diff --git a/media/RESULTS.md b/media/RESULTS.md
index 5d50642..1a23c56 100644
--- a/media/RESULTS.md
+++ b/media/RESULTS.md
@@ -7,26 +7,26 @@ Results of the model in various experiments on different datasets. \
 
 ```json
 {
-  "img_loading": 0.0209358,
-  "demosaicing": 0.000623902,
-  "avg_time_2d": 0.00826655,
-  "avg_time_3d": 3.62631e-05,
-  "fps": 112.023
+  "img_loading": 0.00946685,
+  "demosaicing": 0.000433632,
+  "avg_time_2d": 0.00564251,
+  "avg_time_3d": 3.16907e-05,
+  "fps": 163.724
 }
 {
   "triangulator_calls": 600,
-  "init_time": 2.52379e-06,
-  "undistort_time": 3.77125e-06,
-  "project_time": 7.14545e-07,
-  "match_time": 1.39503e-06,
-  "pairs_time": 2.26988e-07,
-  "pair_scoring_time": 6.00934e-06,
-  "grouping_time": 9.7774e-07,
-  "full_time": 7.75714e-06,
-  "merge_time": 3.23609e-06,
-  "post_time": 4.76986e-06,
-  "convert_time": 5.90583e-08,
-  "total_time": 3.1677e-05
+  "init_time": 2.2774e-06,
+  "undistort_time": 3.66277e-06,
+  "project_time": 6.4956e-07,
+  "match_time": 1.27751e-06,
+  "pairs_time": 1.83347e-07,
+  "pair_scoring_time": 5.04129e-06,
+  "grouping_time": 9.12377e-07,
+  "full_time": 6.56363e-06,
+  "merge_time": 2.93065e-06,
+  "post_time": 3.79765e-06,
+  "convert_time": 5.13667e-08,
+  "total_time": 2.75941e-05
 }
 {
   "person_nums": {
@@ -45,100 +45,100 @@ Results of the model in various experiments on different datasets. \
   },
   "mpjpe": {
     "count": 600,
-    "mean": 0.060496,
-    "median": 0.053051,
-    "std": 0.028242,
-    "sem": 0.001154,
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-    "max": 0.191685,
+    "mean": 0.06036,
+    "median": 0.052956,
+    "std": 0.028032,
+    "sem": 0.001145,
+    "min": 0.037548,
+    "max": 0.192385,
     "recall-0.025": 0.0,
-    "recall-0.05": 0.335,
-    "recall-0.1": 0.945,
+    "recall-0.05": 0.333333,
+    "recall-0.1": 0.948333,
     "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": 0.189462,
-    "ap-0.1": 0.906596,
-    "ap-0.15": 0.914939,
+    "ap-0.05": 0.187797,
+    "ap-0.1": 0.910662,
+    "ap-0.15": 0.913398,
     "ap-0.25": 1.0,
     "ap-0.5": 1.0
   },
   "nose": {
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-    "recall-0.025": 0.003333,
-    "recall-0.05": 0.021667,
-    "recall-0.1": 0.585,
+    "mean": 0.107161,
+    "median": 0.095675,
+    "std": 0.040032,
+    "sem": 0.001636,
+    "min": 0.019811,
+    "max": 0.276049,
+    "recall-0.025": 0.005,
+    "recall-0.05": 0.02,
+    "recall-0.1": 0.565,
     "recall-0.15": 0.855,
-    "recall-0.25": 0.988333,
+    "recall-0.25": 0.983333,
     "recall-0.5": 1.0,
     "num_labels": 600
   },
   "shoulder_left": {
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-    "mean": 0.038602,
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-    "recall-0.1": 0.931667,
-    "recall-0.15": 0.965,
+    "mean": 0.038915,
+    "median": 0.027905,
+    "std": 0.035581,
+    "sem": 0.001454,
+    "min": 0.001434,
+    "max": 0.172065,
+    "recall-0.025": 0.425,
+    "recall-0.05": 0.816667,
+    "recall-0.1": 0.923333,
+    "recall-0.15": 0.96,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
     "num_labels": 600
   },
   "shoulder_right": {
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-    "sem": 0.001623,
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-    "max": 0.240549,
+    "mean": 0.045983,
+    "median": 0.034992,
+    "std": 0.039542,
+    "sem": 0.001616,
+    "min": 0.00206,
+    "max": 0.240597,
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-    "recall-0.1": 0.908333,
-    "recall-0.15": 0.945,
+    "recall-0.05": 0.753333,
+    "recall-0.1": 0.91,
+    "recall-0.15": 0.946667,
     "recall-0.25": 1.0,
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     "num_labels": 600
   },
   "elbow_left": {
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+    "median": 0.034177,
+    "std": 0.03755,
+    "sem": 0.001534,
+    "min": 0.002988,
+    "max": 0.194229,
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-    "recall-0.15": 0.951667,
+    "recall-0.05": 0.763333,
+    "recall-0.1": 0.926667,
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     "recall-0.25": 1.0,
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-    "recall-0.05": 0.795,
+    "mean": 0.044168,
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     "recall-0.15": 0.941667,
     "recall-0.25": 0.998333,
@@ -147,146 +147,146 @@ Results of the model in various experiments on different datasets. \
   },
   "wrist_left": {
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-    "mean": 0.03991,
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-    "recall-0.05": 0.761667,
-    "recall-0.1": 0.91,
+    "mean": 0.039992,
+    "median": 0.022739,
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+    "sem": 0.001831,
+    "min": 0.002345,
+    "max": 0.289452,
+    "recall-0.025": 0.553333,
+    "recall-0.05": 0.766667,
+    "recall-0.1": 0.908333,
     "recall-0.15": 0.928333,
     "recall-0.25": 0.998333,
     "recall-0.5": 1.0,
     "num_labels": 600
   },
   "wrist_right": {
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+    "mean": 0.040157,
+    "median": 0.026117,
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+    "sem": 0.001812,
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+    "recall-0.1": 0.915,
     "recall-0.15": 0.925,
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-    "recall-0.5": 0.996667,
+    "recall-0.25": 0.995,
+    "recall-0.5": 0.998333,
     "num_labels": 600
   },
   "hip_left": {
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   "knee_left": {
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   "joint_recalls": {
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+    "recall-0.25": 0.99603,
     "recall-0.5": 0.99923
   }
 }
 {
   "total_parts": 8400,
-  "correct_parts": 8133,
-  "pcp": 0.968214
+  "correct_parts": 8134,
+  "pcp": 0.968333
 }
 ```
 
@@ -294,75 +294,75 @@ Results of the model in various experiments on different datasets. \
 
 ```json
 {
-  "img_loading": 0.0419149,
-  "demosaicing": 0.000725168,
-  "avg_time_2d": 0.0149013,
-  "avg_time_3d": 0.000116565,
-  "fps": 63.5203
+  "img_loading": 0.0431246,
+  "demosaicing": 0.000535209,
+  "avg_time_2d": 0.0104033,
+  "avg_time_3d": 0.000107023,
+  "fps": 90.5343
 }
 {
   "triangulator_calls": 301,
-  "init_time": 2.85155e-06,
-  "undistort_time": 1.40652e-05,
-  "project_time": 2.12137e-06,
-  "match_time": 8.22055e-06,
-  "pairs_time": 4.34977e-06,
-  "pair_scoring_time": 2.61303e-05,
-  "grouping_time": 4.36615e-06,
-  "full_time": 2.65243e-05,
-  "merge_time": 1.1733e-05,
-  "post_time": 7.51379e-06,
-  "convert_time": 1.18299e-07,
-  "total_time": 0.000108228
+  "init_time": 2.60675e-06,
+  "undistort_time": 1.42386e-05,
+  "project_time": 1.74955e-06,
+  "match_time": 7.80174e-06,
+  "pairs_time": 4.016e-06,
+  "pair_scoring_time": 2.31076e-05,
+  "grouping_time": 4.08468e-06,
+  "full_time": 2.34529e-05,
+  "merge_time": 1.1163e-05,
+  "post_time": 6.22243e-06,
+  "convert_time": 1.01126e-07,
+  "total_time": 9.87993e-05
 }
 {
   "person_nums": {
     "total_frames": 301,
     "total_labels": 477,
-    "total_preds": 827,
+    "total_preds": 828,
     "considered_empty": 0,
     "valid_preds": 477,
-    "invalid_preds": 350,
+    "invalid_preds": 351,
     "missing": 0,
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-    "precision": 0.57678,
+    "invalid_fraction": 0.42391,
+    "precision": 0.57609,
     "recall": 1.0,
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-    "non_empty": 827
+    "f1": 0.73103,
+    "non_empty": 828
   },
   "mpjpe": {
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+    "recall-0.05": 0.719078,
+    "recall-0.1": 0.985325,
     "recall-0.15": 1.0,
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     "recall-0.5": 1.0,
     "num_labels": 477,
     "ap-0.025": 0.0,
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-    "ap-0.25": 0.761175,
-    "ap-0.5": 0.761175
+    "ap-0.05": 0.449379,
+    "ap-0.1": 0.750506,
+    "ap-0.15": 0.76101,
+    "ap-0.25": 0.76101,
+    "ap-0.5": 0.76101
   },
   "head": {
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-    "median": 0.048986,
-    "std": 0.025142,
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-    "recall-0.025": 0.106918,
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+    "mean": 0.053389,
+    "median": 0.049509,
+    "std": 0.025237,
+    "sem": 0.001157,
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+    "max": 0.182842,
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+    "recall-0.05": 0.524109,
+    "recall-0.1": 0.932914,
     "recall-0.15": 0.993711,
     "recall-0.25": 1.0,
     "recall-0.5": 1.0,
@@ -370,14 +370,14 @@ Results of the model in various experiments on different datasets. \
   },
   "shoulder_left": {
     "count": 477,
-    "mean": 0.041956,
-    "median": 0.037041,
-    "std": 0.02074,
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-    "recall-0.025": 0.174004,
-    "recall-0.05": 0.754717,
+    "mean": 0.041942,
+    "median": 0.036994,
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+    "sem": 0.00095,
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+    "max": 0.1347,
+    "recall-0.025": 0.180294,
+    "recall-0.05": 0.740042,
     "recall-0.1": 0.985325,
     "recall-0.15": 1.0,
     "recall-0.25": 1.0,
@@ -386,15 +386,15 @@ Results of the model in various experiments on different datasets. \
   },
   "shoulder_right": {
     "count": 477,
-    "mean": 0.049604,
-    "median": 0.046469,
-    "std": 0.022881,
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+    "sem": 0.001051,
     "min": 0.005334,
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-    "recall-0.025": 0.100629,
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-    "recall-0.1": 0.955975,
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@@ -402,15 +402,15 @@ Results of the model in various experiments on different datasets. \
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@@ -418,63 +418,63 @@ Results of the model in various experiments on different datasets. \
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@@ -482,15 +482,15 @@ Results of the model in various experiments on different datasets. \
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@@ -498,15 +498,15 @@ Results of the model in various experiments on different datasets. \
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@@ -514,14 +514,14 @@ Results of the model in various experiments on different datasets. \
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@@ -530,13 +530,13 @@ Results of the model in various experiments on different datasets. \
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@@ -546,15 +546,15 @@ Results of the model in various experiments on different datasets. \
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@@ -562,18 +562,18 @@ Results of the model in various experiments on different datasets. \
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   "total_parts": 6678,
-  "correct_parts": 6623,
-  "pcp": 0.991764
+  "correct_parts": 6622,
+  "pcp": 0.991614
 }
 ```
 
@@ -581,91 +581,91 @@ Results of the model in various experiments on different datasets. \
 
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@@ -673,15 +673,15 @@ Results of the model in various experiments on different datasets. \
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@@ -689,79 +689,79 @@ Results of the model in various experiments on different datasets. \
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@@ -769,98 +769,98 @@ Results of the model in various experiments on different datasets. \
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 }
 {
   "total_parts": 5264,
-  "correct_parts": 5000,
-  "pcp": 0.949848
+  "correct_parts": 4995,
+  "pcp": 0.948898
 }
 ```