": 0.038239,
-    "std": 0.033324,
-    "sem": 0.002362,
-    "min": 0.00315,
-    "max": 0.216443,
-    "recall-0.025": 0.21,
-    "recall-0.05": 0.68,
-    "recall-0.1": 0.94,
-    "recall-0.15": 0.97,
+    "mean": 0.048351,
+    "median": 0.036666,
+    "std": 0.035523,
+    "sem": 0.002518,
+    "min": 0.006313,
+    "max": 0.209826,
+    "recall-0.025": 0.275,
+    "recall-0.05": 0.655,
+    "recall-0.1": 0.91,
+    "recall-0.15": 0.975,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
     "num_labels": 200
   },
   "face_eyebrow_right_4": {
     "count": 200,
-    "mean": 0.037756,
-    "median": 0.03179,
-    "std": 0.02602,
-    "sem": 0.001845,
-    "min": 0.003719,
-    "max": 0.158068,
-    "recall-0.025": 0.385,
-    "recall-0.05": 0.745,
-    "recall-0.1": 0.975,
-    "recall-0.15": 0.995,
+    "mean": 0.042496,
+    "median": 0.031011,
+    "std": 0.03549,
+    "sem": 0.002516,
+    "min": 0.000254,
+    "max": 0.220105,
+    "recall-0.025": 0.34,
+    "recall-0.05": 0.74,
+    "recall-0.1": 0.945,
+    "recall-0.15": 0.975,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
     "num_labels": 200
   },
   "face_eyebrow_right_5": {
     "count": 200,
-    "mean": 0.033611,
-    "median": 0.026881,
-    "std": 0.028147,
-    "sem": 0.001995,
-    "min": 0.003039,
-    "max": 0.210269,
-    "recall-0.025": 0.455,
-    "recall-0.05": 0.825,
-    "recall-0.1": 0.97,
-    "recall-0.15": 0.99,
+    "mean": 0.037406,
+    "median": 0.026971,
+    "std": 0.0343,
+    "sem": 0.002431,
+    "min": 0.003729,
+    "max": 0.221809,
+    "recall-0.025": 0.45,
+    "recall-0.05": 0.755,
+    "recall-0.1": 0.95,
+    "recall-0.15": 0.975,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
     "num_labels": 200
   },
   "face_eyebrow_left_1": {
     "count": 200,
-    "mean": 0.031895,
-    "median": 0.024323,
-    "std": 0.026683,
-    "sem": 0.001892,
-    "min": 0.0039,
-    "max": 0.147693,
-    "recall-0.025": 0.52,
-    "recall-0.05": 0.825,
-    "recall-0.1": 0.97,
-    "recall-0.15": 1.0,
+    "mean": 0.034193,
+    "median": 0.023222,
+    "std": 0.032894,
+    "sem": 0.002332,
+    "min": 0.004751,
+    "max": 0.215145,
+    "recall-0.025": 0.545,
+    "recall-0.05": 0.81,
+    "recall-0.1": 0.96,
+    "recall-0.15": 0.985,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
     "num_labels": 200
   },
   "face_eyebrow_left_2": {
     "count": 200,
-    "mean": 0.034206,
-    "median": 0.025676,
-    "std": 0.029433,
-    "sem": 0.002086,
-    "min": 0.003402,
-    "max": 0.196827,
-    "recall-0.025": 0.47,
-    "recall-0.05": 0.83,
-    "recall-0.1": 0.96,
-    "recall-0.15": 0.995,
+    "mean": 0.03394,
+    "median": 0.025145,
+    "std": 0.027286,
+    "sem": 0.001934,
+    "min": 0.002346,
+    "max": 0.156932,
+    "recall-0.025": 0.495,
+    "recall-0.05": 0.78,
+    "recall-0.1": 0.97,
+    "recall-0.15": 0.99,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
     "num_labels": 200
   },
   "face_eyebrow_left_3": {
     "count": 200,
-    "mean": 0.03719,
-    "median": 0.027733,
-    "std": 0.029453,
-    "sem": 0.002088,
-    "min": 0.003902,
-    "max": 0.169656,
-    "recall-0.025": 0.415,
-    "recall-0.05": 0.785,
-    "recall-0.1": 0.93,
-    "recall-0.15": 0.995,
+    "mean": 0.03601,
+    "median": 0.025584,
+    "std": 0.03104,
+    "sem": 0.0022,
+    "min": 0.001909,
+    "max": 0.205016,
+    "recall-0.025": 0.49,
+    "recall-0.05": 0.77,
+    "recall-0.1": 0.955,
+    "recall-0.15": 0.985,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
     "num_labels": 200
   },
   "face_eyebrow_left_4": {
     "count": 200,
-    "mean": 0.042636,
-    "median": 0.032279,
-    "std": 0.032163,
-    "sem": 0.00228,
-    "min": 0.003142,
-    "max": 0.167664,
-    "recall-0.025": 0.355,
-    "recall-0.05": 0.705,
-    "recall-0.1": 0.915,
-    "recall-0.15": 0.99,
-    "recall-0.25": 1.0,
+    "mean": 0.039204,
+    "median": 0.026685,
+    "std": 0.038203,
+    "sem": 0.002708,
+    "min": 0.002528,
+    "max": 0.295628,
+    "recall-0.025": 0.46,
+    "recall-0.05": 0.765,
+    "recall-0.1": 0.93,
+    "recall-0.15": 0.985,
+    "recall-0.25": 0.99,
     "recall-0.5": 1.0,
     "num_labels": 200
   },
   "face_eyebrow_left_5": {
     "count": 200,
-    "mean": 0.048145,
-    "median": 0.037896,
-    "std": 0.034951,
-    "sem": 0.002478,
-    "min": 0.004681,
-    "max": 0.213357,
-    "recall-0.025": 0.235,
-    "recall-0.05": 0.635,
-    "recall-0.1": 0.915,
-    "recall-0.15": 0.98,
+    "mean": 0.043533,
+    "median": 0.035562,
+    "std": 0.030644,
+    "sem": 0.002172,
+    "min": 0.004562,
+    "max": 0.158425,
+    "recall-0.025": 0.335,
+    "recall-0.05": 0.685,
+    "recall-0.1": 0.935,
+    "recall-0.15": 0.995,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
     "num_labels": 200
   },
   "face_nose_1": {
     "count": 200,
-    "mean": 0.034781,
-    "median": 0.024445,
-    "std": 0.030064,
-    "sem": 0.002131,
-    "min": 0.003062,
-    "max": 0.187313,
-    "recall-0.025": 0.51,
-    "recall-0.05": 0.825,
-    "recall-0.1": 0.94,
+    "mean": 0.033159,
+    "median": 0.025158,
+    "std": 0.029634,
+    "sem": 0.002101,
+    "min": 0.002028,
+    "max": 0.212761,
+    "recall-0.025": 0.495,
+    "recall-0.05": 0.84,
+    "recall-0.1": 0.97,
     "recall-0.15": 0.985,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
@@ -3775,15 +3788,15 @@ Results of the model in various experiments on different datasets.
   },
   "face_nose_2": {
     "count": 200,
-    "mean": 0.038571,
-    "median": 0.028943,
-    "std": 0.033489,
-    "sem": 0.002374,
-    "min": 0.003054,
-    "max": 0.185574,
-    "recall-0.025": 0.45,
-    "recall-0.05": 0.765,
-    "recall-0.1": 0.945,
+    "mean": 0.037808,
+    "median": 0.027924,
+    "std": 0.033901,
+    "sem": 0.002403,
+    "min": 0.002818,
+    "max": 0.213827,
+    "recall-0.025": 0.435,
+    "recall-0.05": 0.785,
+    "recall-0.1": 0.935,
     "recall-0.15": 0.98,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
@@ -3791,62 +3804,62 @@ Results of the model in various experiments on different datasets.
   },
   "face_nose_3": {
     "count": 200,
-    "mean": 0.041209,
-    "median": 0.031281,
-    "std": 0.034661,
-    "sem": 0.002457,
-    "min": 0.006749,
-    "max": 0.214163,
-    "recall-0.025": 0.41,
+    "mean": 0.040684,
+    "median": 0.02885,
+    "std": 0.036594,
+    "sem": 0.002594,
+    "min": 0.003367,
+    "max": 0.229747,
+    "recall-0.025": 0.39,
     "recall-0.05": 0.735,
-    "recall-0.1": 0.945,
-    "recall-0.15": 0.985,
+    "recall-0.1": 0.94,
+    "recall-0.15": 0.975,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
     "num_labels": 200
   },
   "face_nose_4": {
     "count": 200,
-    "mean": 0.042776,
-    "median": 0.031275,
-    "std": 0.035111,
-    "sem": 0.002489,
-    "min": 0.005066,
-    "max": 0.231537,
-    "recall-0.025": 0.405,
-    "recall-0.05": 0.685,
-    "recall-0.1": 0.945,
-    "recall-0.15": 0.98,
-    "recall-0.25": 1.0,
+    "mean": 0.043068,
+    "median": 0.029534,
+    "std": 0.039527,
+    "sem": 0.002802,
+    "min": 0.007437,
+    "max": 0.266672,
+    "recall-0.025": 0.43,
+    "recall-0.05": 0.71,
+    "recall-0.1": 0.93,
+    "recall-0.15": 0.975,
+    "recall-0.25": 0.995,
     "recall-0.5": 1.0,
     "num_labels": 200
   },
   "face_nose_5": {
     "count": 200,
-    "mean": 0.047348,
-    "median": 0.036907,
-    "std": 0.033587,
-    "sem": 0.002381,
-    "min": 0.004454,
-    "max": 0.206179,
-    "recall-0.025": 0.285,
-    "recall-0.05": 0.635,
-    "recall-0.1": 0.935,
-    "recall-0.15": 0.98,
-    "recall-0.25": 1.0,
+    "mean": 0.050604,
+    "median": 0.038369,
+    "std": 0.046806,
+    "sem": 0.003318,
+    "min": 0.003893,
+    "max": 0.495447,
+    "recall-0.025": 0.28,
+    "recall-0.05": 0.625,
+    "recall-0.1": 0.92,
+    "recall-0.15": 0.985,
+    "recall-0.25": 0.99,
     "recall-0.5": 1.0,
     "num_labels": 200
   },
   "face_nose_6": {
     "count": 200,
-    "mean": 0.042098,
-    "median": 0.034553,
-    "std": 0.029204,
-    "sem": 0.00207,
-    "min": 0.001246,
-    "max": 0.167602,
+    "mean": 0.042506,
+    "median": 0.032726,
+    "std": 0.032739,
+    "sem": 0.002321,
+    "min": 0.002735,
+    "max": 0.246241,
     "recall-0.025": 0.345,
-    "recall-0.05": 0.71,
+    "recall-0.05": 0.67,
     "recall-0.1": 0.96,
     "recall-0.15": 0.985,
     "recall-0.25": 1.0,
@@ -3855,94 +3868,94 @@ Results of the model in various experiments on different datasets.
   },
   "face_nose_7": {
     "count": 200,
-    "mean": 0.038937,
-    "median": 0.030936,
-    "std": 0.028555,
-    "sem": 0.002024,
-    "min": 0.006363,
-    "max": 0.167395,
-    "recall-0.025": 0.415,
-    "recall-0.05": 0.745,
-    "recall-0.1": 0.965,
-    "recall-0.15": 0.995,
+    "mean": 0.037219,
+    "median": 0.028829,
+    "std": 0.029844,
+    "sem": 0.002116,
+    "min": 0.005056,
+    "max": 0.232645,
+    "recall-0.025": 0.42,
+    "recall-0.05": 0.74,
+    "recall-0.1": 0.97,
+    "recall-0.15": 0.99,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
     "num_labels": 200
   },
   "face_nose_8": {
     "count": 200,
-    "mean": 0.039914,
-    "median": 0.030401,
-    "std": 0.030727,
-    "sem": 0.002178,
-    "min": 0.004529,
-    "max": 0.240117,
-    "recall-0.025": 0.375,
-    "recall-0.05": 0.72,
-    "recall-0.1": 0.955,
-    "recall-0.15": 0.99,
+    "mean": 0.037841,
+    "median": 0.029049,
+    "std": 0.032022,
+    "sem": 0.00227,
+    "min": 0.002975,
+    "max": 0.218847,
+    "recall-0.025": 0.445,
+    "recall-0.05": 0.74,
+    "recall-0.1": 0.965,
+    "recall-0.15": 0.985,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
     "num_labels": 200
   },
   "face_nose_9": {
     "count": 200,
-    "mean": 0.04044,
-    "median": 0.032839,
-    "std": 0.029524,
-    "sem": 0.002093,
-    "min": 0.001339,
-    "max": 0.165912,
-    "recall-0.025": 0.37,
-    "recall-0.05": 0.725,
-    "recall-0.1": 0.955,
+    "mean": 0.040956,
+    "median": 0.030063,
+    "std": 0.035993,
+    "sem": 0.002551,
+    "min": 0.004877,
+    "max": 0.293955,
+    "recall-0.025": 0.38,
+    "recall-0.05": 0.745,
+    "recall-0.1": 0.93,
     "recall-0.15": 0.99,
-    "recall-0.25": 1.0,
+    "recall-0.25": 0.995,
     "recall-0.5": 1.0,
     "num_labels": 200
   },
   "face_eye_right_1": {
     "count": 200,
-    "mean": 0.053823,
-    "median": 0.043496,
-    "std": 0.035382,
-    "sem": 0.002508,
-    "min": 0.008423,
-    "max": 0.229327,
-    "recall-0.025": 0.155,
-    "recall-0.05": 0.575,
-    "recall-0.1": 0.91,
-    "recall-0.15": 0.97,
+    "mean": 0.056869,
+    "median": 0.046503,
+    "std": 0.039249,
+    "sem": 0.002782,
+    "min": 0.006554,
+    "max": 0.233716,
+    "recall-0.025": 0.21,
+    "recall-0.05": 0.54,
+    "recall-0.1": 0.86,
+    "recall-0.15": 0.975,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
     "num_labels": 200
   },
   "face_eye_right_2": {
     "count": 200,
-    "mean": 0.051064,
-    "median": 0.039736,
-    "std": 0.037983,
-    "sem": 0.002693,
-    "min": 0.006968,
-    "max": 0.254193,
-    "recall-0.025": 0.205,
-    "recall-0.05": 0.63,
-    "recall-0.1": 0.92,
-    "recall-0.15": 0.965,
-    "recall-0.25": 0.995,
+    "mean": 0.049995,
+    "median": 0.040838,
+    "std": 0.034554,
+    "sem": 0.002449,
+    "min": 0.005274,
+    "max": 0.240884,
+    "recall-0.025": 0.215,
+    "recall-0.05": 0.625,
+    "recall-0.1": 0.915,
+    "recall-0.15": 0.985,
+    "recall-0.25": 1.0,
     "recall-0.5": 1.0,
     "num_labels": 200
   },
   "face_eye_right_3": {
     "count": 200,
-    "mean": 0.044309,
-    "median": 0.034267,
-    "std": 0.03243,
-    "sem": 0.002299,
-    "min": 0.003306,
-    "max": 0.198959,
-    "recall-0.025": 0.295,
-    "recall-0.05": 0.7,
+    "mean": 0.044869,
+    "median": 0.034266,
+    "std": 0.035937,
+    "sem": 0.002548,
+    "min": 0.004599,
+    "max": 0.248243,
+    "recall-0.025": 0.315,
+    "recall-0.05": 0.675,
     "recall-0.1": 0.94,
     "recall-0.15": 0.98,
     "recall-0.25": 1.0,
@@ -3951,63 +3964,63 @@ Results of the model in various experiments on different datasets.
   },
   "face_eye_right_4": {
     "count": 200,
-    "mean": 0.036615,
-    "median": 0.029756,
-    "std": 0.02352,
-    "sem": 0.001667,
-    "min": 0.003691,
-    "max": 0.142434,
-    "recall-0.025": 0.395,
-    "recall-0.05": 0.75,
-    "recall-0.1": 0.985,
-    "recall-0.15": 1.0,
+    "mean": 0.039925,
+    "median": 0.029772,
+    "std": 0.033423,
+    "sem": 0.002369,
+    "min": 0.002518,
+    "max": 0.233148,
+    "recall-0.025": 0.41,
+    "recall-0.05": 0.73,
+    "recall-0.1": 0.955,
+    "recall-0.15": 0.985,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
     "num_labels": 200
   },
   "face_eye_right_5": {
     "count": 200,
-    "mean": 0.044851,
-    "median": 0.03629,
-    "std": 0.028443,
-    "sem": 0.002016,
-    "min": 0.003723,
-    "max": 0.151649,
-    "recall-0.025": 0.24,
-    "recall-0.05": 0.68,
-    "recall-0.1": 0.955,
-    "recall-0.15": 0.995,
+    "mean": 0.042813,
+    "median": 0.033918,
+    "std": 0.031165,
+    "sem": 0.002209,
+    "min": 0.004612,
+    "max": 0.234026,
+    "recall-0.025": 0.325,
+    "recall-0.05": 0.705,
+    "recall-0.1": 0.96,
+    "recall-0.15": 0.985,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
     "num_labels": 200
   },
   "face_eye_right_6": {
     "count": 200,
-    "mean": 0.048409,
-    "median": 0.038212,
-    "std": 0.034514,
-    "sem": 0.002447,
-    "min": 0.00676,
-    "max": 0.258721,
-    "recall-0.025": 0.235,
-    "recall-0.05": 0.645,
-    "recall-0.1": 0.945,
-    "recall-0.15": 0.985,
-    "recall-0.25": 0.995,
+    "mean": 0.051869,
+    "median": 0.040294,
+    "std": 0.038351,
+    "sem": 0.002719,
+    "min": 0.005786,
+    "max": 0.234888,
+    "recall-0.025": 0.225,
+    "recall-0.05": 0.63,
+    "recall-0.1": 0.895,
+    "recall-0.15": 0.965,
+    "recall-0.25": 1.0,
     "recall-0.5": 1.0,
     "num_labels": 200
   },
   "face_eye_left_1": {
     "count": 200,
-    "mean": 0.033768,
-    "median": 0.02407,
-    "std": 0.029911,
-    "sem": 0.00212,
-    "min": 0.002875,
-    "max": 0.237606,
-    "recall-0.025": 0.53,
-    "recall-0.05": 0.805,
-    "recall-0.1": 0.975,
+    "mean": 0.031596,
+    "median": 0.024022,
+    "std": 0.026413,
+    "sem": 0.001872,
+    "min": 0.003087,
+    "max": 0.182303,
+    "recall-0.025": 0.515,
+    "recall-0.05": 0.82,
+    "recall-0.1": 0.98,
     "recall-0.15": 0.99,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
@@ -4015,79 +4028,79 @@ Results of the model in various experiments on different datasets.
   },
   "face_eye_left_2": {
     "count": 200,
-    "mean": 0.03497,
-    "median": 0.025806,
-    "std": 0.027927,
-    "sem": 0.00198,
-    "min": 0.002466,
-    "max": 0.19111,
-    "recall-0.025": 0.47,
-    "recall-0.05": 0.795,
+    "mean": 0.03346,
+    "median": 0.026404,
+    "std": 0.025438,
+    "sem": 0.001803,
+    "min": 0.004602,
+    "max": 0.13717,
+    "recall-0.025": 0.475,
+    "recall-0.05": 0.81,
     "recall-0.1": 0.97,
-    "recall-0.15": 0.995,
+    "recall-0.15": 1.0,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
     "num_labels": 200
   },
   "face_eye_left_3": {
     "count": 200,
-    "mean": 0.037645,
-    "median": 0.030323,
-    "std": 0.026976,
-    "sem": 0.001912,
-    "min": 0.003626,
-    "max": 0.129358,
-    "recall-0.025": 0.42,
-    "recall-0.05": 0.75,
-    "recall-0.1": 0.965,
-    "recall-0.15": 1.0,
+    "mean": 0.034918,
+    "median": 0.026161,
+    "std": 0.027446,
+    "sem": 0.001946,
+    "min": 0.004009,
+    "max": 0.172443,
+    "recall-0.025": 0.48,
+    "recall-0.05": 0.785,
+    "recall-0.1": 0.98,
+    "recall-0.15": 0.99,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
     "num_labels": 200
   },
   "face_eye_left_4": {
     "count": 200,
-    "mean": 0.042349,
-    "median": 0.032181,
-    "std": 0.030855,
-    "sem": 0.002187,
-    "min": 0.002248,
-    "max": 0.15625,
-    "recall-0.025": 0.345,
-    "recall-0.05": 0.695,
-    "recall-0.1": 0.93,
-    "recall-0.15": 0.995,
+    "mean": 0.037483,
+    "median": 0.028162,
+    "std": 0.030114,
+    "sem": 0.002135,
+    "min": 0.001832,
+    "max": 0.181146,
+    "recall-0.025": 0.44,
+    "recall-0.05": 0.755,
+    "recall-0.1": 0.95,
+    "recall-0.15": 0.99,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
     "num_labels": 200
   },
   "face_eye_left_5": {
     "count": 200,
-    "mean": 0.036549,
-    "median": 0.029589,
-    "std": 0.026221,
-    "sem": 0.001859,
-    "min": 0.001431,
-    "max": 0.152739,
-    "recall-0.025": 0.425,
-    "recall-0.05": 0.78,
-    "recall-0.1": 0.97,
-    "recall-0.15": 0.995,
+    "mean": 0.03666,
+    "median": 0.026045,
+    "std": 0.031044,
+    "sem": 0.002201,
+    "min": 0.002467,
+    "max": 0.235378,
+    "recall-0.025": 0.49,
+    "recall-0.05": 0.755,
+    "recall-0.1": 0.965,
+    "recall-0.15": 0.99,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
     "num_labels": 200
   },
   "face_eye_left_6": {
     "count": 200,
-    "mean": 0.033032,
-    "median": 0.024582,
-    "std": 0.026867,
-    "sem": 0.001905,
-    "min": 0.001601,
-    "max": 0.208052,
-    "recall-0.025": 0.51,
-    "recall-0.05": 0.79,
-    "recall-0.1": 0.975,
+    "mean": 0.033234,
+    "median": 0.025435,
+    "std": 0.025729,
+    "sem": 0.001824,
+    "min": 0.002757,
+    "max": 0.15935,
+    "recall-0.025": 0.48,
+    "recall-0.05": 0.795,
+    "recall-0.1": 0.98,
     "recall-0.15": 0.995,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
@@ -4095,127 +4108,127 @@ Results of the model in various experiments on different datasets.
   },
   "face_mouth_1": {
     "count": 200,
-    "mean": 0.045497,
-    "median": 0.034046,
-    "std": 0.033288,
-    "sem": 0.00236,
-    "min": 0.003329,
-    "max": 0.179486,
-    "recall-0.025": 0.325,
-    "recall-0.05": 0.64,
-    "recall-0.1": 0.955,
-    "recall-0.15": 0.97,
-    "recall-0.25": 1.0,
+    "mean": 0.051735,
+    "median": 0.039899,
+    "std": 0.039298,
+    "sem": 0.002786,
+    "min": 0.005669,
+    "max": 0.290154,
+    "recall-0.025": 0.285,
+    "recall-0.05": 0.595,
+    "recall-0.1": 0.9,
+    "recall-0.15": 0.98,
+    "recall-0.25": 0.995,
     "recall-0.5": 1.0,
     "num_labels": 200
   },
   "face_mouth_2": {
     "count": 200,
-    "mean": 0.043112,
-    "median": 0.032835,
-    "std": 0.030648,
-    "sem": 0.002173,
-    "min": 0.004277,
-    "max": 0.189639,
-    "recall-0.025": 0.325,
-    "recall-0.05": 0.69,
-    "recall-0.1": 0.955,
-    "recall-0.15": 0.99,
+    "mean": 0.043506,
+    "median": 0.035751,
+    "std": 0.031903,
+    "sem": 0.002262,
+    "min": 0.004764,
+    "max": 0.236393,
+    "recall-0.025": 0.34,
+    "recall-0.05": 0.665,
+    "recall-0.1": 0.96,
+    "recall-0.15": 0.985,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
     "num_labels": 200
   },
   "face_mouth_3": {
     "count": 200,
-    "mean": 0.040185,
-    "median": 0.032146,
-    "std": 0.028515,
-    "sem": 0.002021,
-    "min": 0.004962,
-    "max": 0.1441,
-    "recall-0.025": 0.365,
-    "recall-0.05": 0.715,
-    "recall-0.1": 0.96,
-    "recall-0.15": 1.0,
+    "mean": 0.039831,
+    "median": 0.030892,
+    "std": 0.031561,
+    "sem": 0.002237,
+    "min": 0.004281,
+    "max": 0.236562,
+    "recall-0.025": 0.385,
+    "recall-0.05": 0.735,
+    "recall-0.1": 0.95,
+    "recall-0.15": 0.99,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
     "num_labels": 200
   },
   "face_mouth_4": {
     "count": 200,
-    "mean": 0.038406,
-    "median": 0.030964,
-    "std": 0.028561,
-    "sem": 0.002025,
-    "min": 0.004489,
-    "max": 0.173146,
-    "recall-0.025": 0.38,
-    "recall-0.05": 0.76,
-    "recall-0.1": 0.965,
-    "recall-0.15": 0.99,
+    "mean": 0.038613,
+    "median": 0.029996,
+    "std": 0.032049,
+    "sem": 0.002272,
+    "min": 0.001992,
+    "max": 0.230884,
+    "recall-0.025": 0.4,
+    "recall-0.05": 0.725,
+    "recall-0.1": 0.97,
+    "recall-0.15": 0.985,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
     "num_labels": 200
   },
   "face_mouth_5": {
     "count": 200,
-    "mean": 0.039243,
-    "median": 0.031979,
-    "std": 0.029055,
-    "sem": 0.00206,
-    "min": 0.002958,
-    "max": 0.190528,
-    "recall-0.025": 0.355,
-    "recall-0.05": 0.735,
-    "recall-0.1": 0.965,
-    "recall-0.15": 0.99,
+    "mean": 0.038166,
+    "median": 0.029592,
+    "std": 0.031494,
+    "sem": 0.002233,
+    "min": 0.004287,
+    "max": 0.227495,
+    "recall-0.025": 0.4,
+    "recall-0.05": 0.755,
+    "recall-0.1": 0.97,
+    "recall-0.15": 0.985,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
     "num_labels": 200
   },
   "face_mouth_6": {
     "count": 200,
-    "mean": 0.037496,
-    "median": 0.028991,
-    "std": 0.028334,
-    "sem": 0.002009,
-    "min": 0.003201,
-    "max": 0.243182,
-    "recall-0.025": 0.43,
-    "recall-0.05": 0.75,
-    "recall-0.1": 0.97,
-    "recall-0.15": 0.995,
-    "recall-0.25": 1.0,
+    "mean": 0.035487,
+    "median": 0.025956,
+    "std": 0.032023,
+    "sem": 0.00227,
+    "min": 0.002067,
+    "max": 0.269783,
+    "recall-0.025": 0.475,
+    "recall-0.05": 0.795,
+    "recall-0.1": 0.965,
+    "recall-0.15": 0.99,
+    "recall-0.25": 0.995,
     "recall-0.5": 1.0,
     "num_labels": 200
   },
   "face_mouth_7": {
     "count": 200,
-    "mean": 0.03731,
-    "median": 0.030086,
-    "std": 0.025986,
-    "sem": 0.001842,
-    "min": 0.003763,
-    "max": 0.125562,
-    "recall-0.025": 0.415,
-    "recall-0.05": 0.745,
-    "recall-0.1": 0.96,
-    "recall-0.15": 1.0,
+    "mean": 0.038348,
+    "median": 0.027332,
+    "std": 0.029441,
+    "sem": 0.002087,
+    "min": 0.002369,
+    "max": 0.157415,
+    "recall-0.025": 0.44,
+    "recall-0.05": 0.73,
+    "recall-0.1": 0.94,
+    "recall-0.15": 0.995,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
     "num_labels": 200
   },
   "face_mouth_8": {
     "count": 200,
-    "mean": 0.037545,
-    "median": 0.028958,
-    "std": 0.028612,
-    "sem": 0.002028,
-    "min": 0.001788,
-    "max": 0.250749,
-    "recall-0.025": 0.44,
-    "recall-0.05": 0.745,
-    "recall-0.1": 0.975,
+    "mean": 0.037678,
+    "median": 0.026762,
+    "std": 0.031335,
+    "sem": 0.002221,
+    "min": 0.001179,
+    "max": 0.258612,
+    "recall-0.025": 0.43,
+    "recall-0.05": 0.735,
+    "recall-0.1": 0.955,
     "recall-0.15": 0.995,
     "recall-0.25": 0.995,
     "recall-0.5": 1.0,
@@ -4223,15 +4236,15 @@ Results of the model in various experiments on different datasets.
   },
   "face_mouth_9": {
     "count": 200,
-    "mean": 0.038594,
-    "median": 0.030834,
-    "std": 0.028647,
-    "sem": 0.002031,
-    "min": 0.005701,
-    "max": 0.201018,
-    "recall-0.025": 0.385,
-    "recall-0.05": 0.74,
-    "recall-0.1": 0.975,
+    "mean": 0.038313,
+    "median": 0.028166,
+    "std": 0.032001,
+    "sem": 0.002268,
+    "min": 0.001521,
+    "max": 0.202299,
+    "recall-0.025": 0.45,
+    "recall-0.05": 0.75,
+    "recall-0.1": 0.94,
     "recall-0.15": 0.99,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
@@ -4239,47 +4252,47 @@ Results of the model in various experiments on different datasets.
   },
   "face_mouth_10": {
     "count": 200,
-    "mean": 0.041764,
-    "median": 0.032309,
-    "std": 0.034277,
-    "sem": 0.00243,
-    "min": 0.004056,
-    "max": 0.224481,
-    "recall-0.025": 0.38,
+    "mean": 0.040148,
+    "median": 0.030339,
+    "std": 0.03251,
+    "sem": 0.002305,
+    "min": 0.006038,
+    "max": 0.221091,
+    "recall-0.025": 0.4,
     "recall-0.05": 0.72,
-    "recall-0.1": 0.94,
-    "recall-0.15": 0.98,
+    "recall-0.1": 0.945,
+    "recall-0.15": 0.99,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
     "num_labels": 200
   },
   "face_mouth_11": {
     "count": 200,
-    "mean": 0.043588,
-    "median": 0.038092,
-    "std": 0.027207,
-    "sem": 0.001929,
-    "min": 0.008623,
-    "max": 0.143392,
-    "recall-0.025": 0.305,
-    "recall-0.05": 0.68,
-    "recall-0.1": 0.97,
-    "recall-0.15": 1.0,
+    "mean": 0.044475,
+    "median": 0.036832,
+    "std": 0.033414,
+    "sem": 0.002369,
+    "min": 0.004361,
+    "max": 0.233448,
+    "recall-0.025": 0.32,
+    "recall-0.05": 0.655,
+    "recall-0.1": 0.95,
+    "recall-0.15": 0.985,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
     "num_labels": 200
   },
   "face_mouth_12": {
     "count": 200,
-    "mean": 0.043281,
-    "median": 0.034808,
-    "std": 0.02842,
-    "sem": 0.002015,
-    "min": 0.002477,
-    "max": 0.16035,
-    "recall-0.025": 0.345,
-    "recall-0.05": 0.635,
-    "recall-0.1": 0.975,
+    "mean": 0.047135,
+    "median": 0.03825,
+    "std": 0.033896,
+    "sem": 0.002403,
+    "min": 0.005577,
+    "max": 0.232724,
+    "recall-0.025": 0.3,
+    "recall-0.05": 0.625,
+    "recall-0.1": 0.955,
     "recall-0.15": 0.99,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
@@ -4287,47 +4300,47 @@ Results of the model in various experiments on different datasets.
   },
   "face_mouth_13": {
     "count": 200,
-    "mean": 0.045732,
-    "median": 0.036953,
-    "std": 0.031834,
-    "sem": 0.002257,
-    "min": 0.005516,
-    "max": 0.181369,
-    "recall-0.025": 0.305,
-    "recall-0.05": 0.625,
-    "recall-0.1": 0.945,
-    "recall-0.15": 0.98,
-    "recall-0.25": 1.0,
+    "mean": 0.049548,
+    "median": 0.038374,
+    "std": 0.036389,
+    "sem": 0.00258,
+    "min": 0.005381,
+    "max": 0.256133,
+    "recall-0.025": 0.28,
+    "recall-0.05": 0.59,
+    "recall-0.1": 0.92,
+    "recall-0.15": 0.985,
+    "recall-0.25": 0.995,
     "recall-0.5": 1.0,
     "num_labels": 200
   },
   "face_mouth_14": {
     "count": 200,
-    "mean": 0.042647,
-    "median": 0.037722,
-    "std": 0.027547,
-    "sem": 0.001953,
-    "min": 0.004885,
-    "max": 0.144451,
-    "recall-0.025": 0.33,
-    "recall-0.05": 0.675,
-    "recall-0.1": 0.965,
-    "recall-0.15": 1.0,
+    "mean": 0.042462,
+    "median": 0.033265,
+    "std": 0.03064,
+    "sem": 0.002172,
+    "min": 0.004478,
+    "max": 0.22803,
+    "recall-0.025": 0.335,
+    "recall-0.05": 0.66,
+    "recall-0.1": 0.95,
+    "recall-0.15": 0.995,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
     "num_labels": 200
   },
   "face_mouth_15": {
     "count": 200,
-    "mean": 0.040418,
-    "median": 0.031836,
-    "std": 0.03015,
-    "sem": 0.002137,
-    "min": 0.004663,
-    "max": 0.221781,
-    "recall-0.025": 0.37,
-    "recall-0.05": 0.735,
-    "recall-0.1": 0.96,
+    "mean": 0.040281,
+    "median": 0.031673,
+    "std": 0.031942,
+    "sem": 0.002264,
+    "min": 0.001826,
+    "max": 0.225971,
+    "recall-0.025": 0.375,
+    "recall-0.05": 0.72,
+    "recall-0.1": 0.945,
     "recall-0.15": 0.99,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
@@ -4335,15 +4348,15 @@ Results of the model in various experiments on different datasets.
   },
   "face_mouth_16": {
     "count": 200,
-    "mean": 0.037608,
-    "median": 0.028066,
-    "std": 0.029197,
-    "sem": 0.00207,
-    "min": 0.003337,
-    "max": 0.215895,
-    "recall-0.025": 0.425,
-    "recall-0.05": 0.745,
-    "recall-0.1": 0.975,
+    "mean": 0.036562,
+    "median": 0.028461,
+    "std": 0.029933,
+    "sem": 0.002122,
+    "min": 0.001491,
+    "max": 0.202205,
+    "recall-0.025": 0.41,
+    "recall-0.05": 0.76,
+    "recall-0.1": 0.965,
     "recall-0.15": 0.99,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
@@ -4351,15 +4364,15 @@ Results of the model in various experiments on different datasets.
   },
   "face_mouth_17": {
     "count": 200,
-    "mean": 0.036471,
-    "median": 0.028774,
-    "std": 0.025637,
-    "sem": 0.001817,
-    "min": 0.004038,
-    "max": 0.136242,
-    "recall-0.025": 0.405,
-    "recall-0.05": 0.785,
-    "recall-0.1": 0.97,
+    "mean": 0.037839,
+    "median": 0.028055,
+    "std": 0.027902,
+    "sem": 0.001978,
+    "min": 0.002988,
+    "max": 0.12683,
+    "recall-0.025": 0.46,
+    "recall-0.05": 0.725,
+    "recall-0.1": 0.965,
     "recall-0.15": 1.0,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
@@ -4367,733 +4380,733 @@ Results of the model in various experiments on different datasets.
   },
   "face_mouth_18": {
     "count": 200,
-    "mean": 0.035741,
-    "median": 0.028663,
-    "std": 0.026576,
-    "sem": 0.001884,
-    "min": 0.002997,
-    "max": 0.21275,
-    "recall-0.025": 0.435,
+    "mean": 0.034681,
+    "median": 0.025213,
+    "std": 0.031163,
+    "sem": 0.002209,
+    "min": 0.001557,
+    "max": 0.200834,
+    "recall-0.025": 0.485,
     "recall-0.05": 0.785,
-    "recall-0.1": 0.975,
-    "recall-0.15": 0.995,
+    "recall-0.1": 0.965,
+    "recall-0.15": 0.985,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
     "num_labels": 200
   },
   "face_mouth_19": {
     "count": 200,
-    "mean": 0.0394,
-    "median": 0.029656,
-    "std": 0.03268,
-    "sem": 0.002317,
-    "min": 0.005889,
-    "max": 0.211085,
-    "recall-0.025": 0.42,
+    "mean": 0.036051,
+    "median": 0.025861,
+    "std": 0.031009,
+    "sem": 0.002198,
+    "min": 0.004114,
+    "max": 0.219966,
+    "recall-0.025": 0.475,
     "recall-0.05": 0.75,
-    "recall-0.1": 0.95,
-    "recall-0.15": 0.98,
+    "recall-0.1": 0.97,
+    "recall-0.15": 0.99,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
     "num_labels": 200
   },
   "face_mouth_20": {
     "count": 200,
-    "mean": 0.041442,
-    "median": 0.031369,
-    "std": 0.031207,
-    "sem": 0.002212,
-    "min": 0.005888,
-    "max": 0.229994,
-    "recall-0.025": 0.375,
-    "recall-0.05": 0.715,
-    "recall-0.1": 0.96,
-    "recall-0.15": 0.995,
+    "mean": 0.041932,
+    "median": 0.033339,
+    "std": 0.033568,
+    "sem": 0.00238,
+    "min": 0.004928,
+    "max": 0.226148,
+    "recall-0.025": 0.37,
+    "recall-0.05": 0.705,
+    "recall-0.1": 0.955,
+    "recall-0.15": 0.985,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
     "num_labels": 200
   },
   "hand_wrist_left": {
-    "count": 199,
-    "mean": 0.038677,
-    "median": 0.023832,
-    "std": 0.046528,
-    "sem": 0.003307,
-    "min": 0.002992,
-    "max": 0.399496,
-    "recall-0.025": 0.525,
-    "recall-0.05": 0.8,
-    "recall-0.1": 0.915,
-    "recall-0.15": 0.96,
+    "count": 200,
+    "mean": 0.034787,
+    "median": 0.020523,
+    "std": 0.040773,
+    "sem": 0.00289,
+    "min": 0.002183,
+    "max": 0.284747,
+    "recall-0.025": 0.6,
+    "recall-0.05": 0.83,
+    "recall-0.1": 0.93,
+    "recall-0.15": 0.975,
     "recall-0.25": 0.99,
-    "recall-0.5": 0.995,
+    "recall-0.5": 1.0,
     "num_labels": 200
   },
   "hand_finger_thumb_left_1": {
-    "count": 199,
-    "mean": 0.043159,
-    "median": 0.023472,
-    "std": 0.059411,
-    "sem": 0.004222,
-    "min": 0.003224,
-    "max": 0.406805,
-    "recall-0.025": 0.515,
-    "recall-0.05": 0.8,
-    "recall-0.1": 0.895,
-    "recall-0.15": 0.94,
-    "recall-0.25": 0.965,
-    "recall-0.5": 0.995,
+    "count": 200,
+    "mean": 0.039069,
+    "median": 0.021439,
+    "std": 0.052576,
+    "sem": 0.003727,
+    "min": 0.001621,
+    "max": 0.423798,
+    "recall-0.025": 0.575,
+    "recall-0.05": 0.81,
+    "recall-0.1": 0.915,
+    "recall-0.15": 0.955,
+    "recall-0.25": 0.99,
+    "recall-0.5": 1.0,
     "num_labels": 200
   },
   "hand_finger_thumb_left_2": {
-    "count": 199,
-    "mean": 0.046424,
-    "median": 0.02854,
-    "std": 0.056686,
-    "sem": 0.004029,
-    "min": 0.003457,
-    "max": 0.399587,
-    "recall-0.025": 0.445,
-    "recall-0.05": 0.75,
-    "recall-0.1": 0.895,
-    "recall-0.15": 0.95,
-    "recall-0.25": 0.97,
-    "recall-0.5": 0.995,
+    "count": 200,
+    "mean": 0.043185,
+    "median": 0.024942,
+    "std": 0.052401,
+    "sem": 0.003715,
+    "min": 0.003383,
+    "max": 0.383716,
+    "recall-0.025": 0.5,
+    "recall-0.05": 0.765,
+    "recall-0.1": 0.915,
+    "recall-0.15": 0.955,
+    "recall-0.25": 0.985,
+    "recall-0.5": 1.0,
     "num_labels": 200
   },
   "hand_finger_thumb_left_3": {
     "count": 199,
-    "mean": 0.049101,
-    "median": 0.029137,
-    "std": 0.059994,
-    "sem": 0.004264,
-    "min": 0.002159,
-    "max": 0.431463,
-    "recall-0.025": 0.38,
-    "recall-0.05": 0.725,
-    "recall-0.1": 0.875,
-    "recall-0.15": 0.95,
-    "recall-0.25": 0.975,
+    "mean": 0.045719,
+    "median": 0.028427,
+    "std": 0.057543,
+    "sem": 0.004089,
+    "min": 0.003531,
+    "max": 0.360091,
+    "recall-0.025": 0.425,
+    "recall-0.05": 0.765,
+    "recall-0.1": 0.915,
+    "recall-0.15": 0.94,
+    "recall-0.25": 0.97,
     "recall-0.5": 0.995,
     "num_labels": 200
   },
   "hand_finger_thumb_left_4": {
     "count": 199,
-    "mean": 0.054009,
-    "median": 0.0326,
-    "std": 0.061921,
-    "sem": 0.004401,
-    "min": 0.002936,
-    "max": 0.445426,
-    "recall-0.025": 0.355,
-    "recall-0.05": 0.67,
-    "recall-0.1": 0.85,
-    "recall-0.15": 0.94,
-    "recall-0.25": 0.975,
+    "mean": 0.050939,
+    "median": 0.030921,
+    "std": 0.061485,
+    "sem": 0.00437,
+    "min": 0.006196,
+    "max": 0.363479,
+    "recall-0.025": 0.4,
+    "recall-0.05": 0.68,
+    "recall-0.1": 0.875,
+    "recall-0.15": 0.935,
+    "recall-0.25": 0.965,
     "recall-0.5": 0.995,
     "num_labels": 200
   },
   "hand_finger_index_left_1": {
-    "count": 199,
-    "mean": 0.049403,
-    "median": 0.027699,
-    "std": 0.064971,
-    "sem": 0.004617,
-    "min": 0.002989,
-    "max": 0.468289,
-    "recall-0.025": 0.465,
-    "recall-0.05": 0.725,
-    "recall-0.1": 0.875,
-    "recall-0.15": 0.92,
+    "count": 200,
+    "mean": 0.045544,
+    "median": 0.022235,
+    "std": 0.060877,
+    "sem": 0.004315,
+    "min": 0.001757,
+    "max": 0.370038,
+    "recall-0.025": 0.55,
+    "recall-0.05": 0.765,
+    "recall-0.1": 0.91,
+    "recall-0.15": 0.935,
     "recall-0.25": 0.97,
-    "recall-0.5": 0.995,
+    "recall-0.5": 1.0,
     "num_labels": 200
   },
   "hand_finger_index_left_2": {
-    "count": 198,
-    "mean": 0.050138,
-    "median": 0.026421,
-    "std": 0.061061,
-    "sem": 0.00435,
-    "min": 0.003036,
-    "max": 0.373888,
-    "recall-0.025": 0.47,
-    "recall-0.05": 0.7,
-    "recall-0.1": 0.86,
-    "recall-0.15": 0.93,
-    "recall-0.25": 0.97,
-    "recall-0.5": 0.99,
+    "count": 200,
+    "mean": 0.047076,
+    "median": 0.022899,
+    "std": 0.0666,
+    "sem": 0.004721,
+    "min": 0.002858,
+    "max": 0.402141,
+    "recall-0.025": 0.525,
+    "recall-0.05": 0.77,
+    "recall-0.1": 0.895,
+    "recall-0.15": 0.935,
+    "recall-0.25": 0.965,
+    "recall-0.5": 1.0,
     "num_labels": 200
   },
   "hand_finger_index_left_3": {
-    "count": 199,
-    "mean": 0.055043,
-    "median": 0.029739,
-    "std": 0.069887,
-    "sem": 0.004967,
-    "min": 0.002391,
-    "max": 0.394237,
-    "recall-0.025": 0.43,
-    "recall-0.05": 0.685,
-    "recall-0.1": 0.84,
-    "recall-0.15": 0.94,
-    "recall-0.25": 0.96,
-    "recall-0.5": 0.995,
+    "count": 200,
+    "mean": 0.047521,
+    "median": 0.027844,
+    "std": 0.060916,
+    "sem": 0.004318,
+    "min": 0.001368,
+    "max": 0.343874,
+    "recall-0.025": 0.465,
+    "recall-0.05": 0.755,
+    "recall-0.1": 0.895,
+    "recall-0.15": 0.93,
+    "recall-0.25": 0.97,
+    "recall-0.5": 1.0,
     "num_labels": 200
   },
   "hand_finger_index_left_4": {
-    "count": 199,
-    "mean": 0.057307,
-    "median": 0.033775,
-    "std": 0.064743,
-    "sem": 0.004601,
-    "min": 0.003499,
-    "max": 0.378456,
-    "recall-0.025": 0.355,
-    "recall-0.05": 0.615,
-    "recall-0.1": 0.83,
-    "recall-0.15": 0.94,
-    "recall-0.25": 0.965,
-    "recall-0.5": 0.995,
+    "count": 200,
+    "mean": 0.047865,
+    "median": 0.027929,
+    "std": 0.058671,
+    "sem": 0.004159,
+    "min": 0.001654,
+    "max": 0.354844,
+    "recall-0.025": 0.445,
+    "recall-0.05": 0.73,
+    "recall-0.1": 0.9,
+    "recall-0.15": 0.93,
+    "recall-0.25": 0.98,
+    "recall-0.5": 1.0,
     "num_labels": 200
   },
   "hand_finger_middle_left_1": {
-    "count": 199,
-    "mean": 0.046172,
-    "median": 0.024236,
-    "std": 0.060059,
-    "sem": 0.004268,
-    "min": 0.002839,
-    "max": 0.469464,
-    "recall-0.025": 0.505,
-    "recall-0.05": 0.75,
-    "recall-0.1": 0.885,
+    "count": 200,
+    "mean": 0.044267,
+    "median": 0.020495,
+    "std": 0.065468,
+    "sem": 0.004641,
+    "min": 0.002442,
+    "max": 0.485995,
+    "recall-0.025": 0.58,
+    "recall-0.05": 0.78,
+    "recall-0.1": 0.905,
     "recall-0.15": 0.94,
-    "recall-0.25": 0.98,
-    "recall-0.5": 0.995,
+    "recall-0.25": 0.975,
+    "recall-0.5": 1.0,
     "num_labels": 200
   },
   "hand_finger_middle_left_2": {
-    "count": 198,
-    "mean": 0.046347,
-    "median": 0.024892,
-    "std": 0.058461,
-    "sem": 0.004165,
-    "min": 0.00117,
-    "max": 0.371121,
-    "recall-0.025": 0.495,
-    "recall-0.05": 0.72,
-    "recall-0.1": 0.87,
-    "recall-0.15": 0.945,
-    "recall-0.25": 0.97,
-    "recall-0.5": 0.99,
+    "count": 200,
+    "mean": 0.043736,
+    "median": 0.020647,
+    "std": 0.064577,
+    "sem": 0.004578,
+    "min": 0.002746,
+    "max": 0.363195,
+    "recall-0.025": 0.555,
+    "recall-0.05": 0.785,
+    "recall-0.1": 0.91,
+    "recall-0.15": 0.935,
+    "recall-0.25": 0.96,
+    "recall-0.5": 1.0,
     "num_labels": 200
   },
   "hand_finger_middle_left_3": {
-    "count": 199,
-    "mean": 0.052083,
-    "median": 0.028988,
-    "std": 0.062601,
-    "sem": 0.004449,
-    "min": 0.0032,
-    "max": 0.390298,
-    "recall-0.025": 0.465,
-    "recall-0.05": 0.68,
-    "recall-0.1": 0.85,
-    "recall-0.15": 0.925,
-    "recall-0.25": 0.97,
-    "recall-0.5": 0.995,
+    "count": 200,
+    "mean": 0.043549,
+    "median": 0.022383,
+    "std": 0.056546,
+    "sem": 0.004008,
+    "min": 0.004705,
+    "max": 0.352464,
+    "recall-0.025": 0.54,
+    "recall-0.05": 0.785,
+    "recall-0.1": 0.905,
+    "recall-0.15": 0.935,
+    "recall-0.25": 0.985,
+    "recall-0.5": 1.0,
     "num_labels": 200
   },
   "hand_finger_middle_left_4": {
     "count": 199,
-    "mean": 0.057523,
-    "median": 0.032354,
-    "std": 0.066152,
-    "sem": 0.004701,
-    "min": 0.004702,
-    "max": 0.401803,
-    "recall-0.025": 0.41,
-    "recall-0.05": 0.63,
-    "recall-0.1": 0.825,
+    "mean": 0.047835,
+    "median": 0.026377,
+    "std": 0.057893,
+    "sem": 0.004114,
+    "min": 0.002097,
+    "max": 0.378645,
+    "recall-0.025": 0.48,
+    "recall-0.05": 0.71,
+    "recall-0.1": 0.89,
     "recall-0.15": 0.925,
-    "recall-0.25": 0.965,
+    "recall-0.25": 0.975,
     "recall-0.5": 0.995,
     "num_labels": 200
   },
   "hand_finger_ring_left_1": {
-    "count": 199,
-    "mean": 0.045802,
-    "median": 0.022493,
-    "std": 0.062113,
-    "sem": 0.004414,
-    "min": 0.002938,
-    "max": 0.464102,
-    "recall-0.025": 0.55,
-    "recall-0.05": 0.74,
-    "recall-0.1": 0.89,
-    "recall-0.15": 0.93,
+    "count": 200,
+    "mean": 0.041905,
+    "median": 0.020252,
+    "std": 0.056736,
+    "sem": 0.004022,
+    "min": 0.002964,
+    "max": 0.334995,
+    "recall-0.025": 0.575,
+    "recall-0.05": 0.765,
+    "recall-0.1": 0.91,
+    "recall-0.15": 0.95,
     "recall-0.25": 0.975,
-    "recall-0.5": 0.995,
+    "recall-0.5": 1.0,
     "num_labels": 200
   },
   "hand_finger_ring_left_2": {
-    "count": 199,
-    "mean": 0.046568,
-    "median": 0.023531,
-    "std": 0.062262,
-    "sem": 0.004425,
-    "min": 0.002325,
-    "max": 0.493813,
-    "recall-0.025": 0.51,
-    "recall-0.05": 0.74,
-    "recall-0.1": 0.88,
-    "recall-0.15": 0.945,
-    "recall-0.25": 0.975,
-    "recall-0.5": 0.995,
+    "count": 200,
+    "mean": 0.042903,
+    "median": 0.020359,
+    "std": 0.061623,
+    "sem": 0.004368,
+    "min": 0.002669,
+    "max": 0.339056,
+    "recall-0.025": 0.555,
+    "recall-0.05": 0.79,
+    "recall-0.1": 0.905,
+    "recall-0.15": 0.935,
+    "recall-0.25": 0.97,
+    "recall-0.5": 1.0,
     "num_labels": 200
   },
   "hand_finger_ring_left_3": {
-    "count": 199,
-    "mean": 0.051257,
-    "median": 0.02653,
-    "std": 0.062242,
-    "sem": 0.004423,
-    "min": 0.003663,
-    "max": 0.375201,
-    "recall-0.025": 0.45,
-    "recall-0.05": 0.69,
-    "recall-0.1": 0.87,
+    "count": 200,
+    "mean": 0.046928,
+    "median": 0.022992,
+    "std": 0.062077,
+    "sem": 0.0044,
+    "min": 0.001175,
+    "max": 0.346047,
+    "recall-0.025": 0.52,
+    "recall-0.05": 0.755,
+    "recall-0.1": 0.905,
     "recall-0.15": 0.925,
     "recall-0.25": 0.97,
-    "recall-0.5": 0.995,
+    "recall-0.5": 1.0,
     "num_labels": 200
   },
   "hand_finger_ring_left_4": {
     "count": 199,
-    "mean": 0.054485,
-    "median": 0.031266,
-    "std": 0.062245,
-    "sem": 0.004424,
-    "min": 0.005655,
-    "max": 0.367152,
-    "recall-0.025": 0.415,
-    "recall-0.05": 0.69,
-    "recall-0.1": 0.85,
-    "recall-0.15": 0.93,
-    "recall-0.25": 0.97,
+    "mean": 0.048631,
+    "median": 0.026217,
+    "std": 0.058447,
+    "sem": 0.004154,
+    "min": 0.001947,
+    "max": 0.348813,
+    "recall-0.025": 0.46,
+    "recall-0.05": 0.725,
+    "recall-0.1": 0.885,
+    "recall-0.15": 0.92,
+    "recall-0.25": 0.975,
     "recall-0.5": 0.995,
     "num_labels": 200
   },
   "hand_finger_pinky_left_1": {
     "count": 199,
-    "mean": 0.044872,
-    "median": 0.02542,
-    "std": 0.054258,
-    "sem": 0.003856,
-    "min": 0.003251,
-    "max": 0.301186,
-    "recall-0.025": 0.49,
-    "recall-0.05": 0.735,
-    "recall-0.1": 0.89,
-    "recall-0.15": 0.93,
-    "recall-0.25": 0.975,
+    "mean": 0.042057,
+    "median": 0.022503,
+    "std": 0.057059,
+    "sem": 0.004055,
+    "min": 0.00275,
+    "max": 0.484586,
+    "recall-0.025": 0.53,
+    "recall-0.05": 0.78,
+    "recall-0.1": 0.895,
+    "recall-0.15": 0.935,
+    "recall-0.25": 0.98,
     "recall-0.5": 0.995,
     "num_labels": 200
   },
   "hand_finger_pinky_left_2": {
-    "count": 199,
-    "mean": 0.049801,
-    "median": 0.027539,
-    "std": 0.063417,
-    "sem": 0.004507,
-    "min": 0.004561,
-    "max": 0.460988,
-    "recall-0.025": 0.43,
-    "recall-0.05": 0.73,
-    "recall-0.1": 0.875,
-    "recall-0.15": 0.925,
-    "recall-0.25": 0.975,
-    "recall-0.5": 0.995,
+    "count": 200,
+    "mean": 0.047929,
+    "median": 0.027522,
+    "std": 0.068132,
+    "sem": 0.00483,
+    "min": 0.003919,
+    "max": 0.452841,
+    "recall-0.025": 0.455,
+    "recall-0.05": 0.77,
+    "recall-0.1": 0.9,
+    "recall-0.15": 0.94,
+    "recall-0.25": 0.96,
+    "recall-0.5": 1.0,
     "num_labels": 200
   },
   "hand_finger_pinky_left_3": {
-    "count": 199,
-    "mean": 0.051148,
-    "median": 0.028322,
-    "std": 0.065508,
-    "sem": 0.004655,
-    "min": 0.004751,
-    "max": 0.485945,
-    "recall-0.025": 0.415,
-    "recall-0.05": 0.74,
-    "recall-0.1": 0.875,
-    "recall-0.15": 0.92,
-    "recall-0.25": 0.97,
-    "recall-0.5": 0.995,
+    "count": 200,
+    "mean": 0.048367,
+    "median": 0.027147,
+    "std": 0.064016,
+    "sem": 0.004538,
+    "min": 0.002176,
+    "max": 0.438132,
+    "recall-0.025": 0.46,
+    "recall-0.05": 0.745,
+    "recall-0.1": 0.905,
+    "recall-0.15": 0.925,
+    "recall-0.25": 0.965,
+    "recall-0.5": 1.0,
     "num_labels": 200
   },
   "hand_finger_pinky_left_4": {
-    "count": 198,
-    "mean": 0.055962,
-    "median": 0.031885,
-    "std": 0.070889,
-    "sem": 0.005051,
-    "min": 0.004922,
-    "max": 0.48016,
-    "recall-0.025": 0.38,
-    "recall-0.05": 0.68,
-    "recall-0.1": 0.86,
-    "recall-0.15": 0.915,
-    "recall-0.25": 0.955,
-    "recall-0.5": 0.99,
+    "count": 200,
+    "mean": 0.051304,
+    "median": 0.028634,
+    "std": 0.065442,
+    "sem": 0.004639,
+    "min": 0.003723,
+    "max": 0.432846,
+    "recall-0.025": 0.425,
+    "recall-0.05": 0.735,
+    "recall-0.1": 0.89,
+    "recall-0.15": 0.93,
+    "recall-0.25": 0.965,
+    "recall-0.5": 1.0,
     "num_labels": 200
   },
   "hand_wrist_right": {
-    "count": 198,
-    "mean": 0.05109,
-    "median": 0.028532,
-    "std": 0.064983,
-    "sem": 0.00463,
-    "min": 0.002517,
-    "max": 0.497224,
-    "recall-0.025": 0.445,
-    "recall-0.05": 0.725,
-    "recall-0.1": 0.86,
-    "recall-0.15": 0.905,
-    "recall-0.25": 0.965,
-    "recall-0.5": 0.99,
+    "count": 200,
+    "mean": 0.04502,
+    "median": 0.025582,
+    "std": 0.055999,
+    "sem": 0.00397,
+    "min": 0.002455,
+    "max": 0.301056,
+    "recall-0.025": 0.49,
+    "recall-0.05": 0.755,
+    "recall-0.1": 0.905,
+    "recall-0.15": 0.945,
+    "recall-0.25": 0.975,
+    "recall-0.5": 1.0,
     "num_labels": 200
   },
   "hand_finger_thumb_right_1": {
-    "count": 197,
-    "mean": 0.04762,
-    "median": 0.025439,
-    "std": 0.06027,
-    "sem": 0.004305,
-    "min": 0.004164,
-    "max": 0.351549,
-    "recall-0.025": 0.48,
-    "recall-0.05": 0.73,
-    "recall-0.1": 0.875,
-    "recall-0.15": 0.935,
-    "recall-0.25": 0.955,
-    "recall-0.5": 0.985,
+    "count": 200,
+    "mean": 0.045455,
+    "median": 0.023516,
+    "std": 0.061813,
+    "sem": 0.004382,
+    "min": 0.003371,
+    "max": 0.450011,
+    "recall-0.025": 0.535,
+    "recall-0.05": 0.765,
+    "recall-0.1": 0.885,
+    "recall-0.15": 0.945,
+    "recall-0.25": 0.975,
+    "recall-0.5": 1.0,
     "num_labels": 200
   },
   "hand_finger_thumb_right_2": {
-    "count": 197,
-    "mean": 0.049952,
-    "median": 0.029991,
-    "std": 0.061337,
-    "sem": 0.004381,
-    "min": 0.002047,
-    "max": 0.369524,
-    "recall-0.025": 0.405,
-    "recall-0.05": 0.705,
-    "recall-0.1": 0.9,
-    "recall-0.15": 0.92,
-    "recall-0.25": 0.945,
-    "recall-0.5": 0.985,
+    "count": 200,
+    "mean": 0.051526,
+    "median": 0.027347,
+    "std": 0.069367,
+    "sem": 0.004917,
+    "min": 0.006174,
+    "max": 0.465444,
+    "recall-0.025": 0.42,
+    "recall-0.05": 0.72,
+    "recall-0.1": 0.885,
+    "recall-0.15": 0.94,
+    "recall-0.25": 0.965,
+    "recall-0.5": 1.0,
     "num_labels": 200
   },
   "hand_finger_thumb_right_3": {
-    "count": 197,
-    "mean": 0.053141,
-    "median": 0.028926,
-    "std": 0.067419,
-    "sem": 0.004816,
-    "min": 0.002176,
-    "max": 0.434585,
-    "recall-0.025": 0.38,
-    "recall-0.05": 0.695,
-    "recall-0.1": 0.875,
-    "recall-0.15": 0.915,
-    "recall-0.25": 0.945,
-    "recall-0.5": 0.985,
+    "count": 200,
+    "mean": 0.054992,
+    "median": 0.03117,
+    "std": 0.075594,
+    "sem": 0.005359,
+    "min": 0.003995,
+    "max": 0.475418,
+    "recall-0.025": 0.39,
+    "recall-0.05": 0.72,
+    "recall-0.1": 0.895,
+    "recall-0.15": 0.92,
+    "recall-0.25": 0.96,
+    "recall-0.5": 1.0,
     "num_labels": 200
   },
   "hand_finger_thumb_right_4": {
-    "count": 196,
-    "mean": 0.05542,
-    "median": 0.034498,
-    "std": 0.064818,
-    "sem": 0.004642,
-    "min": 0.004848,
-    "max": 0.399408,
-    "recall-0.025": 0.355,
-    "recall-0.05": 0.67,
-    "recall-0.1": 0.86,
-    "recall-0.15": 0.905,
-    "recall-0.25": 0.95,
-    "recall-0.5": 0.98,
-    "num_labels": 200
-  },
-  "hand_finger_index_right_1": {
-    "count": 196,
-    "mean": 0.049522,
-    "median": 0.030198,
-    "std": 0.056265,
-    "sem": 0.004029,
-    "min": 0.00417,
-    "max": 0.394942,
-    "recall-0.025": 0.39,
-    "recall-0.05": 0.72,
-    "recall-0.1": 0.875,
-    "recall-0.15": 0.925,
-    "recall-0.25": 0.955,
-    "recall-0.5": 0.98,
-    "num_labels": 200
-  },
-  "hand_finger_index_right_2": {
-    "count": 197,
-    "mean": 0.053615,
-    "median": 0.029254,
-    "std": 0.068527,
-    "sem": 0.004895,
-    "min": 0.00179,
-    "max": 0.456742,
-    "recall-0.025": 0.375,
-    "recall-0.05": 0.695,
-    "recall-0.1": 0.86,
-    "recall-0.15": 0.925,
-    "recall-0.25": 0.945,
-    "recall-0.5": 0.985,
-    "num_labels": 200
-  },
-  "hand_finger_index_right_3": {
-    "count": 196,
-    "mean": 0.058302,
-    "median": 0.030471,
-    "std": 0.077172,
-    "sem": 0.005526,
-    "min": 0.005081,
-    "max": 0.482276,
-    "recall-0.025": 0.39,
-    "recall-0.05": 0.68,
-    "recall-0.1": 0.83,
-    "recall-0.15": 0.89,
-    "recall-0.25": 0.945,
-    "recall-0.5": 0.98,
-    "num_labels": 200
-  },
-  "hand_finger_index_right_4": {
-    "count": 195,
-    "mean": 0.0599,
-    "median": 0.033546,
-    "std": 0.079225,
-    "sem": 0.005688,
-    "min": 0.007343,
-    "max": 0.495068,
-    "recall-0.025": 0.345,
-    "recall-0.05": 0.66,
-    "recall-0.1": 0.85,
-    "recall-0.15": 0.895,
-    "recall-0.25": 0.935,
-    "recall-0.5": 0.975,
-    "num_labels": 200
-  },
-  "hand_finger_middle_right_1": {
-    "count": 196,
-    "mean": 0.051308,
-    "median": 0.029937,
-    "std": 0.063319,
-    "sem": 0.004534,
-    "min": 0.001968,
-    "max": 0.405225,
-    "recall-0.025": 0.41,
-    "recall-0.05": 0.715,
-    "recall-0.1": 0.855,
-    "recall-0.15": 0.915,
-    "recall-0.25": 0.945,
-    "recall-0.5": 0.98,
-    "num_labels": 200
-  },
-  "hand_finger_middle_right_2": {
-    "count": 197,
-    "mean": 0.053176,
-    "median": 0.027512,
-    "std": 0.075994,
-    "sem": 0.005428,
-    "min": 0.001788,
-    "max": 0.469042,
-    "recall-0.025": 0.435,
-    "recall-0.05": 0.725,
-    "recall-0.1": 0.855,
-    "recall-0.15": 0.915,
-    "recall-0.25": 0.945,
-    "recall-0.5": 0.985,
-    "num_labels": 200
-  },
-  "hand_finger_middle_right_3": {
-    "count": 197,
-    "mean": 0.060425,
-    "median": 0.030964,
-    "std": 0.083144,
-    "sem": 0.005939,
-    "min": 0.002682,
-    "max": 0.477033,
-    "recall-0.025": 0.41,
-    "recall-0.05": 0.67,
-    "recall-0.1": 0.85,
-    "recall-0.15": 0.905,
-    "recall-0.25": 0.935,
-    "recall-0.5": 0.985,
-    "num_labels": 200
-  },
-  "hand_finger_middle_right_4": {
-    "count": 197,
-    "mean": 0.061806,
-    "median": 0.035817,
-    "std": 0.078853,
-    "sem": 0.005632,
-    "min": 0.003015,
-    "max": 0.494967,
-    "recall-0.025": 0.32,
-    "recall-0.05": 0.655,
-    "recall-0.1": 0.845,
-    "recall-0.15": 0.9,
-    "recall-0.25": 0.94,
-    "recall-0.5": 0.985,
-    "num_labels": 200
-  },
-  "hand_finger_ring_right_1": {
     "count": 198,
-    "mean": 0.056145,
-    "median": 0.030293,
-    "std": 0.075408,
-    "sem": 0.005373,
-    "min": 0.001985,
-    "max": 0.497837,
-    "recall-0.025": 0.39,
-    "recall-0.05": 0.7,
-    "recall-0.1": 0.86,
-    "recall-0.15": 0.925,
-    "recall-0.25": 0.945,
+    "mean": 0.054438,
+    "median": 0.034087,
+    "std": 0.069426,
+    "sem": 0.004946,
+    "min": 0.005446,
+    "max": 0.449498,
+    "recall-0.025": 0.385,
+    "recall-0.05": 0.71,
+    "recall-0.1": 0.875,
+    "recall-0.15": 0.92,
+    "recall-0.25": 0.955,
     "recall-0.5": 0.99,
     "num_labels": 200
   },
+  "hand_finger_index_right_1": {
+    "count": 200,
+    "mean": 0.052242,
+    "median": 0.02916,
+    "std": 0.065693,
+    "sem": 0.004657,
+    "min": 0.002753,
+    "max": 0.388177,
+    "recall-0.025": 0.43,
+    "recall-0.05": 0.7,
+    "recall-0.1": 0.88,
+    "recall-0.15": 0.94,
+    "recall-0.25": 0.96,
+    "recall-0.5": 1.0,
+    "num_labels": 200
+  },
+  "hand_finger_index_right_2": {
+    "count": 200,
+    "mean": 0.056464,
+    "median": 0.030516,
+    "std": 0.076977,
+    "sem": 0.005457,
+    "min": 0.002487,
+    "max": 0.46515,
+    "recall-0.025": 0.425,
+    "recall-0.05": 0.69,
+    "recall-0.1": 0.88,
+    "recall-0.15": 0.915,
+    "recall-0.25": 0.96,
+    "recall-0.5": 1.0,
+    "num_labels": 200
+  },
+  "hand_finger_index_right_3": {
+    "count": 200,
+    "mean": 0.056105,
+    "median": 0.030536,
+    "std": 0.081101,
+    "sem": 0.005749,
+    "min": 0.002212,
+    "max": 0.479357,
+    "recall-0.025": 0.42,
+    "recall-0.05": 0.7,
+    "recall-0.1": 0.895,
+    "recall-0.15": 0.92,
+    "recall-0.25": 0.96,
+    "recall-0.5": 1.0,
+    "num_labels": 200
+  },
+  "hand_finger_index_right_4": {
+    "count": 200,
+    "mean": 0.057645,
+    "median": 0.030808,
+    "std": 0.083198,
+    "sem": 0.005898,
+    "min": 0.002121,
+    "max": 0.491726,
+    "recall-0.025": 0.405,
+    "recall-0.05": 0.715,
+    "recall-0.1": 0.9,
+    "recall-0.15": 0.92,
+    "recall-0.25": 0.95,
+    "recall-0.5": 1.0,
+    "num_labels": 200
+  },
+  "hand_finger_middle_right_1": {
+    "count": 199,
+    "mean": 0.052714,
+    "median": 0.026636,
+    "std": 0.072584,
+    "sem": 0.005158,
+    "min": 0.002072,
+    "max": 0.483808,
+    "recall-0.025": 0.47,
+    "recall-0.05": 0.735,
+    "recall-0.1": 0.875,
+    "recall-0.15": 0.925,
+    "recall-0.25": 0.955,
+    "recall-0.5": 0.995,
+    "num_labels": 200
+  },
+  "hand_finger_middle_right_2": {
+    "count": 199,
+    "mean": 0.054634,
+    "median": 0.026772,
+    "std": 0.078781,
+    "sem": 0.005599,
+    "min": 0.003118,
+    "max": 0.416389,
+    "recall-0.025": 0.465,
+    "recall-0.05": 0.72,
+    "recall-0.1": 0.875,
+    "recall-0.15": 0.9,
+    "recall-0.25": 0.95,
+    "recall-0.5": 0.995,
+    "num_labels": 200
+  },
+  "hand_finger_middle_right_3": {
+    "count": 199,
+    "mean": 0.051032,
+    "median": 0.029454,
+    "std": 0.068389,
+    "sem": 0.00486,
+    "min": 0.002132,
+    "max": 0.402418,
+    "recall-0.025": 0.43,
+    "recall-0.05": 0.74,
+    "recall-0.1": 0.895,
+    "recall-0.15": 0.92,
+    "recall-0.25": 0.95,
+    "recall-0.5": 0.995,
+    "num_labels": 200
+  },
+  "hand_finger_middle_right_4": {
+    "count": 199,
+    "mean": 0.053973,
+    "median": 0.032214,
+    "std": 0.066149,
+    "sem": 0.004701,
+    "min": 0.003156,
+    "max": 0.406675,
+    "recall-0.025": 0.4,
+    "recall-0.05": 0.69,
+    "recall-0.1": 0.865,
+    "recall-0.15": 0.915,
+    "recall-0.25": 0.96,
+    "recall-0.5": 0.995,
+    "num_labels": 200
+  },
+  "hand_finger_ring_right_1": {
+    "count": 200,
+    "mean": 0.051173,
+    "median": 0.027527,
+    "std": 0.06613,
+    "sem": 0.004688,
+    "min": 0.004328,
+    "max": 0.38663,
+    "recall-0.025": 0.45,
+    "recall-0.05": 0.745,
+    "recall-0.1": 0.88,
+    "recall-0.15": 0.925,
+    "recall-0.25": 0.965,
+    "recall-0.5": 1.0,
+    "num_labels": 200
+  },
   "hand_finger_ring_right_2": {
-    "count": 196,
-    "mean": 0.056509,
-    "median": 0.029771,
-    "std": 0.074183,
-    "sem": 0.005312,
-    "min": 0.002683,
-    "max": 0.449084,
-    "recall-0.025": 0.415,
-    "recall-0.05": 0.695,
-    "recall-0.1": 0.825,
-    "recall-0.15": 0.91,
-    "recall-0.25": 0.945,
-    "recall-0.5": 0.98,
+    "count": 200,
+    "mean": 0.054338,
+    "median": 0.027862,
+    "std": 0.07641,
+    "sem": 0.005417,
+    "min": 0.003974,
+    "max": 0.439997,
+    "recall-0.025": 0.45,
+    "recall-0.05": 0.725,
+    "recall-0.1": 0.865,
+    "recall-0.15": 0.915,
+    "recall-0.25": 0.95,
+    "recall-0.5": 1.0,
     "num_labels": 200
   },
   "hand_finger_ring_right_3": {
-    "count": 197,
-    "mean": 0.058963,
-    "median": 0.033034,
-    "std": 0.078337,
-    "sem": 0.005596,
-    "min": 0.001835,
-    "max": 0.463737,
-    "recall-0.025": 0.39,
-    "recall-0.05": 0.655,
-    "recall-0.1": 0.855,
-    "recall-0.15": 0.915,
-    "recall-0.25": 0.935,
-    "recall-0.5": 0.985,
+    "count": 199,
+    "mean": 0.05258,
+    "median": 0.027969,
+    "std": 0.071904,
+    "sem": 0.00511,
+    "min": 0.001667,
+    "max": 0.465876,
+    "recall-0.025": 0.41,
+    "recall-0.05": 0.72,
+    "recall-0.1": 0.88,
+    "recall-0.15": 0.91,
+    "recall-0.25": 0.95,
+    "recall-0.5": 0.995,
     "num_labels": 200
   },
   "hand_finger_ring_right_4": {
-    "count": 197,
-    "mean": 0.062552,
-    "median": 0.037913,
-    "std": 0.078131,
-    "sem": 0.005581,
-    "min": 0.001315,
-    "max": 0.466981,
-    "recall-0.025": 0.305,
-    "recall-0.05": 0.645,
-    "recall-0.1": 0.84,
+    "count": 199,
+    "mean": 0.05463,
+    "median": 0.031082,
+    "std": 0.065044,
+    "sem": 0.004623,
+    "min": 0.00343,
+    "max": 0.411593,
+    "recall-0.025": 0.37,
+    "recall-0.05": 0.685,
+    "recall-0.1": 0.845,
     "recall-0.15": 0.91,
-    "recall-0.25": 0.945,
-    "recall-0.5": 0.985,
+    "recall-0.25": 0.965,
+    "recall-0.5": 0.995,
     "num_labels": 200
   },
   "hand_finger_pinky_right_1": {
-    "count": 196,
-    "mean": 0.0597,
-    "median": 0.031395,
-    "std": 0.077042,
-    "sem": 0.005517,
-    "min": 0.004017,
-    "max": 0.480062,
-    "recall-0.025": 0.395,
-    "recall-0.05": 0.66,
-    "recall-0.1": 0.83,
-    "recall-0.15": 0.91,
-    "recall-0.25": 0.935,
-    "recall-0.5": 0.98,
+    "count": 200,
+    "mean": 0.053115,
+    "median": 0.030002,
+    "std": 0.065799,
+    "sem": 0.004664,
+    "min": 0.003105,
+    "max": 0.394467,
+    "recall-0.025": 0.44,
+    "recall-0.05": 0.685,
+    "recall-0.1": 0.865,
+    "recall-0.15": 0.92,
+    "recall-0.25": 0.965,
+    "recall-0.5": 1.0,
     "num_labels": 200
   },
   "hand_finger_pinky_right_2": {
-    "count": 197,
-    "mean": 0.063671,
-    "median": 0.036548,
-    "std": 0.080207,
-    "sem": 0.005729,
-    "min": 0.004379,
-    "max": 0.42712,
-    "recall-0.025": 0.345,
-    "recall-0.05": 0.64,
-    "recall-0.1": 0.815,
-    "recall-0.15": 0.9,
-    "recall-0.25": 0.93,
-    "recall-0.5": 0.985,
+    "count": 200,
+    "mean": 0.05558,
+    "median": 0.030008,
+    "std": 0.072014,
+    "sem": 0.005105,
+    "min": 0.003331,
+    "max": 0.444918,
+    "recall-0.025": 0.415,
+    "recall-0.05": 0.67,
+    "recall-0.1": 0.87,
+    "recall-0.15": 0.915,
+    "recall-0.25": 0.965,
+    "recall-0.5": 1.0,
     "num_labels": 200
   },
   "hand_finger_pinky_right_3": {
-    "count": 197,
-    "mean": 0.062288,
-    "median": 0.034977,
-    "std": 0.078003,
-    "sem": 0.005572,
-    "min": 0.002582,
-    "max": 0.430948,
-    "recall-0.025": 0.345,
-    "recall-0.05": 0.64,
-    "recall-0.1": 0.815,
+    "count": 200,
+    "mean": 0.054841,
+    "median": 0.030706,
+    "std": 0.070395,
+    "sem": 0.00499,
+    "min": 0.003334,
+    "max": 0.477715,
+    "recall-0.025": 0.405,
+    "recall-0.05": 0.69,
+    "recall-0.1": 0.86,
     "recall-0.15": 0.91,
-    "recall-0.25": 0.94,
-    "recall-0.5": 0.985,
+    "recall-0.25": 0.965,
+    "recall-0.5": 1.0,
     "num_labels": 200
   },
   "hand_finger_pinky_right_4": {
-    "count": 196,
-    "mean": 0.062501,
-    "median": 0.039112,
-    "std": 0.072377,
-    "sem": 0.005183,
-    "min": 0.003107,
-    "max": 0.441595,
-    "recall-0.025": 0.3,
-    "recall-0.05": 0.6,
-    "recall-0.1": 0.815,
-    "recall-0.15": 0.895,
-    "recall-0.25": 0.94,
-    "recall-0.5": 0.98,
+    "count": 200,
+    "mean": 0.056826,
+    "median": 0.033707,
+    "std": 0.073534,
+    "sem": 0.005213,
+    "min": 0.004289,
+    "max": 0.480549,
+    "recall-0.025": 0.355,
+    "recall-0.05": 0.69,
+    "recall-0.1": 0.855,
+    "recall-0.15": 0.915,
+    "recall-0.25": 0.965,
+    "recall-0.5": 1.0,
     "num_labels": 200
   },
   "hip_middle": {
     "count": 200,
-    "mean": 0.030738,
-    "median": 0.028005,
-    "std": 0.015454,
-    "sem": 0.001096,
-    "min": 0.004351,
-    "max": 0.082165,
-    "recall-0.025": 0.44,
+    "mean": 0.030479,
+    "median": 0.028245,
+    "std": 0.01456,
+    "sem": 0.001032,
+    "min": 0.002425,
+    "max": 0.08483,
+    "recall-0.025": 0.425,
     "recall-0.05": 0.885,
     "recall-0.1": 1.0,
     "recall-0.15": 1.0,
@@ -5103,14 +5116,14 @@ Results of the model in various experiments on different datasets.
   },
   "shoulder_middle": {
     "count": 200,
-    "mean": 0.018806,
-    "median": 0.016041,
-    "std": 0.011302,
-    "sem": 0.000801,
-    "min": 0.001752,
-    "max": 0.052958,
-    "recall-0.025": 0.77,
-    "recall-0.05": 0.975,
+    "mean": 0.019078,
+    "median": 0.0176,
+    "std": 0.010333,
+    "sem": 0.000732,
+    "min": 0.001397,
+    "max": 0.059409,
+    "recall-0.025": 0.775,
+    "recall-0.05": 0.99,
     "recall-0.1": 1.0,
     "recall-0.15": 1.0,
     "recall-0.25": 1.0,
@@ -5119,14 +5132,14 @@ Results of the model in various experiments on different datasets.
   },
   "head": {
     "count": 200,
-    "mean": 0.030699,
-    "median": 0.028405,
-    "std": 0.016938,
-    "sem": 0.001201,
-    "min": 0.001659,
-    "max": 0.114188,
-    "recall-0.025": 0.415,
-    "recall-0.05": 0.865,
+    "mean": 0.03347,
+    "median": 0.029643,
+    "std": 0.019637,
+    "sem": 0.001392,
+    "min": 0.003129,
+    "max": 0.116594,
+    "recall-0.025": 0.39,
+    "recall-0.05": 0.805,
     "recall-0.1": 0.995,
     "recall-0.15": 1.0,
     "recall-0.25": 1.0,
@@ -5135,50 +5148,50 @@ Results of the model in various experiments on different datasets.
   },
   "body_errors": {
     "body": {
-      "count": 5195,
-      "mean": 0.030564,
-      "median": 0.023498,
-      "std": 0.027462,
-      "sem": 0.001948,
-      "min": 0.002578,
-      "max": 0.206494,
+      "count": 5199,
+      "mean": 0.030417,
+      "median": 0.023816,
+      "std": 0.025799,
+      "sem": 0.001829,
+      "min": 0.002788,
+      "max": 0.180935,
       "num_labels": 5200
     },
     "face": {
-      "count": 13600,
-      "mean": 0.048109,
-      "median": 0.039083,
-      "std": 0.031799,
-      "sem": 0.002254,
-      "min": 0.006293,
-      "max": 0.203005,
+      "count": 13597,
+      "mean": 0.049165,
+      "median": 0.03943,
+      "std": 0.035187,
+      "sem": 0.002495,
+      "min": 0.005063,
+      "max": 0.23394,
       "num_labels": 13600
     },
     "hand": {
-      "count": 8306,
-      "mean": 0.053144,
-      "median": 0.029768,
-      "std": 0.066885,
-      "sem": 0.004769,
-      "min": 0.003241,
-      "max": 0.431926,
+      "count": 8387,
+      "mean": 0.049293,
+      "median": 0.026886,
+      "std": 0.065146,
+      "sem": 0.004622,
+      "min": 0.003019,
+      "max": 0.410018,
       "num_labels": 8400
     }
   },
   "joint_recalls": {
     "num_labels": 27200,
-    "recall-0.025": 0.3825,
-    "recall-0.05": 0.69544,
-    "recall-0.1": 0.90967,
-    "recall-0.15": 0.96357,
-    "recall-0.25": 0.9857,
-    "recall-0.5": 0.99636
+    "recall-0.025": 0.40893,
+    "recall-0.05": 0.70327,
+    "recall-0.1": 0.9104,
+    "recall-0.15": 0.96232,
+    "recall-0.25": 0.98871,
+    "recall-0.5": 0.99938
   }
 }
 {
   "total_parts": 2800,
-  "correct_parts": 2790,
-  "pcp": 0.996429
+  "correct_parts": 2791,
+  "pcp": 0.996786
 }
 ```
 
@@ -5188,269 +5201,270 @@ Results of the model in various experiments on different datasets.
 
 ```json
 {
-  "avg_time_2d": 0.042454131444295246,
-  "avg_time_3d": 0.0014010773764716255,
-  "avg_fps": 22.802308480320526
+  "img_loading": 0.3254333310657077,
+  "avg_time_2d": 0.03075497415330675,
+  "avg_time_3d": 0.0011614216698540582,
+  "avg_fps": 31.331858570143712
 }
 {
   "person_nums": {
     "total_frames": 100,
     "total_labels": 400,
-    "total_preds": 380,
+    "total_preds": 374,
     "considered_empty": 0,
-    "valid_preds": 368,
-    "invalid_preds": 12,
-    "missing": 32,
-    "invalid_fraction": 0.03158,
-    "precision": 0.96842,
-    "recall": 0.92,
-    "f1": 0.94359,
-    "non_empty": 380
+    "valid_preds": 365,
+    "invalid_preds": 9,
+    "missing": 35,
+    "invalid_fraction": 0.02406,
+    "precision": 0.97594,
+    "recall": 0.9125,
+    "f1": 0.94315,
+    "non_empty": 374
   },
   "mpjpe": {
-    "count": 368,
-    "mean": 0.039349,
-    "median": 0.032926,
-    "std": 0.022058,
-    "sem": 0.001151,
-    "min": 0.016105,
-    "max": 0.262994,
-    "recall-0.025": 0.15,
+    "count": 365,
+    "mean": 0.038593,
+    "median": 0.032782,
+    "std": 0.021124,
+    "sem": 0.001107,
+    "min": 0.016319,
+    "max": 0.261727,
+    "recall-0.025": 0.135,
     "recall-0.05": 0.76,
-    "recall-0.1": 0.895,
-    "recall-0.15": 0.915,
-    "recall-0.25": 0.9175,
-    "recall-0.5": 0.92,
+    "recall-0.1": 0.89,
+    "recall-0.15": 0.9075,
+    "recall-0.25": 0.91,
+    "recall-0.5": 0.9125,
     "num_labels": 400,
-    "ap-0.025": 0.028482,
-    "ap-0.05": 0.674481,
-    "ap-0.1": 0.888311,
-    "ap-0.15": 0.913135,
-    "ap-0.25": 0.917036,
-    "ap-0.5": 0.919656
+    "ap-0.025": 0.022527,
+    "ap-0.05": 0.670818,
+    "ap-0.1": 0.884891,
+    "ap-0.15": 0.905398,
+    "ap-0.25": 0.909401,
+    "ap-0.5": 0.912154
   },
   "head": {
-    "count": 368,
-    "mean": 0.045052,
-    "median": 0.039098,
-    "std": 0.027362,
-    "sem": 0.001428,
-    "min": 0.002977,
-    "max": 0.236023,
-    "recall-0.025": 0.1825,
-    "recall-0.05": 0.6175,
-    "recall-0.1": 0.885,
-    "recall-0.15": 0.91,
-    "recall-0.25": 0.92,
-    "recall-0.5": 0.92,
-    "num_labels": 400
-  },
-  "shoulder_left": {
-    "count": 368,
-    "mean": 0.039685,
-    "median": 0.034322,
-    "std": 0.030226,
-    "sem": 0.001578,
-    "min": 0.005282,
-    "max": 0.446219,
-    "recall-0.025": 0.26,
-    "recall-0.05": 0.6975,
-    "recall-0.1": 0.9025,
-    "recall-0.15": 0.9175,
-    "recall-0.25": 0.9175,
-    "recall-0.5": 0.92,
-    "num_labels": 400
-  },
-  "shoulder_right": {
-    "count": 368,
-    "mean": 0.039579,
-    "median": 0.036172,
-    "std": 0.023037,
-    "sem": 0.001203,
-    "min": 0.004844,
-    "max": 0.275894,
-    "recall-0.025": 0.1975,
-    "recall-0.05": 0.715,
-    "recall-0.1": 0.905,
-    "recall-0.15": 0.9175,
-    "recall-0.25": 0.9175,
-    "recall-0.5": 0.92,
-    "num_labels": 400
-  },
-  "elbow_left": {
-    "count": 368,
-    "mean": 0.0303,
-    "median": 0.0257,
-    "std": 0.027754,
-    "sem": 0.001449,
-    "min": 0.002612,
-    "max": 0.365908,
-    "recall-0.025": 0.435,
-    "recall-0.05": 0.83,
-    "recall-0.1": 0.905,
-    "recall-0.15": 0.915,
-    "recall-0.25": 0.9175,
-    "recall-0.5": 0.92,
-    "num_labels": 400
-  },
-  "elbow_right": {
-    "count": 368,
-    "mean": 0.037584,
-    "median": 0.030106,
-    "std": 0.029529,
-    "sem": 0.001541,
-    "min": 0.003654,
-    "max": 0.324866,
-    "recall-0.025": 0.32,
-    "recall-0.05": 0.75,
-    "recall-0.1": 0.8725,
-    "recall-0.15": 0.9175,
-    "recall-0.25": 0.9175,
-    "recall-0.5": 0.92,
-    "num_labels": 400
-  },
-  "wrist_left": {
-    "count": 368,
-    "mean": 0.034703,
-    "median": 0.025471,
-    "std": 0.031666,
-    "sem": 0.001653,
-    "min": 0.002851,
-    "max": 0.304971,
-    "recall-0.025": 0.4425,
-    "recall-0.05": 0.7725,
-    "recall-0.1": 0.8825,
-    "recall-0.15": 0.9125,
-    "recall-0.25": 0.915,
-    "recall-0.5": 0.92,
-    "num_labels": 400
-  },
-  "wrist_right": {
     "count": 365,
-    "mean": 0.034027,
-    "median": 0.024238,
-    "std": 0.03586,
-    "sem": 0.00188,
-    "min": 0.002002,
-    "max": 0.308895,
-    "recall-0.025": 0.4675,
-    "recall-0.05": 0.76,
-    "recall-0.1": 0.875,
-    "recall-0.15": 0.8975,
-    "recall-0.25": 0.905,
+    "mean": 0.044278,
+    "median": 0.038713,
+    "std": 0.026613,
+    "sem": 0.001395,
+    "min": 0.007257,
+    "max": 0.322893,
+    "recall-0.025": 0.195,
+    "recall-0.05": 0.6075,
+    "recall-0.1": 0.8875,
+    "recall-0.15": 0.91,
+    "recall-0.25": 0.91,
     "recall-0.5": 0.9125,
     "num_labels": 400
   },
+  "shoulder_left": {
+    "count": 365,
+    "mean": 0.039667,
+    "median": 0.03418,
+    "std": 0.030193,
+    "sem": 0.001583,
+    "min": 0.008104,
+    "max": 0.444591,
+    "recall-0.025": 0.2525,
+    "recall-0.05": 0.705,
+    "recall-0.1": 0.9,
+    "recall-0.15": 0.91,
+    "recall-0.25": 0.91,
+    "recall-0.5": 0.9125,
+    "num_labels": 400
+  },
+  "shoulder_right": {
+    "count": 365,
+    "mean": 0.039327,
+    "median": 0.035443,
+    "std": 0.02307,
+    "sem": 0.001209,
+    "min": 0.00436,
+    "max": 0.268432,
+    "recall-0.025": 0.205,
+    "recall-0.05": 0.7175,
+    "recall-0.1": 0.8975,
+    "recall-0.15": 0.91,
+    "recall-0.25": 0.91,
+    "recall-0.5": 0.9125,
+    "num_labels": 400
+  },
+  "elbow_left": {
+    "count": 365,
+    "mean": 0.029722,
+    "median": 0.025394,
+    "std": 0.025655,
+    "sem": 0.001345,
+    "min": 0.002444,
+    "max": 0.366985,
+    "recall-0.025": 0.4375,
+    "recall-0.05": 0.83,
+    "recall-0.1": 0.9,
+    "recall-0.15": 0.91,
+    "recall-0.25": 0.91,
+    "recall-0.5": 0.9125,
+    "num_labels": 400
+  },
+  "elbow_right": {
+    "count": 365,
+    "mean": 0.0375,
+    "median": 0.030366,
+    "std": 0.029593,
+    "sem": 0.001551,
+    "min": 0.002767,
+    "max": 0.326305,
+    "recall-0.025": 0.33,
+    "recall-0.05": 0.7475,
+    "recall-0.1": 0.87,
+    "recall-0.15": 0.91,
+    "recall-0.25": 0.91,
+    "recall-0.5": 0.9125,
+    "num_labels": 400
+  },
+  "wrist_left": {
+    "count": 365,
+    "mean": 0.034412,
+    "median": 0.026054,
+    "std": 0.031832,
+    "sem": 0.001668,
+    "min": 0.002075,
+    "max": 0.309808,
+    "recall-0.025": 0.42,
+    "recall-0.05": 0.77,
+    "recall-0.1": 0.8775,
+    "recall-0.15": 0.9025,
+    "recall-0.25": 0.9075,
+    "recall-0.5": 0.9125,
+    "num_labels": 400
+  },
+  "wrist_right": {
+    "count": 363,
+    "mean": 0.033548,
+    "median": 0.023711,
+    "std": 0.037227,
+    "sem": 0.001957,
+    "min": 0.001522,
+    "max": 0.297089,
+    "recall-0.025": 0.48,
+    "recall-0.05": 0.7675,
+    "recall-0.1": 0.8725,
+    "recall-0.15": 0.8925,
+    "recall-0.25": 0.8975,
+    "recall-0.5": 0.9075,
+    "num_labels": 400
+  },
   "hip_left": {
-    "count": 368,
-    "mean": 0.046902,
-    "median": 0.038138,
-    "std": 0.030151,
-    "sem": 0.001574,
-    "min": 0.005184,
-    "max": 0.155154,
-    "recall-0.025": 0.1925,
-    "recall-0.05": 0.6375,
-    "recall-0.1": 0.845,
-    "recall-0.15": 0.9175,
-    "recall-0.25": 0.92,
-    "recall-0.5": 0.92,
+    "count": 365,
+    "mean": 0.047004,
+    "median": 0.038511,
+    "std": 0.030961,
+    "sem": 0.001623,
+    "min": 0.006648,
+    "max": 0.155824,
+    "recall-0.025": 0.215,
+    "recall-0.05": 0.6325,
+    "recall-0.1": 0.83,
+    "recall-0.15": 0.9075,
+    "recall-0.25": 0.9125,
+    "recall-0.5": 0.9125,
     "num_labels": 400
   },
   "hip_right": {
-    "count": 368,
-    "mean": 0.044591,
-    "median": 0.036501,
-    "std": 0.029531,
-    "sem": 0.001541,
-    "min": 0.004714,
-    "max": 0.164952,
-    "recall-0.025": 0.24,
-    "recall-0.05": 0.65,
-    "recall-0.1": 0.8575,
-    "recall-0.15": 0.9125,
-    "recall-0.25": 0.92,
-    "recall-0.5": 0.92,
+    "count": 365,
+    "mean": 0.044064,
+    "median": 0.036475,
+    "std": 0.028741,
+    "sem": 0.001506,
+    "min": 0.004608,
+    "max": 0.169965,
+    "recall-0.025": 0.225,
+    "recall-0.05": 0.6525,
+    "recall-0.1": 0.8525,
+    "recall-0.15": 0.905,
+    "recall-0.25": 0.9125,
+    "recall-0.5": 0.9125,
     "num_labels": 400
   },
   "knee_left": {
-    "count": 368,
-    "mean": 0.027594,
-    "median": 0.023103,
-    "std": 0.020036,
-    "sem": 0.001046,
-    "min": 0.001091,
-    "max": 0.223156,
-    "recall-0.025": 0.5075,
-    "recall-0.05": 0.84,
-    "recall-0.1": 0.9125,
-    "recall-0.15": 0.915,
-    "recall-0.25": 0.92,
-    "recall-0.5": 0.92,
+    "count": 365,
+    "mean": 0.027652,
+    "median": 0.023266,
+    "std": 0.020515,
+    "sem": 0.001075,
+    "min": 0.002102,
+    "max": 0.22658,
+    "recall-0.025": 0.5125,
+    "recall-0.05": 0.85,
+    "recall-0.1": 0.905,
+    "recall-0.15": 0.9075,
+    "recall-0.25": 0.9125,
+    "recall-0.5": 0.9125,
     "num_labels": 400
   },
   "knee_right": {
-    "count": 366,
-    "mean": 0.031508,
-    "median": 0.023626,
-    "std": 0.035056,
-    "sem": 0.001835,
-    "min": 0.00167,
-    "max": 0.414212,
-    "recall-0.025": 0.48,
-    "recall-0.05": 0.8125,
+    "count": 363,
+    "mean": 0.029385,
+    "median": 0.023571,
+    "std": 0.025782,
+    "sem": 0.001355,
+    "min": 0.002521,
+    "max": 0.263501,
+    "recall-0.025": 0.4975,
+    "recall-0.05": 0.815,
     "recall-0.1": 0.895,
-    "recall-0.15": 0.9025,
+    "recall-0.15": 0.8975,
     "recall-0.25": 0.905,
-    "recall-0.5": 0.915,
+    "recall-0.5": 0.9075,
     "num_labels": 400
   },
   "ankle_left": {
-    "count": 368,
-    "mean": 0.036661,
-    "median": 0.029479,
-    "std": 0.036337,
-    "sem": 0.001897,
-    "min": 0.003431,
-    "max": 0.481637,
-    "recall-0.025": 0.36,
-    "recall-0.05": 0.7575,
-    "recall-0.1": 0.895,
-    "recall-0.15": 0.9125,
-    "recall-0.25": 0.915,
-    "recall-0.5": 0.92,
+    "count": 365,
+    "mean": 0.036181,
+    "median": 0.029006,
+    "std": 0.035873,
+    "sem": 0.00188,
+    "min": 0.003242,
+    "max": 0.476528,
+    "recall-0.025": 0.365,
+    "recall-0.05": 0.77,
+    "recall-0.1": 0.89,
+    "recall-0.15": 0.905,
+    "recall-0.25": 0.9075,
+    "recall-0.5": 0.9125,
     "num_labels": 400
   },
   "ankle_right": {
-    "count": 366,
-    "mean": 0.050792,
-    "median": 0.034511,
-    "std": 0.05242,
-    "sem": 0.002744,
-    "min": 0.004525,
-    "max": 0.452313,
-    "recall-0.025": 0.2575,
+    "count": 364,
+    "mean": 0.050975,
+    "median": 0.035809,
+    "std": 0.052832,
+    "sem": 0.002773,
+    "min": 0.003705,
+    "max": 0.453985,
+    "recall-0.025": 0.2525,
     "recall-0.05": 0.6275,
-    "recall-0.1": 0.8125,
-    "recall-0.15": 0.885,
-    "recall-0.25": 0.9025,
-    "recall-0.5": 0.915,
+    "recall-0.1": 0.8075,
+    "recall-0.15": 0.8775,
+    "recall-0.25": 0.8975,
+    "recall-0.5": 0.91,
     "num_labels": 400
   },
   "joint_recalls": {
     "num_labels": 5200,
-    "recall-0.025": 0.33385,
-    "recall-0.05": 0.72788,
-    "recall-0.1": 0.88038,
-    "recall-0.15": 0.91019,
-    "recall-0.25": 0.91481,
-    "recall-0.5": 0.91865
+    "recall-0.025": 0.33731,
+    "recall-0.05": 0.72981,
+    "recall-0.1": 0.87577,
+    "recall-0.15": 0.90346,
+    "recall-0.25": 0.90788,
+    "recall-0.5": 0.91154
   }
 }
 {
   "total_parts": 5600,
-  "correct_parts": 5101,
-  "pcp": 0.910893
+  "correct_parts": 5064,
+  "pcp": 0.904286
 }
 ```
 
@@ -5458,9 +5472,10 @@ Results of the model in various experiments on different datasets.
 
 ```json
 {
-  "avg_time_2d": 0.03811510833534035,
-  "avg_time_3d": 0.0012803936863804723,
-  "avg_fps": 25.383608500499555
+  "img_loading": 0.26752570298340944,
+  "avg_time_2d": 0.029194490329639333,
+  "avg_time_3d": 0.0013097857569789027,
+  "avg_fps": 32.78228918334124
 }
 {
   "person_nums": {
@@ -5479,21 +5494,21 @@ Results of the model in various experiments on different datasets.
   },
   "mpjpe": {
     "count": 363,
-    "mean": 0.029682,
-    "median": 0.028424,
-    "std": 0.008263,
-    "sem": 0.000434,
-    "min": 0.012972,
-    "max": 0.058471,
-    "recall-0.025": 0.30303,
+    "mean": 0.029716,
+    "median": 0.028601,
+    "std": 0.008223,
+    "sem": 0.000432,
+    "min": 0.013567,
+    "max": 0.059362,
+    "recall-0.025": 0.292011,
     "recall-0.05": 0.975207,
     "recall-0.1": 1.0,
     "recall-0.15": 1.0,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
     "num_labels": 363,
-    "ap-0.025": 0.095589,
-    "ap-0.05": 0.967838,
+    "ap-0.025": 0.089053,
+    "ap-0.05": 0.967025,
     "ap-0.1": 1.0,
     "ap-0.15": 1.0,
     "ap-0.25": 1.0,
@@ -5501,14 +5516,14 @@ Results of the model in various experiments on different datasets.
   },
   "head": {
     "count": 363,
-    "mean": 0.030095,
-    "median": 0.025736,
-    "std": 0.016745,
-    "sem": 0.00088,
-    "min": 0.003765,
-    "max": 0.090512,
-    "recall-0.025": 0.473829,
-    "recall-0.05": 0.878788,
+    "mean": 0.029838,
+    "median": 0.025463,
+    "std": 0.016868,
+    "sem": 0.000887,
+    "min": 0.000603,
+    "max": 0.099895,
+    "recall-0.025": 0.46832,
+    "recall-0.05": 0.889807,
     "recall-0.1": 1.0,
     "recall-0.15": 1.0,
     "recall-0.25": 1.0,
@@ -5517,13 +5532,13 @@ Results of the model in various experiments on different datasets.
   },
   "shoulder_left": {
     "count": 363,
-    "mean": 0.030859,
-    "median": 0.025023,
-    "std": 0.020779,
-    "sem": 0.001092,
-    "min": 0.002824,
-    "max": 0.154308,
-    "recall-0.025": 0.498623,
+    "mean": 0.031056,
+    "median": 0.026049,
+    "std": 0.02083,
+    "sem": 0.001095,
+    "min": 0.003512,
+    "max": 0.155108,
+    "recall-0.025": 0.471074,
     "recall-0.05": 0.865014,
     "recall-0.1": 0.983471,
     "recall-0.15": 0.997245,
@@ -5533,14 +5548,14 @@ Results of the model in various experiments on different datasets.
   },
   "shoulder_right": {
     "count": 363,
-    "mean": 0.029979,
-    "median": 0.028759,
-    "std": 0.014556,
-    "sem": 0.000765,
-    "min": 0.001729,
-    "max": 0.10965,
-    "recall-0.025": 0.37741,
-    "recall-0.05": 0.906336,
+    "mean": 0.030311,
+    "median": 0.028595,
+    "std": 0.015195,
+    "sem": 0.000799,
+    "min": 0.001788,
+    "max": 0.106137,
+    "recall-0.025": 0.396694,
+    "recall-0.05": 0.898072,
     "recall-0.1": 0.997245,
     "recall-0.15": 1.0,
     "recall-0.25": 1.0,
@@ -5549,14 +5564,14 @@ Results of the model in various experiments on different datasets.
   },
   "elbow_left": {
     "count": 363,
-    "mean": 0.023742,
-    "median": 0.020914,
-    "std": 0.014781,
-    "sem": 0.000777,
-    "min": 0.004184,
-    "max": 0.191137,
-    "recall-0.025": 0.641873,
-    "recall-0.05": 0.953168,
+    "mean": 0.023612,
+    "median": 0.020719,
+    "std": 0.014726,
+    "sem": 0.000774,
+    "min": 0.003915,
+    "max": 0.191631,
+    "recall-0.025": 0.62259,
+    "recall-0.05": 0.966942,
     "recall-0.1": 0.997245,
     "recall-0.15": 0.997245,
     "recall-0.25": 1.0,
@@ -5565,14 +5580,14 @@ Results of the model in various experiments on different datasets.
   },
   "elbow_right": {
     "count": 363,
-    "mean": 0.020613,
-    "median": 0.019357,
-    "std": 0.011342,
-    "sem": 0.000596,
+    "mean": 0.020607,
+    "median": 0.019497,
+    "std": 0.011087,
+    "sem": 0.000583,
     "min": 0.001944,
-    "max": 0.121475,
-    "recall-0.025": 0.713499,
-    "recall-0.05": 0.983471,
+    "max": 0.122093,
+    "recall-0.025": 0.732782,
+    "recall-0.05": 0.986226,
     "recall-0.1": 0.997245,
     "recall-0.15": 1.0,
     "recall-0.25": 1.0,
@@ -5581,14 +5596,14 @@ Results of the model in various experiments on different datasets.
   },
   "wrist_left": {
     "count": 363,
-    "mean": 0.025604,
-    "median": 0.01995,
-    "std": 0.021669,
-    "sem": 0.001139,
-    "min": 0.002006,
-    "max": 0.22929,
+    "mean": 0.025437,
+    "median": 0.020119,
+    "std": 0.021536,
+    "sem": 0.001132,
+    "min": 0.00071,
+    "max": 0.22806,
     "recall-0.025": 0.639118,
-    "recall-0.05": 0.933884,
+    "recall-0.05": 0.931129,
     "recall-0.1": 0.988981,
     "recall-0.15": 0.99449,
     "recall-0.25": 1.0,
@@ -5597,14 +5612,14 @@ Results of the model in various experiments on different datasets.
   },
   "wrist_right": {
     "count": 363,
-    "mean": 0.020501,
-    "median": 0.018416,
-    "std": 0.015423,
-    "sem": 0.000811,
-    "min": 0.000389,
-    "max": 0.230442,
-    "recall-0.025": 0.730028,
-    "recall-0.05": 0.977961,
+    "mean": 0.020287,
+    "median": 0.017924,
+    "std": 0.015259,
+    "sem": 0.000802,
+    "min": 0.001418,
+    "max": 0.228484,
+    "recall-0.025": 0.749311,
+    "recall-0.05": 0.975207,
     "recall-0.1": 0.997245,
     "recall-0.15": 0.997245,
     "recall-0.25": 1.0,
@@ -5613,15 +5628,15 @@ Results of the model in various experiments on different datasets.
   },
   "hip_left": {
     "count": 363,
-    "mean": 0.043261,
-    "median": 0.041291,
-    "std": 0.020179,
+    "mean": 0.042968,
+    "median": 0.040979,
+    "std": 0.020186,
     "sem": 0.001061,
-    "min": 0.00312,
-    "max": 0.123913,
-    "recall-0.025": 0.176309,
-    "recall-0.05": 0.702479,
-    "recall-0.1": 0.991736,
+    "min": 0.003852,
+    "max": 0.121286,
+    "recall-0.025": 0.184573,
+    "recall-0.05": 0.710744,
+    "recall-0.1": 0.988981,
     "recall-0.15": 1.0,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
@@ -5629,15 +5644,15 @@ Results of the model in various experiments on different datasets.
   },
   "hip_right": {
     "count": 363,
-    "mean": 0.040709,
-    "median": 0.039307,
-    "std": 0.020797,
-    "sem": 0.001093,
-    "min": 0.003134,
-    "max": 0.134375,
-    "recall-0.025": 0.231405,
-    "recall-0.05": 0.730028,
-    "recall-0.1": 0.988981,
+    "mean": 0.041088,
+    "median": 0.038537,
+    "std": 0.021023,
+    "sem": 0.001105,
+    "min": 0.002476,
+    "max": 0.135356,
+    "recall-0.025": 0.22865,
+    "recall-0.05": 0.738292,
+    "recall-0.1": 0.986226,
     "recall-0.15": 1.0,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
@@ -5645,14 +5660,14 @@ Results of the model in various experiments on different datasets.
   },
   "knee_left": {
     "count": 363,
-    "mean": 0.031175,
-    "median": 0.021674,
-    "std": 0.027529,
-    "sem": 0.001447,
-    "min": 0.002038,
-    "max": 0.162017,
-    "recall-0.025": 0.553719,
-    "recall-0.05": 0.84573,
+    "mean": 0.031624,
+    "median": 0.022421,
+    "std": 0.027562,
+    "sem": 0.001449,
+    "min": 0.002675,
+    "max": 0.159492,
+    "recall-0.025": 0.556474,
+    "recall-0.05": 0.84022,
     "recall-0.1": 0.961433,
     "recall-0.15": 0.99449,
     "recall-0.25": 1.0,
@@ -5661,14 +5676,14 @@ Results of the model in various experiments on different datasets.
   },
   "knee_right": {
     "count": 363,
-    "mean": 0.027233,
-    "median": 0.022668,
-    "std": 0.016811,
-    "sem": 0.000884,
-    "min": 0.003812,
-    "max": 0.086962,
+    "mean": 0.027296,
+    "median": 0.021755,
+    "std": 0.01716,
+    "sem": 0.000902,
+    "min": 0.002347,
+    "max": 0.083263,
     "recall-0.025": 0.561983,
-    "recall-0.05": 0.884298,
+    "recall-0.05": 0.876033,
     "recall-0.1": 1.0,
     "recall-0.15": 1.0,
     "recall-0.25": 1.0,
@@ -5677,14 +5692,14 @@ Results of the model in various experiments on different datasets.
   },
   "ankle_left": {
     "count": 363,
-    "mean": 0.030821,
-    "median": 0.024361,
-    "std": 0.02239,
-    "sem": 0.001177,
-    "min": 0.001517,
-    "max": 0.16091,
-    "recall-0.025": 0.509642,
-    "recall-0.05": 0.870523,
+    "mean": 0.030852,
+    "median": 0.024302,
+    "std": 0.022693,
+    "sem": 0.001193,
+    "min": 0.002607,
+    "max": 0.162734,
+    "recall-0.025": 0.523416,
+    "recall-0.05": 0.876033,
     "recall-0.1": 0.977961,
     "recall-0.15": 0.997245,
     "recall-0.25": 1.0,
@@ -5693,26 +5708,26 @@ Results of the model in various experiments on different datasets.
   },
   "ankle_right": {
     "count": 363,
-    "mean": 0.031271,
-    "median": 0.024652,
-    "std": 0.024776,
-    "sem": 0.001302,
-    "min": 0.004853,
-    "max": 0.208821,
-    "recall-0.025": 0.509642,
-    "recall-0.05": 0.867769,
-    "recall-0.1": 0.975207,
-    "recall-0.15": 0.997245,
+    "mean": 0.031328,
+    "median": 0.024467,
+    "std": 0.024414,
+    "sem": 0.001283,
+    "min": 0.000726,
+    "max": 0.173642,
+    "recall-0.025": 0.506887,
+    "recall-0.05": 0.862259,
+    "recall-0.1": 0.969697,
+    "recall-0.15": 0.99449,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
     "num_labels": 363
   },
   "joint_recalls": {
     "num_labels": 4719,
-    "recall-0.025": 0.50773,
-    "recall-0.05": 0.87519,
-    "recall-0.1": 0.98771,
-    "recall-0.15": 0.99661,
+    "recall-0.025": 0.50901,
+    "recall-0.05": 0.87667,
+    "recall-0.1": 0.98686,
+    "recall-0.15": 0.9964,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0
   }
@@ -5728,9 +5743,10 @@ Results of the model in various experiments on different datasets.
 
 ```json
 {
-  "avg_time_2d": 0.04734099981112358,
-  "avg_time_3d": 0.0018441172746511607,
-  "avg_fps": 20.33135345100599
+  "img_loading": 0.28581791046338206,
+  "avg_time_2d": 0.034270742000677645,
+  "avg_time_3d": 0.001717981619712634,
+  "avg_fps": 27.786481414234594
 }
 {
   "person_nums": {
@@ -5749,36 +5765,36 @@ Results of the model in various experiments on different datasets.
   },
   "mpjpe": {
     "count": 332,
-    "mean": 0.027351,
-    "median": 0.024377,
-    "std": 0.007822,
-    "sem": 0.00043,
-    "min": 0.015457,
-    "max": 0.057071,
-    "recall-0.025": 0.533133,
+    "mean": 0.02722,
+    "median": 0.024488,
+    "std": 0.007803,
+    "sem": 0.000429,
+    "min": 0.014045,
+    "max": 0.057448,
+    "recall-0.025": 0.542169,
     "recall-0.05": 0.987952,
     "recall-0.1": 1.0,
     "recall-0.15": 1.0,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
     "num_labels": 332,
-    "ap-0.025": 0.241779,
-    "ap-0.05": 0.657382,
-    "ap-0.1": 0.678007,
-    "ap-0.15": 0.678007,
-    "ap-0.25": 0.678007,
-    "ap-0.5": 0.678007
+    "ap-0.025": 0.254249,
+    "ap-0.05": 0.669226,
+    "ap-0.1": 0.691064,
+    "ap-0.15": 0.691064,
+    "ap-0.25": 0.691064,
+    "ap-0.5": 0.691064
   },
   "head": {
     "count": 332,
-    "mean": 0.043047,
-    "median": 0.043778,
-    "std": 0.020861,
-    "sem": 0.001147,
-    "min": 0.003831,
-    "max": 0.108603,
-    "recall-0.025": 0.240964,
-    "recall-0.05": 0.63253,
+    "mean": 0.042848,
+    "median": 0.043721,
+    "std": 0.020907,
+    "sem": 0.001149,
+    "min": 0.002922,
+    "max": 0.108908,
+    "recall-0.025": 0.243976,
+    "recall-0.05": 0.641566,
     "recall-0.1": 0.993976,
     "recall-0.15": 1.0,
     "recall-0.25": 1.0,
@@ -5787,15 +5803,15 @@ Results of the model in various experiments on different datasets.
   },
   "shoulder_left": {
     "count": 332,
-    "mean": 0.031107,
-    "median": 0.029309,
-    "std": 0.014762,
-    "sem": 0.000811,
-    "min": 0.003898,
-    "max": 0.104891,
-    "recall-0.025": 0.319277,
-    "recall-0.05": 0.89759,
-    "recall-0.1": 0.996988,
+    "mean": 0.03085,
+    "median": 0.029606,
+    "std": 0.014208,
+    "sem": 0.000781,
+    "min": 0.00554,
+    "max": 0.097975,
+    "recall-0.025": 0.313253,
+    "recall-0.05": 0.891566,
+    "recall-0.1": 1.0,
     "recall-0.15": 1.0,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
@@ -5803,14 +5819,14 @@ Results of the model in various experiments on different datasets.
   },
   "shoulder_right": {
     "count": 332,
-    "mean": 0.03191,
-    "median": 0.025695,
-    "std": 0.018223,
-    "sem": 0.001002,
-    "min": 0.007553,
-    "max": 0.119254,
-    "recall-0.025": 0.460843,
-    "recall-0.05": 0.858434,
+    "mean": 0.031783,
+    "median": 0.02566,
+    "std": 0.018156,
+    "sem": 0.000998,
+    "min": 0.00713,
+    "max": 0.120358,
+    "recall-0.025": 0.463855,
+    "recall-0.05": 0.864458,
     "recall-0.1": 0.990964,
     "recall-0.15": 1.0,
     "recall-0.25": 1.0,
@@ -5819,14 +5835,14 @@ Results of the model in various experiments on different datasets.
   },
   "elbow_left": {
     "count": 332,
-    "mean": 0.019747,
-    "median": 0.016664,
-    "std": 0.010703,
-    "sem": 0.000588,
-    "min": 0.002375,
-    "max": 0.073654,
-    "recall-0.025": 0.804217,
-    "recall-0.05": 0.96988,
+    "mean": 0.019772,
+    "median": 0.017435,
+    "std": 0.010728,
+    "sem": 0.00059,
+    "min": 0.002567,
+    "max": 0.070806,
+    "recall-0.025": 0.801205,
+    "recall-0.05": 0.960843,
     "recall-0.1": 1.0,
     "recall-0.15": 1.0,
     "recall-0.25": 1.0,
@@ -5835,14 +5851,14 @@ Results of the model in various experiments on different datasets.
   },
   "elbow_right": {
     "count": 332,
-    "mean": 0.023658,
-    "median": 0.019327,
-    "std": 0.015562,
-    "sem": 0.000855,
-    "min": 0.001925,
-    "max": 0.116987,
-    "recall-0.025": 0.695783,
-    "recall-0.05": 0.918675,
+    "mean": 0.023422,
+    "median": 0.019567,
+    "std": 0.015015,
+    "sem": 0.000825,
+    "min": 0.002011,
+    "max": 0.102676,
+    "recall-0.025": 0.689759,
+    "recall-0.05": 0.927711,
     "recall-0.1": 0.996988,
     "recall-0.15": 1.0,
     "recall-0.25": 1.0,
@@ -5851,15 +5867,15 @@ Results of the model in various experiments on different datasets.
   },
   "wrist_left": {
     "count": 332,
-    "mean": 0.018893,
-    "median": 0.012314,
-    "std": 0.01813,
-    "sem": 0.000996,
-    "min": 0.000772,
-    "max": 0.117136,
-    "recall-0.025": 0.783133,
-    "recall-0.05": 0.942771,
-    "recall-0.1": 0.987952,
+    "mean": 0.018635,
+    "median": 0.011967,
+    "std": 0.017734,
+    "sem": 0.000975,
+    "min": 0.000885,
+    "max": 0.116474,
+    "recall-0.025": 0.78012,
+    "recall-0.05": 0.936747,
+    "recall-0.1": 0.993976,
     "recall-0.15": 1.0,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
@@ -5867,15 +5883,15 @@ Results of the model in various experiments on different datasets.
   },
   "wrist_right": {
     "count": 332,
-    "mean": 0.027637,
-    "median": 0.02144,
-    "std": 0.021639,
-    "sem": 0.001189,
-    "min": 0.003104,
-    "max": 0.175776,
-    "recall-0.025": 0.596386,
-    "recall-0.05": 0.888554,
-    "recall-0.1": 0.981928,
+    "mean": 0.026923,
+    "median": 0.020672,
+    "std": 0.021096,
+    "sem": 0.00116,
+    "min": 0.002894,
+    "max": 0.178181,
+    "recall-0.025": 0.605422,
+    "recall-0.05": 0.894578,
+    "recall-0.1": 0.98494,
     "recall-0.15": 0.996988,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
@@ -5883,14 +5899,14 @@ Results of the model in various experiments on different datasets.
   },
   "hip_left": {
     "count": 332,
-    "mean": 0.036806,
-    "median": 0.035179,
-    "std": 0.016645,
-    "sem": 0.000915,
-    "min": 0.001382,
-    "max": 0.103918,
-    "recall-0.025": 0.225904,
-    "recall-0.05": 0.861446,
+    "mean": 0.036473,
+    "median": 0.035653,
+    "std": 0.015949,
+    "sem": 0.000877,
+    "min": 0.003435,
+    "max": 0.100931,
+    "recall-0.025": 0.222892,
+    "recall-0.05": 0.873494,
     "recall-0.1": 0.996988,
     "recall-0.15": 1.0,
     "recall-0.25": 1.0,
@@ -5899,14 +5915,14 @@ Results of the model in various experiments on different datasets.
   },
   "hip_right": {
     "count": 332,
-    "mean": 0.032068,
-    "median": 0.028959,
-    "std": 0.017032,
-    "sem": 0.000936,
-    "min": 0.003695,
-    "max": 0.112886,
-    "recall-0.025": 0.373494,
-    "recall-0.05": 0.885542,
+    "mean": 0.032494,
+    "median": 0.029056,
+    "std": 0.017347,
+    "sem": 0.000953,
+    "min": 0.003376,
+    "max": 0.113483,
+    "recall-0.025": 0.36747,
+    "recall-0.05": 0.88253,
     "recall-0.1": 0.987952,
     "recall-0.15": 1.0,
     "recall-0.25": 1.0,
@@ -5915,14 +5931,14 @@ Results of the model in various experiments on different datasets.
   },
   "knee_left": {
     "count": 332,
-    "mean": 0.021857,
-    "median": 0.017494,
-    "std": 0.014935,
-    "sem": 0.000821,
-    "min": 0.002691,
-    "max": 0.084745,
-    "recall-0.025": 0.728916,
-    "recall-0.05": 0.921687,
+    "mean": 0.021891,
+    "median": 0.017464,
+    "std": 0.014978,
+    "sem": 0.000823,
+    "min": 0.002454,
+    "max": 0.088505,
+    "recall-0.025": 0.716867,
+    "recall-0.05": 0.933735,
     "recall-0.1": 1.0,
     "recall-0.15": 1.0,
     "recall-0.25": 1.0,
@@ -5931,13 +5947,13 @@ Results of the model in various experiments on different datasets.
   },
   "knee_right": {
     "count": 332,
-    "mean": 0.019981,
-    "median": 0.014665,
-    "std": 0.01517,
-    "sem": 0.000834,
-    "min": 0.002188,
-    "max": 0.100948,
-    "recall-0.025": 0.743976,
+    "mean": 0.019855,
+    "median": 0.014147,
+    "std": 0.015078,
+    "sem": 0.000829,
+    "min": 0.002063,
+    "max": 0.102252,
+    "recall-0.025": 0.753012,
     "recall-0.05": 0.951807,
     "recall-0.1": 0.996988,
     "recall-0.15": 1.0,
@@ -5947,13 +5963,13 @@ Results of the model in various experiments on different datasets.
   },
   "ankle_left": {
     "count": 332,
-    "mean": 0.018884,
-    "median": 0.016614,
-    "std": 0.008671,
-    "sem": 0.000477,
-    "min": 0.002771,
-    "max": 0.050803,
-    "recall-0.025": 0.774096,
+    "mean": 0.019062,
+    "median": 0.017308,
+    "std": 0.008737,
+    "sem": 0.00048,
+    "min": 0.003768,
+    "max": 0.051346,
+    "recall-0.025": 0.768072,
     "recall-0.05": 0.996988,
     "recall-0.1": 1.0,
     "recall-0.15": 1.0,
@@ -5963,15 +5979,15 @@ Results of the model in various experiments on different datasets.
   },
   "ankle_right": {
     "count": 332,
-    "mean": 0.029967,
-    "median": 0.028117,
-    "std": 0.012064,
-    "sem": 0.000663,
-    "min": 0.003554,
-    "max": 0.100546,
-    "recall-0.025": 0.298193,
-    "recall-0.05": 0.939759,
-    "recall-0.1": 0.996988,
+    "mean": 0.029855,
+    "median": 0.028019,
+    "std": 0.011966,
+    "sem": 0.000658,
+    "min": 0.003821,
+    "max": 0.098185,
+    "recall-0.025": 0.313253,
+    "recall-0.05": 0.945783,
+    "recall-0.1": 1.0,
     "recall-0.15": 1.0,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
@@ -5979,9 +5995,9 @@ Results of the model in various experiments on different datasets.
   },
   "joint_recalls": {
     "num_labels": 4316,
-    "recall-0.025": 0.54101,
-    "recall-0.05": 0.89574,
-    "recall-0.1": 0.99444,
+    "recall-0.025": 0.53962,
+    "recall-0.05": 0.89852,
+    "recall-0.1": 0.9956,
     "recall-0.15": 0.99977,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0
@@ -5998,9 +6014,10 @@ Results of the model in various experiments on different datasets.
 
 ```json
 {
-  "avg_time_2d": 0.050000576972961425,
-  "avg_time_3d": 0.002305936813354492,
-  "avg_fps": 19.118077799740753
+  "img_loading": 0.2992589259147644,
+  "avg_time_2d": 0.03299893379211426,
+  "avg_time_3d": 0.0016231608390808105,
+  "avg_fps": 28.88329001039076
 }
 {
   "person_nums": {
@@ -6019,69 +6036,69 @@ Results of the model in various experiments on different datasets.
   },
   "mpjpe": {
     "count": 330,
-    "mean": 0.044547,
-    "median": 0.039412,
-    "std": 0.027376,
-    "sem": 0.001509,
-    "min": 0.019643,
-    "max": 0.451187,
-    "recall-0.025": 0.066667,
-    "recall-0.05": 0.706061,
-    "recall-0.1": 0.993939,
+    "mean": 0.044535,
+    "median": 0.039811,
+    "std": 0.027284,
+    "sem": 0.001504,
+    "min": 0.020143,
+    "max": 0.449198,
+    "recall-0.025": 0.063636,
+    "recall-0.05": 0.709091,
+    "recall-0.1": 0.990909,
     "recall-0.15": 0.99697,
     "recall-0.25": 0.99697,
     "recall-0.5": 1.0,
     "num_labels": 330,
-    "ap-0.025": 0.00428,
-    "ap-0.05": 0.408407,
-    "ap-0.1": 0.696195,
-    "ap-0.15": 0.700603,
-    "ap-0.25": 0.700603,
-    "ap-0.5": 0.705026
+    "ap-0.025": 0.004059,
+    "ap-0.05": 0.409229,
+    "ap-0.1": 0.696079,
+    "ap-0.15": 0.704916,
+    "ap-0.25": 0.704916,
+    "ap-0.5": 0.709356
   },
   "head": {
     "count": 330,
-    "mean": 0.050407,
-    "median": 0.043433,
-    "std": 0.029395,
-    "sem": 0.001621,
-    "min": 0.007161,
-    "max": 0.322279,
-    "recall-0.025": 0.142424,
-    "recall-0.05": 0.587879,
+    "mean": 0.050681,
+    "median": 0.044027,
+    "std": 0.029855,
+    "sem": 0.001646,
+    "min": 0.006061,
+    "max": 0.309582,
+    "recall-0.025": 0.154545,
+    "recall-0.05": 0.572727,
     "recall-0.1": 0.936364,
-    "recall-0.15": 0.99697,
+    "recall-0.15": 0.993939,
     "recall-0.25": 0.99697,
     "recall-0.5": 1.0,
     "num_labels": 330
   },
   "shoulder_left": {
     "count": 329,
-    "mean": 0.049521,
-    "median": 0.045053,
-    "std": 0.024858,
-    "sem": 0.001373,
-    "min": 0.007095,
-    "max": 0.154532,
+    "mean": 0.049387,
+    "median": 0.046574,
+    "std": 0.025388,
+    "sem": 0.001402,
+    "min": 0.006754,
+    "max": 0.159942,
     "recall-0.025": 0.148485,
-    "recall-0.05": 0.59697,
-    "recall-0.1": 0.957576,
-    "recall-0.15": 0.993939,
+    "recall-0.05": 0.575758,
+    "recall-0.1": 0.948485,
+    "recall-0.15": 0.990909,
     "recall-0.25": 0.99697,
     "recall-0.5": 0.99697,
     "num_labels": 330
   },
   "shoulder_right": {
     "count": 330,
-    "mean": 0.044319,
-    "median": 0.037218,
-    "std": 0.034218,
-    "sem": 0.001887,
-    "min": 0.004313,
+    "mean": 0.044585,
+    "median": 0.037188,
+    "std": 0.034036,
+    "sem": 0.001876,
+    "min": 0.004312,
     "max": 0.480158,
-    "recall-0.025": 0.233333,
-    "recall-0.05": 0.687879,
-    "recall-0.1": 0.954545,
+    "recall-0.025": 0.221212,
+    "recall-0.05": 0.693939,
+    "recall-0.1": 0.951515,
     "recall-0.15": 0.99697,
     "recall-0.25": 0.99697,
     "recall-0.5": 1.0,
@@ -6089,79 +6106,79 @@ Results of the model in various experiments on different datasets.
   },
   "elbow_left": {
     "count": 329,
-    "mean": 0.048481,
-    "median": 0.038712,
-    "std": 0.033097,
-    "sem": 0.001827,
-    "min": 0.003004,
+    "mean": 0.048714,
+    "median": 0.039751,
+    "std": 0.033532,
+    "sem": 0.001852,
+    "min": 0.005664,
     "max": 0.297929,
-    "recall-0.025": 0.218182,
-    "recall-0.05": 0.642424,
-    "recall-0.1": 0.927273,
-    "recall-0.15": 0.987879,
+    "recall-0.025": 0.233333,
+    "recall-0.05": 0.630303,
+    "recall-0.1": 0.933333,
+    "recall-0.15": 0.984848,
     "recall-0.25": 0.993939,
     "recall-0.5": 0.99697,
     "num_labels": 330
   },
   "elbow_right": {
     "count": 330,
-    "mean": 0.047223,
-    "median": 0.039596,
-    "std": 0.037877,
-    "sem": 0.002088,
-    "min": 0.004914,
-    "max": 0.492122,
-    "recall-0.025": 0.221212,
-    "recall-0.05": 0.660606,
-    "recall-0.1": 0.942424,
-    "recall-0.15": 0.984848,
+    "mean": 0.04666,
+    "median": 0.039808,
+    "std": 0.036519,
+    "sem": 0.002013,
+    "min": 0.004122,
+    "max": 0.492326,
+    "recall-0.025": 0.215152,
+    "recall-0.05": 0.663636,
+    "recall-0.1": 0.951515,
+    "recall-0.15": 0.987879,
     "recall-0.25": 0.99697,
     "recall-0.5": 1.0,
     "num_labels": 330
   },
   "wrist_left": {
     "count": 329,
-    "mean": 0.051291,
-    "median": 0.041442,
-    "std": 0.042288,
-    "sem": 0.002335,
-    "min": 0.004449,
-    "max": 0.424882,
-    "recall-0.025": 0.230303,
-    "recall-0.05": 0.6,
-    "recall-0.1": 0.909091,
-    "recall-0.15": 0.975758,
+    "mean": 0.052116,
+    "median": 0.041533,
+    "std": 0.042712,
+    "sem": 0.002358,
+    "min": 0.00523,
+    "max": 0.427564,
+    "recall-0.025": 0.248485,
+    "recall-0.05": 0.581818,
+    "recall-0.1": 0.906061,
+    "recall-0.15": 0.972727,
     "recall-0.25": 0.987879,
     "recall-0.5": 0.99697,
     "num_labels": 330
   },
   "wrist_right": {
     "count": 330,
-    "mean": 0.053604,
-    "median": 0.046393,
-    "std": 0.037546,
-    "sem": 0.00207,
-    "min": 0.004392,
+    "mean": 0.053122,
+    "median": 0.045521,
+    "std": 0.036726,
+    "sem": 0.002025,
+    "min": 0.003781,
     "max": 0.348793,
-    "recall-0.025": 0.139394,
-    "recall-0.05": 0.563636,
-    "recall-0.1": 0.909091,
-    "recall-0.15": 0.966667,
+    "recall-0.025": 0.160606,
+    "recall-0.05": 0.581818,
+    "recall-0.1": 0.915152,
+    "recall-0.15": 0.975758,
     "recall-0.25": 0.99697,
     "recall-0.5": 1.0,
     "num_labels": 330
   },
   "hip_left": {
     "count": 330,
-    "mean": 0.044183,
-    "median": 0.038068,
-    "std": 0.03422,
-    "sem": 0.001887,
-    "min": 0.005511,
+    "mean": 0.044357,
+    "median": 0.038056,
+    "std": 0.034153,
+    "sem": 0.001883,
+    "min": 0.005615,
     "max": 0.481605,
-    "recall-0.025": 0.239394,
-    "recall-0.05": 0.678788,
-    "recall-0.1": 0.972727,
+    "recall-0.025": 0.248485,
+    "recall-0.05": 0.690909,
+    "recall-0.1": 0.975758,
     "recall-0.15": 0.993939,
     "recall-0.25": 0.99697,
     "recall-0.5": 1.0,
@@ -6169,15 +6186,15 @@ Results of the model in various experiments on different datasets.
   },
   "hip_right": {
     "count": 330,
-    "mean": 0.042642,
-    "median": 0.040013,
-    "std": 0.024685,
-    "sem": 0.001361,
-    "min": 0.004172,
-    "max": 0.272625,
-    "recall-0.025": 0.239394,
-    "recall-0.05": 0.681818,
-    "recall-0.1": 0.984848,
+    "mean": 0.042338,
+    "median": 0.039575,
+    "std": 0.024517,
+    "sem": 0.001352,
+    "min": 0.00294,
+    "max": 0.272672,
+    "recall-0.025": 0.263636,
+    "recall-0.05": 0.675758,
+    "recall-0.1": 0.987879,
     "recall-0.15": 0.99697,
     "recall-0.25": 0.99697,
     "recall-0.5": 1.0,
@@ -6185,14 +6202,14 @@ Results of the model in various experiments on different datasets.
   },
   "knee_left": {
     "count": 330,
-    "mean": 0.034138,
-    "median": 0.030334,
-    "std": 0.021238,
-    "sem": 0.001171,
-    "min": 0.002605,
-    "max": 0.128253,
+    "mean": 0.034267,
+    "median": 0.029894,
+    "std": 0.020986,
+    "sem": 0.001157,
+    "min": 0.003382,
+    "max": 0.128852,
     "recall-0.025": 0.418182,
-    "recall-0.05": 0.821212,
+    "recall-0.05": 0.836364,
     "recall-0.1": 0.987879,
     "recall-0.15": 1.0,
     "recall-0.25": 1.0,
@@ -6201,13 +6218,13 @@ Results of the model in various experiments on different datasets.
   },
   "knee_right": {
     "count": 329,
-    "mean": 0.035864,
-    "median": 0.030501,
-    "std": 0.021677,
-    "sem": 0.001197,
-    "min": 0.004259,
-    "max": 0.12896,
-    "recall-0.025": 0.381818,
+    "mean": 0.035474,
+    "median": 0.030448,
+    "std": 0.021352,
+    "sem": 0.001179,
+    "min": 0.003813,
+    "max": 0.109079,
+    "recall-0.025": 0.384848,
     "recall-0.05": 0.784848,
     "recall-0.1": 0.981818,
     "recall-0.15": 0.99697,
@@ -6217,30 +6234,30 @@ Results of the model in various experiments on different datasets.
   },
   "ankle_left": {
     "count": 330,
-    "mean": 0.034536,
-    "median": 0.027684,
-    "std": 0.024799,
-    "sem": 0.001367,
-    "min": 0.003123,
-    "max": 0.171156,
-    "recall-0.025": 0.442424,
-    "recall-0.05": 0.80303,
-    "recall-0.1": 0.975758,
-    "recall-0.15": 0.99697,
+    "mean": 0.034277,
+    "median": 0.02631,
+    "std": 0.024839,
+    "sem": 0.001369,
+    "min": 0.004054,
+    "max": 0.167704,
+    "recall-0.025": 0.451515,
+    "recall-0.05": 0.79697,
+    "recall-0.1": 0.972727,
+    "recall-0.15": 0.993939,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
     "num_labels": 330
   },
   "ankle_right": {
     "count": 329,
-    "mean": 0.033706,
-    "median": 0.029006,
-    "std": 0.020755,
-    "sem": 0.001146,
-    "min": 0.00172,
-    "max": 0.128362,
+    "mean": 0.033823,
+    "median": 0.030235,
+    "std": 0.020792,
+    "sem": 0.001148,
+    "min": 0.004923,
+    "max": 0.127201,
     "recall-0.025": 0.381818,
-    "recall-0.05": 0.842424,
+    "recall-0.05": 0.839394,
     "recall-0.1": 0.978788,
     "recall-0.15": 0.99697,
     "recall-0.25": 0.99697,
@@ -6249,18 +6266,18 @@ Results of the model in various experiments on different datasets.
   },
   "joint_recalls": {
     "num_labels": 4290,
-    "recall-0.025": 0.2627,
-    "recall-0.05": 0.68671,
-    "recall-0.1": 0.95408,
-    "recall-0.15": 0.99044,
+    "recall-0.025": 0.2697,
+    "recall-0.05": 0.68462,
+    "recall-0.1": 0.95478,
+    "recall-0.15": 0.98951,
     "recall-0.25": 0.99627,
     "recall-0.5": 0.99883
   }
 }
 {
   "total_parts": 4620,
-  "correct_parts": 4587,
-  "pcp": 0.992857
+  "correct_parts": 4582,
+  "pcp": 0.991775
 }
 ```
 
@@ -6268,269 +6285,270 @@ Results of the model in various experiments on different datasets.
 
 ```json
 {
-  "avg_time_2d": 0.09007903262301609,
-  "avg_time_3d": 0.005098295641375017,
-  "avg_fps": 10.506703836255216
+  "img_loading": 0.44553715259105237,
+  "avg_time_2d": 0.05800558425284721,
+  "avg_time_3d": 0.0033270217276908255,
+  "avg_fps": 16.30454118185225
 }
 {
   "person_nums": {
     "total_frames": 121,
     "total_labels": 484,
-    "total_preds": 523,
+    "total_preds": 520,
     "considered_empty": 0,
-    "valid_preds": 482,
-    "invalid_preds": 41,
-    "missing": 2,
-    "invalid_fraction": 0.07839,
-    "precision": 0.92161,
-    "recall": 0.99587,
-    "f1": 0.9573,
-    "non_empty": 523
+    "valid_preds": 481,
+    "invalid_preds": 39,
+    "missing": 3,
+    "invalid_fraction": 0.075,
+    "precision": 0.925,
+    "recall": 0.9938,
+    "f1": 0.95817,
+    "non_empty": 520
   },
   "mpjpe": {
-    "count": 482,
-    "mean": 0.03475,
-    "median": 0.030963,
-    "std": 0.020545,
-    "sem": 0.000937,
-    "min": 0.01466,
-    "max": 0.368354,
-    "recall-0.025": 0.241736,
-    "recall-0.05": 0.902893,
-    "recall-0.1": 0.989669,
-    "recall-0.15": 0.993802,
-    "recall-0.25": 0.993802,
-    "recall-0.5": 0.995868,
+    "count": 481,
+    "mean": 0.034759,
+    "median": 0.03089,
+    "std": 0.023351,
+    "sem": 0.001066,
+    "min": 0.013017,
+    "max": 0.451371,
+    "recall-0.025": 0.243802,
+    "recall-0.05": 0.89876,
+    "recall-0.1": 0.987603,
+    "recall-0.15": 0.991736,
+    "recall-0.25": 0.991736,
+    "recall-0.5": 0.993802,
     "num_labels": 484,
-    "ap-0.025": 0.062343,
-    "ap-0.05": 0.812653,
-    "ap-0.1": 0.966396,
-    "ap-0.15": 0.971074,
-    "ap-0.25": 0.971074,
-    "ap-0.5": 0.977994
+    "ap-0.025": 0.062289,
+    "ap-0.05": 0.809182,
+    "ap-0.1": 0.965422,
+    "ap-0.15": 0.97002,
+    "ap-0.25": 0.97002,
+    "ap-0.5": 0.976888
   },
   "head": {
-    "count": 482,
-    "mean": 0.033664,
-    "median": 0.028392,
-    "std": 0.020491,
-    "sem": 0.000934,
-    "min": 0.002498,
-    "max": 0.107228,
+    "count": 481,
+    "mean": 0.033998,
+    "median": 0.028155,
+    "std": 0.021372,
+    "sem": 0.000975,
+    "min": 0.001252,
+    "max": 0.122411,
     "recall-0.025": 0.433884,
-    "recall-0.05": 0.78719,
-    "recall-0.1": 0.987603,
-    "recall-0.15": 0.995868,
-    "recall-0.25": 0.995868,
-    "recall-0.5": 0.995868,
+    "recall-0.05": 0.77686,
+    "recall-0.1": 0.981405,
+    "recall-0.15": 0.993802,
+    "recall-0.25": 0.993802,
+    "recall-0.5": 0.993802,
     "num_labels": 484
   },
   "shoulder_left": {
-    "count": 482,
-    "mean": 0.034837,
-    "median": 0.030613,
-    "std": 0.018747,
-    "sem": 0.000855,
-    "min": 0.005812,
-    "max": 0.109419,
-    "recall-0.025": 0.357438,
-    "recall-0.05": 0.791322,
+    "count": 481,
+    "mean": 0.034431,
+    "median": 0.030282,
+    "std": 0.018907,
+    "sem": 0.000863,
+    "min": 0.003665,
+    "max": 0.112985,
+    "recall-0.025": 0.376033,
+    "recall-0.05": 0.793388,
     "recall-0.1": 0.985537,
-    "recall-0.15": 0.995868,
-    "recall-0.25": 0.995868,
-    "recall-0.5": 0.995868,
+    "recall-0.15": 0.993802,
+    "recall-0.25": 0.993802,
+    "recall-0.5": 0.993802,
     "num_labels": 484
   },
   "shoulder_right": {
-    "count": 482,
-    "mean": 0.034559,
-    "median": 0.030309,
-    "std": 0.021956,
-    "sem": 0.001001,
-    "min": 0.002815,
-    "max": 0.17224,
-    "recall-0.025": 0.386364,
-    "recall-0.05": 0.793388,
-    "recall-0.1": 0.979339,
-    "recall-0.15": 0.991736,
-    "recall-0.25": 0.995868,
-    "recall-0.5": 0.995868,
+    "count": 481,
+    "mean": 0.03462,
+    "median": 0.030867,
+    "std": 0.021896,
+    "sem": 0.000999,
+    "min": 0.002155,
+    "max": 0.162133,
+    "recall-0.025": 0.373967,
+    "recall-0.05": 0.801653,
+    "recall-0.1": 0.977273,
+    "recall-0.15": 0.989669,
+    "recall-0.25": 0.993802,
+    "recall-0.5": 0.993802,
     "num_labels": 484
   },
   "elbow_left": {
-    "count": 482,
-    "mean": 0.035854,
-    "median": 0.031422,
-    "std": 0.02381,
-    "sem": 0.001086,
-    "min": 0.002872,
-    "max": 0.272109,
-    "recall-0.025": 0.353306,
-    "recall-0.05": 0.834711,
-    "recall-0.1": 0.977273,
-    "recall-0.15": 0.993802,
-    "recall-0.25": 0.993802,
-    "recall-0.5": 0.995868,
-    "num_labels": 484
-  },
-  "elbow_right": {
     "count": 481,
-    "mean": 0.038432,
-    "median": 0.032114,
-    "std": 0.032718,
-    "sem": 0.001493,
-    "min": 0.003564,
-    "max": 0.364307,
-    "recall-0.025": 0.378099,
-    "recall-0.05": 0.780992,
-    "recall-0.1": 0.964876,
-    "recall-0.15": 0.981405,
-    "recall-0.25": 0.987603,
-    "recall-0.5": 0.993802,
-    "num_labels": 484
-  },
-  "wrist_left": {
-    "count": 481,
-    "mean": 0.042373,
-    "median": 0.035384,
-    "std": 0.029776,
-    "sem": 0.001359,
-    "min": 0.003307,
-    "max": 0.226649,
-    "recall-0.025": 0.283058,
-    "recall-0.05": 0.719008,
-    "recall-0.1": 0.946281,
-    "recall-0.15": 0.983471,
-    "recall-0.25": 0.993802,
-    "recall-0.5": 0.993802,
-    "num_labels": 484
-  },
-  "wrist_right": {
-    "count": 480,
-    "mean": 0.042498,
-    "median": 0.032931,
-    "std": 0.035624,
-    "sem": 0.001628,
-    "min": 0.004798,
-    "max": 0.404334,
-    "recall-0.025": 0.293388,
-    "recall-0.05": 0.729339,
-    "recall-0.1": 0.948347,
-    "recall-0.15": 0.977273,
-    "recall-0.25": 0.987603,
-    "recall-0.5": 0.991736,
-    "num_labels": 484
-  },
-  "hip_left": {
-    "count": 482,
-    "mean": 0.037141,
-    "median": 0.033639,
-    "std": 0.019958,
-    "sem": 0.00091,
-    "min": 0.003362,
-    "max": 0.168991,
-    "recall-0.025": 0.28719,
-    "recall-0.05": 0.780992,
-    "recall-0.1": 0.989669,
-    "recall-0.15": 0.993802,
-    "recall-0.25": 0.995868,
-    "recall-0.5": 0.995868,
-    "num_labels": 484
-  },
-  "hip_right": {
-    "count": 482,
-    "mean": 0.042536,
-    "median": 0.03524,
-    "std": 0.027635,
-    "sem": 0.00126,
-    "min": 0.005179,
-    "max": 0.224822,
-    "recall-0.025": 0.274793,
-    "recall-0.05": 0.72314,
-    "recall-0.1": 0.942149,
-    "recall-0.15": 0.993802,
-    "recall-0.25": 0.995868,
-    "recall-0.5": 0.995868,
-    "num_labels": 484
-  },
-  "knee_left": {
-    "count": 481,
-    "mean": 0.023509,
-    "median": 0.020528,
-    "std": 0.014407,
-    "sem": 0.000658,
-    "min": 0.001284,
-    "max": 0.125526,
-    "recall-0.025": 0.628099,
-    "recall-0.05": 0.93595,
-    "recall-0.1": 0.991736,
-    "recall-0.15": 0.993802,
-    "recall-0.25": 0.993802,
-    "recall-0.5": 0.993802,
-    "num_labels": 484
-  },
-  "knee_right": {
-    "count": 481,
-    "mean": 0.026612,
-    "median": 0.021565,
-    "std": 0.017766,
-    "sem": 0.000811,
-    "min": 0.001499,
-    "max": 0.138939,
-    "recall-0.025": 0.572314,
-    "recall-0.05": 0.89876,
-    "recall-0.1": 0.983471,
-    "recall-0.15": 0.993802,
-    "recall-0.25": 0.993802,
-    "recall-0.5": 0.993802,
-    "num_labels": 484
-  },
-  "ankle_left": {
-    "count": 482,
-    "mean": 0.023658,
-    "median": 0.019326,
-    "std": 0.018667,
-    "sem": 0.000851,
-    "min": 0.001836,
-    "max": 0.211379,
-    "recall-0.025": 0.663223,
-    "recall-0.05": 0.956612,
-    "recall-0.1": 0.987603,
-    "recall-0.15": 0.989669,
-    "recall-0.25": 0.995868,
-    "recall-0.5": 0.995868,
-    "num_labels": 484
-  },
-  "ankle_right": {
-    "count": 481,
-    "mean": 0.025205,
-    "median": 0.020694,
-    "std": 0.020556,
-    "sem": 0.000938,
-    "min": 0.002377,
-    "max": 0.314326,
-    "recall-0.025": 0.63843,
-    "recall-0.05": 0.911157,
-    "recall-0.1": 0.991736,
+    "mean": 0.035617,
+    "median": 0.031009,
+    "std": 0.023468,
+    "sem": 0.001071,
+    "min": 0.002675,
+    "max": 0.266279,
+    "recall-0.025": 0.363636,
+    "recall-0.05": 0.811983,
+    "recall-0.1": 0.975207,
     "recall-0.15": 0.991736,
     "recall-0.25": 0.991736,
     "recall-0.5": 0.993802,
     "num_labels": 484
   },
+  "elbow_right": {
+    "count": 481,
+    "mean": 0.038443,
+    "median": 0.031099,
+    "std": 0.036212,
+    "sem": 0.001653,
+    "min": 0.004715,
+    "max": 0.44936,
+    "recall-0.025": 0.382231,
+    "recall-0.05": 0.795455,
+    "recall-0.1": 0.960744,
+    "recall-0.15": 0.979339,
+    "recall-0.25": 0.989669,
+    "recall-0.5": 0.993802,
+    "num_labels": 484
+  },
+  "wrist_left": {
+    "count": 480,
+    "mean": 0.042001,
+    "median": 0.034797,
+    "std": 0.02973,
+    "sem": 0.001358,
+    "min": 0.001961,
+    "max": 0.228793,
+    "recall-0.025": 0.28719,
+    "recall-0.05": 0.727273,
+    "recall-0.1": 0.944215,
+    "recall-0.15": 0.981405,
+    "recall-0.25": 0.991736,
+    "recall-0.5": 0.991736,
+    "num_labels": 484
+  },
+  "wrist_right": {
+    "count": 480,
+    "mean": 0.043492,
+    "median": 0.033949,
+    "std": 0.040313,
+    "sem": 0.001842,
+    "min": 0.003705,
+    "max": 0.447233,
+    "recall-0.025": 0.309917,
+    "recall-0.05": 0.721074,
+    "recall-0.1": 0.942149,
+    "recall-0.15": 0.97314,
+    "recall-0.25": 0.985537,
+    "recall-0.5": 0.991736,
+    "num_labels": 484
+  },
+  "hip_left": {
+    "count": 481,
+    "mean": 0.037177,
+    "median": 0.032733,
+    "std": 0.020475,
+    "sem": 0.000935,
+    "min": 0.00343,
+    "max": 0.180868,
+    "recall-0.025": 0.299587,
+    "recall-0.05": 0.780992,
+    "recall-0.1": 0.989669,
+    "recall-0.15": 0.991736,
+    "recall-0.25": 0.993802,
+    "recall-0.5": 0.993802,
+    "num_labels": 484
+  },
+  "hip_right": {
+    "count": 481,
+    "mean": 0.042934,
+    "median": 0.034432,
+    "std": 0.028939,
+    "sem": 0.001321,
+    "min": 0.004528,
+    "max": 0.24836,
+    "recall-0.025": 0.272727,
+    "recall-0.05": 0.71281,
+    "recall-0.1": 0.929752,
+    "recall-0.15": 0.991736,
+    "recall-0.25": 0.993802,
+    "recall-0.5": 0.993802,
+    "num_labels": 484
+  },
+  "knee_left": {
+    "count": 480,
+    "mean": 0.023561,
+    "median": 0.020356,
+    "std": 0.014327,
+    "sem": 0.000655,
+    "min": 0.00137,
+    "max": 0.118864,
+    "recall-0.025": 0.623967,
+    "recall-0.05": 0.92562,
+    "recall-0.1": 0.989669,
+    "recall-0.15": 0.991736,
+    "recall-0.25": 0.991736,
+    "recall-0.5": 0.991736,
+    "num_labels": 484
+  },
+  "knee_right": {
+    "count": 480,
+    "mean": 0.026504,
+    "median": 0.021974,
+    "std": 0.018036,
+    "sem": 0.000824,
+    "min": 0.001679,
+    "max": 0.140837,
+    "recall-0.025": 0.582645,
+    "recall-0.05": 0.894628,
+    "recall-0.1": 0.979339,
+    "recall-0.15": 0.991736,
+    "recall-0.25": 0.991736,
+    "recall-0.5": 0.991736,
+    "num_labels": 484
+  },
+  "ankle_left": {
+    "count": 480,
+    "mean": 0.023299,
+    "median": 0.019345,
+    "std": 0.017265,
+    "sem": 0.000789,
+    "min": 0.002519,
+    "max": 0.246773,
+    "recall-0.025": 0.677686,
+    "recall-0.05": 0.948347,
+    "recall-0.1": 0.987603,
+    "recall-0.15": 0.989669,
+    "recall-0.25": 0.991736,
+    "recall-0.5": 0.991736,
+    "num_labels": 484
+  },
+  "ankle_right": {
+    "count": 480,
+    "mean": 0.024458,
+    "median": 0.020204,
+    "std": 0.015961,
+    "sem": 0.000729,
+    "min": 0.002284,
+    "max": 0.117153,
+    "recall-0.025": 0.642562,
+    "recall-0.05": 0.907025,
+    "recall-0.1": 0.989669,
+    "recall-0.15": 0.991736,
+    "recall-0.25": 0.991736,
+    "recall-0.5": 0.991736,
+    "num_labels": 484
+  },
   "joint_recalls": {
     "num_labels": 6292,
-    "recall-0.025": 0.42546,
-    "recall-0.05": 0.81739,
-    "recall-0.1": 0.97394,
-    "recall-0.15": 0.99015,
-    "recall-0.25": 0.99332,
-    "recall-0.5": 0.99476
+    "recall-0.025": 0.43166,
+    "recall-0.05": 0.81437,
+    "recall-0.1": 0.97076,
+    "recall-0.15": 0.98808,
+    "recall-0.25": 0.99158,
+    "recall-0.5": 0.99285
   }
 }
 {
   "total_parts": 6776,
-  "correct_parts": 6722,
-  "pcp": 0.992031
+  "correct_parts": 6708,
+  "pcp": 0.989965
 }
 ```
 
@@ -6538,269 +6556,270 @@ Results of the model in various experiments on different datasets.
 
 ```json
 {
-  "avg_time_2d": 0.06544327046829841,
-  "avg_time_3d": 0.0028696142869188606,
-  "avg_fps": 14.638526883812016
+  "img_loading": 0.4311224242855359,
+  "avg_time_2d": 0.05043543418707875,
+  "avg_time_3d": 0.0028914909142290237,
+  "avg_fps": 18.75225316479904
 }
 {
   "person_nums": {
     "total_frames": 183,
     "total_labels": 732,
-    "total_preds": 742,
+    "total_preds": 778,
     "considered_empty": 0,
-    "valid_preds": 729,
-    "invalid_preds": 13,
-    "missing": 3,
-    "invalid_fraction": 0.01752,
-    "precision": 0.98248,
-    "recall": 0.9959,
-    "f1": 0.98915,
-    "non_empty": 742
+    "valid_preds": 731,
+    "invalid_preds": 47,
+    "missing": 1,
+    "invalid_fraction": 0.06041,
+    "precision": 0.93959,
+    "recall": 0.99863,
+    "f1": 0.96821,
+    "non_empty": 778
   },
   "mpjpe": {
-    "count": 729,
-    "mean": 0.02743,
-    "median": 0.026034,
-    "std": 0.00798,
-    "sem": 0.000296,
-    "min": 0.012097,
-    "max": 0.078647,
-    "recall-0.025": 0.43306,
-    "recall-0.05": 0.976776,
-    "recall-0.1": 0.995902,
-    "recall-0.15": 0.995902,
-    "recall-0.25": 0.995902,
-    "recall-0.5": 0.995902,
+    "count": 731,
+    "mean": 0.028375,
+    "median": 0.026921,
+    "std": 0.008531,
+    "sem": 0.000316,
+    "min": 0.010555,
+    "max": 0.077476,
+    "recall-0.025": 0.382514,
+    "recall-0.05": 0.972678,
+    "recall-0.1": 0.998634,
+    "recall-0.15": 0.998634,
+    "recall-0.25": 0.998634,
+    "recall-0.5": 0.998634,
     "num_labels": 732,
-    "ap-0.025": 0.210169,
-    "ap-0.05": 0.960342,
-    "ap-0.1": 0.995902,
-    "ap-0.15": 0.995902,
-    "ap-0.25": 0.995902,
-    "ap-0.5": 0.995902
+    "ap-0.025": 0.165817,
+    "ap-0.05": 0.948662,
+    "ap-0.1": 0.998531,
+    "ap-0.15": 0.998531,
+    "ap-0.25": 0.998531,
+    "ap-0.5": 0.998531
   },
   "head": {
-    "count": 729,
-    "mean": 0.031712,
-    "median": 0.025951,
-    "std": 0.023084,
-    "sem": 0.000856,
-    "min": 0.000911,
-    "max": 0.213568,
-    "recall-0.025": 0.467213,
-    "recall-0.05": 0.840164,
-    "recall-0.1": 0.979508,
-    "recall-0.15": 0.991803,
-    "recall-0.25": 0.995902,
-    "recall-0.5": 0.995902,
+    "count": 731,
+    "mean": 0.032136,
+    "median": 0.026718,
+    "std": 0.021984,
+    "sem": 0.000814,
+    "min": 0.001154,
+    "max": 0.192489,
+    "recall-0.025": 0.465847,
+    "recall-0.05": 0.830601,
+    "recall-0.1": 0.983607,
+    "recall-0.15": 0.995902,
+    "recall-0.25": 0.998634,
+    "recall-0.5": 0.998634,
     "num_labels": 732
   },
   "shoulder_left": {
-    "count": 729,
-    "mean": 0.035599,
-    "median": 0.03057,
-    "std": 0.021125,
-    "sem": 0.000783,
-    "min": 0.003008,
-    "max": 0.156968,
-    "recall-0.025": 0.329235,
-    "recall-0.05": 0.830601,
-    "recall-0.1": 0.969945,
-    "recall-0.15": 0.994536,
-    "recall-0.25": 0.995902,
-    "recall-0.5": 0.995902,
+    "count": 731,
+    "mean": 0.036142,
+    "median": 0.031195,
+    "std": 0.021262,
+    "sem": 0.000787,
+    "min": 0.001523,
+    "max": 0.160368,
+    "recall-0.025": 0.32377,
+    "recall-0.05": 0.815574,
+    "recall-0.1": 0.974044,
+    "recall-0.15": 0.997268,
+    "recall-0.25": 0.998634,
+    "recall-0.5": 0.998634,
     "num_labels": 732
   },
   "shoulder_right": {
-    "count": 729,
-    "mean": 0.028876,
-    "median": 0.02443,
-    "std": 0.018415,
-    "sem": 0.000682,
-    "min": 0.002113,
-    "max": 0.174751,
-    "recall-0.025": 0.51776,
-    "recall-0.05": 0.896175,
-    "recall-0.1": 0.989071,
-    "recall-0.15": 0.994536,
-    "recall-0.25": 0.995902,
-    "recall-0.5": 0.995902,
+    "count": 731,
+    "mean": 0.030172,
+    "median": 0.025994,
+    "std": 0.018502,
+    "sem": 0.000685,
+    "min": 0.002255,
+    "max": 0.158017,
+    "recall-0.025": 0.486339,
+    "recall-0.05": 0.879781,
+    "recall-0.1": 0.991803,
+    "recall-0.15": 0.997268,
+    "recall-0.25": 0.998634,
+    "recall-0.5": 0.998634,
     "num_labels": 732
   },
   "elbow_left": {
-    "count": 729,
-    "mean": 0.026572,
-    "median": 0.022611,
-    "std": 0.017068,
-    "sem": 0.000633,
-    "min": 0.001694,
-    "max": 0.157654,
-    "recall-0.025": 0.577869,
-    "recall-0.05": 0.909836,
-    "recall-0.1": 0.991803,
-    "recall-0.15": 0.994536,
-    "recall-0.25": 0.995902,
-    "recall-0.5": 0.995902,
+    "count": 731,
+    "mean": 0.027326,
+    "median": 0.02298,
+    "std": 0.017724,
+    "sem": 0.000656,
+    "min": 0.001463,
+    "max": 0.15734,
+    "recall-0.025": 0.558743,
+    "recall-0.05": 0.912568,
+    "recall-0.1": 0.993169,
+    "recall-0.15": 0.997268,
+    "recall-0.25": 0.998634,
+    "recall-0.5": 0.998634,
     "num_labels": 732
   },
   "elbow_right": {
-    "count": 729,
-    "mean": 0.025012,
-    "median": 0.02006,
-    "std": 0.017218,
-    "sem": 0.000638,
-    "min": 0.002363,
-    "max": 0.131751,
-    "recall-0.025": 0.644809,
-    "recall-0.05": 0.904372,
-    "recall-0.1": 0.990437,
-    "recall-0.15": 0.995902,
-    "recall-0.25": 0.995902,
-    "recall-0.5": 0.995902,
+    "count": 731,
+    "mean": 0.026518,
+    "median": 0.021664,
+    "std": 0.018137,
+    "sem": 0.000671,
+    "min": 0.003216,
+    "max": 0.13045,
+    "recall-0.025": 0.603825,
+    "recall-0.05": 0.88388,
+    "recall-0.1": 0.994536,
+    "recall-0.15": 0.998634,
+    "recall-0.25": 0.998634,
+    "recall-0.5": 0.998634,
     "num_labels": 732
   },
   "wrist_left": {
-    "count": 729,
-    "mean": 0.03047,
-    "median": 0.024918,
-    "std": 0.022484,
-    "sem": 0.000833,
-    "min": 0.001889,
-    "max": 0.234259,
-    "recall-0.025": 0.504098,
-    "recall-0.05": 0.868852,
-    "recall-0.1": 0.979508,
-    "recall-0.15": 0.993169,
-    "recall-0.25": 0.995902,
-    "recall-0.5": 0.995902,
+    "count": 731,
+    "mean": 0.03122,
+    "median": 0.025924,
+    "std": 0.022608,
+    "sem": 0.000837,
+    "min": 0.001212,
+    "max": 0.200124,
+    "recall-0.025": 0.468579,
+    "recall-0.05": 0.860656,
+    "recall-0.1": 0.98224,
+    "recall-0.15": 0.994536,
+    "recall-0.25": 0.998634,
+    "recall-0.5": 0.998634,
     "num_labels": 732
   },
   "wrist_right": {
-    "count": 729,
-    "mean": 0.030171,
-    "median": 0.024392,
-    "std": 0.023154,
-    "sem": 0.000858,
-    "min": 0.001391,
-    "max": 0.24946,
-    "recall-0.025": 0.512295,
-    "recall-0.05": 0.894809,
-    "recall-0.1": 0.978142,
-    "recall-0.15": 0.990437,
-    "recall-0.25": 0.995902,
-    "recall-0.5": 0.995902,
+    "count": 731,
+    "mean": 0.031709,
+    "median": 0.026478,
+    "std": 0.022642,
+    "sem": 0.000838,
+    "min": 0.000932,
+    "max": 0.250222,
+    "recall-0.025": 0.464481,
+    "recall-0.05": 0.867486,
+    "recall-0.1": 0.980874,
+    "recall-0.15": 0.994536,
+    "recall-0.25": 0.997268,
+    "recall-0.5": 0.998634,
     "num_labels": 732
   },
   "hip_left": {
-    "count": 729,
-    "mean": 0.029121,
-    "median": 0.026385,
-    "std": 0.015204,
-    "sem": 0.000563,
-    "min": 0.00251,
-    "max": 0.09251,
-    "recall-0.025": 0.460383,
-    "recall-0.05": 0.901639,
-    "recall-0.1": 0.995902,
-    "recall-0.15": 0.995902,
-    "recall-0.25": 0.995902,
-    "recall-0.5": 0.995902,
+    "count": 731,
+    "mean": 0.030022,
+    "median": 0.026284,
+    "std": 0.015478,
+    "sem": 0.000573,
+    "min": 0.001958,
+    "max": 0.102784,
+    "recall-0.025": 0.441257,
+    "recall-0.05": 0.894809,
+    "recall-0.1": 0.997268,
+    "recall-0.15": 0.998634,
+    "recall-0.25": 0.998634,
+    "recall-0.5": 0.998634,
     "num_labels": 732
   },
   "hip_right": {
-    "count": 729,
-    "mean": 0.028751,
-    "median": 0.026506,
-    "std": 0.015338,
-    "sem": 0.000568,
-    "min": 0.001462,
-    "max": 0.133708,
-    "recall-0.025": 0.442623,
-    "recall-0.05": 0.911202,
-    "recall-0.1": 0.991803,
-    "recall-0.15": 0.995902,
-    "recall-0.25": 0.995902,
-    "recall-0.5": 0.995902,
+    "count": 731,
+    "mean": 0.029884,
+    "median": 0.02722,
+    "std": 0.015541,
+    "sem": 0.000575,
+    "min": 0.001814,
+    "max": 0.127786,
+    "recall-0.025": 0.435792,
+    "recall-0.05": 0.894809,
+    "recall-0.1": 0.995902,
+    "recall-0.15": 0.998634,
+    "recall-0.25": 0.998634,
+    "recall-0.5": 0.998634,
     "num_labels": 732
   },
   "knee_left": {
-    "count": 729,
-    "mean": 0.019508,
-    "median": 0.018288,
-    "std": 0.00943,
-    "sem": 0.00035,
-    "min": 0.000645,
-    "max": 0.068412,
-    "recall-0.025": 0.765027,
-    "recall-0.05": 0.983607,
-    "recall-0.1": 0.995902,
-    "recall-0.15": 0.995902,
-    "recall-0.25": 0.995902,
-    "recall-0.5": 0.995902,
+    "count": 731,
+    "mean": 0.020016,
+    "median": 0.018453,
+    "std": 0.009846,
+    "sem": 0.000364,
+    "min": 0.002455,
+    "max": 0.070582,
+    "recall-0.025": 0.745902,
+    "recall-0.05": 0.986339,
+    "recall-0.1": 0.998634,
+    "recall-0.15": 0.998634,
+    "recall-0.25": 0.998634,
+    "recall-0.5": 0.998634,
     "num_labels": 732
   },
   "knee_right": {
-    "count": 729,
-    "mean": 0.022728,
-    "median": 0.020933,
-    "std": 0.011838,
-    "sem": 0.000439,
-    "min": 0.00155,
-    "max": 0.090798,
-    "recall-0.025": 0.657104,
-    "recall-0.05": 0.967213,
-    "recall-0.1": 0.995902,
-    "recall-0.15": 0.995902,
-    "recall-0.25": 0.995902,
-    "recall-0.5": 0.995902,
+    "count": 731,
+    "mean": 0.023762,
+    "median": 0.021864,
+    "std": 0.012415,
+    "sem": 0.000459,
+    "min": 0.002299,
+    "max": 0.105891,
+    "recall-0.025": 0.606557,
+    "recall-0.05": 0.960383,
+    "recall-0.1": 0.997268,
+    "recall-0.15": 0.998634,
+    "recall-0.25": 0.998634,
+    "recall-0.5": 0.998634,
     "num_labels": 732
   },
   "ankle_left": {
-    "count": 729,
-    "mean": 0.022895,
-    "median": 0.021701,
-    "std": 0.010938,
-    "sem": 0.000405,
-    "min": 0.00099,
-    "max": 0.093058,
-    "recall-0.025": 0.631148,
-    "recall-0.05": 0.971311,
-    "recall-0.1": 0.995902,
-    "recall-0.15": 0.995902,
-    "recall-0.25": 0.995902,
-    "recall-0.5": 0.995902,
+    "count": 731,
+    "mean": 0.024101,
+    "median": 0.02261,
+    "std": 0.012047,
+    "sem": 0.000446,
+    "min": 0.002694,
+    "max": 0.097153,
+    "recall-0.025": 0.587432,
+    "recall-0.05": 0.967213,
+    "recall-0.1": 0.998634,
+    "recall-0.15": 0.998634,
+    "recall-0.25": 0.998634,
+    "recall-0.5": 0.998634,
     "num_labels": 732
   },
   "ankle_right": {
-    "count": 729,
-    "mean": 0.02517,
-    "median": 0.023714,
-    "std": 0.011932,
-    "sem": 0.000442,
-    "min": 0.002256,
-    "max": 0.108244,
-    "recall-0.025": 0.543716,
-    "recall-0.05": 0.961749,
-    "recall-0.1": 0.994536,
-    "recall-0.15": 0.995902,
-    "recall-0.25": 0.995902,
-    "recall-0.5": 0.995902,
+    "count": 731,
+    "mean": 0.025867,
+    "median": 0.024513,
+    "std": 0.012665,
+    "sem": 0.000469,
+    "min": 0.002228,
+    "max": 0.093989,
+    "recall-0.025": 0.521858,
+    "recall-0.05": 0.956284,
+    "recall-0.1": 0.998634,
+    "recall-0.15": 0.998634,
+    "recall-0.25": 0.998634,
+    "recall-0.5": 0.998634,
     "num_labels": 732
   },
   "joint_recalls": {
     "num_labels": 9516,
-    "recall-0.025": 0.54214,
-    "recall-0.05": 0.91015,
-    "recall-0.1": 0.98749,
-    "recall-0.15": 0.99433,
-    "recall-0.25": 0.9959,
-    "recall-0.5": 0.9959
+    "recall-0.025": 0.51555,
+    "recall-0.05": 0.90017,
+    "recall-0.1": 0.99086,
+    "recall-0.15": 0.99748,
+    "recall-0.25": 0.99853,
+    "recall-0.5": 0.99863
   }
 }
 {
   "total_parts": 10248,
-  "correct_parts": 10194,
-  "pcp": 0.994731
+  "correct_parts": 10227,
+  "pcp": 0.997951
 }
 ```
 
@@ -6808,9 +6827,10 @@ Results of the model in various experiments on different datasets.
 
 ```json
 {
-  "avg_time_2d": 0.06536485716613413,
-  "avg_time_3d": 0.0028059914795278804,
-  "avg_fps": 14.669026715477658
+  "img_loading": 0.6606097068005835,
+  "avg_time_2d": 0.06163697772555881,
+  "avg_time_3d": 0.00240840270505314,
+  "avg_fps": 15.613928643665723
 }
 {
   "person_nums": {
@@ -6829,21 +6849,21 @@ Results of the model in various experiments on different datasets.
   },
   "mpjpe": {
     "count": 362,
-    "mean": 0.02557,
-    "median": 0.023909,
-    "std": 0.009532,
-    "sem": 0.000502,
-    "min": 0.014679,
-    "max": 0.132619,
-    "recall-0.025": 0.616022,
-    "recall-0.05": 0.977901,
+    "mean": 0.025628,
+    "median": 0.024117,
+    "std": 0.009588,
+    "sem": 0.000505,
+    "min": 0.013981,
+    "max": 0.131115,
+    "recall-0.025": 0.588398,
+    "recall-0.05": 0.980663,
     "recall-0.1": 0.997238,
     "recall-0.15": 1.0,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
     "num_labels": 362,
-    "ap-0.025": 0.455631,
-    "ap-0.05": 0.975503,
+    "ap-0.025": 0.418845,
+    "ap-0.05": 0.978155,
     "ap-0.1": 0.997184,
     "ap-0.15": 1.0,
     "ap-0.25": 1.0,
@@ -6851,14 +6871,14 @@ Results of the model in various experiments on different datasets.
   },
   "head": {
     "count": 362,
-    "mean": 0.038431,
-    "median": 0.038664,
-    "std": 0.014854,
-    "sem": 0.000782,
-    "min": 0.005309,
-    "max": 0.137357,
+    "mean": 0.038472,
+    "median": 0.037725,
+    "std": 0.014629,
+    "sem": 0.00077,
+    "min": 0.004845,
+    "max": 0.13214,
     "recall-0.025": 0.168508,
-    "recall-0.05": 0.831492,
+    "recall-0.05": 0.820442,
     "recall-0.1": 0.997238,
     "recall-0.15": 1.0,
     "recall-0.25": 1.0,
@@ -6867,30 +6887,30 @@ Results of the model in various experiments on different datasets.
   },
   "shoulder_left": {
     "count": 362,
-    "mean": 0.026983,
-    "median": 0.02263,
-    "std": 0.015206,
-    "sem": 0.0008,
-    "min": 0.00387,
-    "max": 0.126938,
-    "recall-0.025": 0.58011,
-    "recall-0.05": 0.917127,
+    "mean": 0.027359,
+    "median": 0.02335,
+    "std": 0.017146,
+    "sem": 0.000902,
+    "min": 0.003874,
+    "max": 0.205663,
+    "recall-0.025": 0.546961,
+    "recall-0.05": 0.925414,
     "recall-0.1": 0.997238,
-    "recall-0.15": 1.0,
+    "recall-0.15": 0.997238,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
     "num_labels": 362
   },
   "shoulder_right": {
     "count": 362,
-    "mean": 0.034054,
-    "median": 0.031876,
-    "std": 0.015398,
-    "sem": 0.00081,
-    "min": 0.004182,
-    "max": 0.141592,
-    "recall-0.025": 0.273481,
-    "recall-0.05": 0.881215,
+    "mean": 0.034435,
+    "median": 0.032006,
+    "std": 0.015656,
+    "sem": 0.000824,
+    "min": 0.006446,
+    "max": 0.14459,
+    "recall-0.025": 0.251381,
+    "recall-0.05": 0.872928,
     "recall-0.1": 0.994475,
     "recall-0.15": 1.0,
     "recall-0.25": 1.0,
@@ -6899,46 +6919,46 @@ Results of the model in various experiments on different datasets.
   },
   "elbow_left": {
     "count": 362,
-    "mean": 0.020792,
-    "median": 0.016891,
-    "std": 0.015473,
-    "sem": 0.000814,
-    "min": 0.002343,
-    "max": 0.158617,
-    "recall-0.025": 0.751381,
-    "recall-0.05": 0.953039,
-    "recall-0.1": 0.997238,
-    "recall-0.15": 0.997238,
+    "mean": 0.020715,
+    "median": 0.017045,
+    "std": 0.015227,
+    "sem": 0.000801,
+    "min": 0.001981,
+    "max": 0.129145,
+    "recall-0.025": 0.748619,
+    "recall-0.05": 0.950276,
+    "recall-0.1": 0.994475,
+    "recall-0.15": 1.0,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
     "num_labels": 362
   },
   "elbow_right": {
     "count": 362,
-    "mean": 0.024753,
-    "median": 0.020827,
-    "std": 0.020256,
-    "sem": 0.001066,
-    "min": 0.002198,
-    "max": 0.20548,
-    "recall-0.025": 0.643646,
-    "recall-0.05": 0.950276,
-    "recall-0.1": 0.986188,
-    "recall-0.15": 0.994475,
+    "mean": 0.024957,
+    "median": 0.020567,
+    "std": 0.019737,
+    "sem": 0.001039,
+    "min": 0.002462,
+    "max": 0.168376,
+    "recall-0.025": 0.646409,
+    "recall-0.05": 0.939227,
+    "recall-0.1": 0.983425,
+    "recall-0.15": 0.997238,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
     "num_labels": 362
   },
   "wrist_left": {
     "count": 362,
-    "mean": 0.024482,
-    "median": 0.021036,
-    "std": 0.015509,
-    "sem": 0.000816,
-    "min": 0.002882,
-    "max": 0.120801,
-    "recall-0.025": 0.60221,
-    "recall-0.05": 0.941989,
+    "mean": 0.02462,
+    "median": 0.022084,
+    "std": 0.015491,
+    "sem": 0.000815,
+    "min": 0.002166,
+    "max": 0.129272,
+    "recall-0.025": 0.588398,
+    "recall-0.05": 0.944751,
     "recall-0.1": 0.997238,
     "recall-0.15": 1.0,
     "recall-0.25": 1.0,
@@ -6947,15 +6967,15 @@ Results of the model in various experiments on different datasets.
   },
   "wrist_right": {
     "count": 362,
-    "mean": 0.030548,
-    "median": 0.023797,
-    "std": 0.027228,
-    "sem": 0.001433,
-    "min": 0.003852,
-    "max": 0.29761,
-    "recall-0.025": 0.530387,
-    "recall-0.05": 0.867403,
-    "recall-0.1": 0.986188,
+    "mean": 0.030253,
+    "median": 0.023575,
+    "std": 0.028573,
+    "sem": 0.001504,
+    "min": 0.001456,
+    "max": 0.304691,
+    "recall-0.025": 0.535912,
+    "recall-0.05": 0.864641,
+    "recall-0.1": 0.983425,
     "recall-0.15": 0.994475,
     "recall-0.25": 0.994475,
     "recall-0.5": 1.0,
@@ -6963,14 +6983,14 @@ Results of the model in various experiments on different datasets.
   },
   "hip_left": {
     "count": 362,
-    "mean": 0.026399,
-    "median": 0.023668,
-    "std": 0.015079,
-    "sem": 0.000794,
-    "min": 0.002841,
-    "max": 0.157722,
-    "recall-0.025": 0.524862,
-    "recall-0.05": 0.955801,
+    "mean": 0.026354,
+    "median": 0.023315,
+    "std": 0.01518,
+    "sem": 0.000799,
+    "min": 0.002699,
+    "max": 0.15654,
+    "recall-0.025": 0.549724,
+    "recall-0.05": 0.953039,
     "recall-0.1": 0.997238,
     "recall-0.15": 0.997238,
     "recall-0.25": 1.0,
@@ -6979,14 +6999,14 @@ Results of the model in various experiments on different datasets.
   },
   "hip_right": {
     "count": 362,
-    "mean": 0.028132,
-    "median": 0.026271,
-    "std": 0.0167,
-    "sem": 0.000879,
-    "min": 0.00458,
-    "max": 0.218165,
-    "recall-0.025": 0.453039,
-    "recall-0.05": 0.925414,
+    "mean": 0.028051,
+    "median": 0.025509,
+    "std": 0.016384,
+    "sem": 0.000862,
+    "min": 0.002476,
+    "max": 0.215051,
+    "recall-0.025": 0.461326,
+    "recall-0.05": 0.939227,
     "recall-0.1": 0.997238,
     "recall-0.15": 0.997238,
     "recall-0.25": 1.0,
@@ -6995,13 +7015,13 @@ Results of the model in various experiments on different datasets.
   },
   "knee_left": {
     "count": 362,
-    "mean": 0.014559,
-    "median": 0.012687,
-    "std": 0.007514,
-    "sem": 0.000395,
-    "min": 0.000961,
-    "max": 0.053512,
-    "recall-0.025": 0.89779,
+    "mean": 0.014625,
+    "median": 0.012931,
+    "std": 0.007674,
+    "sem": 0.000404,
+    "min": 0.000793,
+    "max": 0.053751,
+    "recall-0.025": 0.903315,
     "recall-0.05": 0.997238,
     "recall-0.1": 1.0,
     "recall-0.15": 1.0,
@@ -7011,13 +7031,13 @@ Results of the model in various experiments on different datasets.
   },
   "knee_right": {
     "count": 362,
-    "mean": 0.016592,
-    "median": 0.014442,
-    "std": 0.01703,
-    "sem": 0.000896,
-    "min": 0.001216,
+    "mean": 0.016569,
+    "median": 0.013809,
+    "std": 0.017197,
+    "sem": 0.000905,
+    "min": 0.000436,
     "max": 0.268298,
-    "recall-0.025": 0.892265,
+    "recall-0.025": 0.889503,
     "recall-0.05": 0.991713,
     "recall-0.1": 0.994475,
     "recall-0.15": 0.997238,
@@ -7027,14 +7047,14 @@ Results of the model in various experiments on different datasets.
   },
   "ankle_left": {
     "count": 362,
-    "mean": 0.0244,
-    "median": 0.022601,
-    "std": 0.011282,
-    "sem": 0.000594,
-    "min": 0.004563,
-    "max": 0.104821,
-    "recall-0.025": 0.604972,
-    "recall-0.05": 0.969613,
+    "mean": 0.024424,
+    "median": 0.022628,
+    "std": 0.011403,
+    "sem": 0.0006,
+    "min": 0.004148,
+    "max": 0.108124,
+    "recall-0.025": 0.599448,
+    "recall-0.05": 0.972376,
     "recall-0.1": 0.997238,
     "recall-0.15": 1.0,
     "recall-0.25": 1.0,
@@ -7043,14 +7063,14 @@ Results of the model in various experiments on different datasets.
   },
   "ankle_right": {
     "count": 362,
-    "mean": 0.022289,
-    "median": 0.018322,
-    "std": 0.027775,
-    "sem": 0.001462,
-    "min": 0.000525,
-    "max": 0.481108,
-    "recall-0.025": 0.726519,
-    "recall-0.05": 0.961326,
+    "mean": 0.022326,
+    "median": 0.018382,
+    "std": 0.027706,
+    "sem": 0.001458,
+    "min": 0.001387,
+    "max": 0.477011,
+    "recall-0.025": 0.740331,
+    "recall-0.05": 0.950276,
     "recall-0.1": 0.994475,
     "recall-0.15": 0.997238,
     "recall-0.25": 0.997238,
@@ -7059,17 +7079,17 @@ Results of the model in various experiments on different datasets.
   },
   "joint_recalls": {
     "num_labels": 4706,
-    "recall-0.025": 0.5867,
-    "recall-0.05": 0.93264,
-    "recall-0.1": 0.99448,
-    "recall-0.15": 0.99766,
+    "recall-0.025": 0.58606,
+    "recall-0.05": 0.93136,
+    "recall-0.1": 0.9932,
+    "recall-0.15": 0.99809,
     "recall-0.25": 0.99894,
     "recall-0.5": 1.0
   }
 }
 {
   "total_parts": 5068,
-  "correct_parts": 5059,
-  "pcp": 0.998224
+  "correct_parts": 5057,
+  "pcp": 0.99783
 }
 ```
diff --git a/skelda b/skelda
index 3c74139..4db30d7 160000
--- a/skelda
+++ b/skelda
@@ -1 +1 @@
-Subproject commit 3c741392c216128ed745e87f2a36094312f1352a
+Subproject commit 4db30d762545681f393ef7bb2e0f1a3315e0d599