diff --git a/Dockerfile b/Dockerfile index 2cf6e8e..b2b00d1 100644 --- a/Dockerfile +++ b/Dockerfile @@ -1,4 +1,4 @@ -FROM nvcr.io/nvidia/tensorflow:22.08-tf2-py3 +FROM nvcr.io/nvidia/pytorch:23.02-py3 ARG DEBIAN_FRONTEND=noninteractive ENV LANG=C.UTF-8 @@ -15,11 +15,9 @@ RUN apt-get update && apt-get install -y --no-install-recommends python3-tk # Update pip to allow installation of skelda in editable mode RUN pip3 install --upgrade --no-cache-dir pip -# Install pytorch -RUN pip3 install --upgrade --no-cache-dir "torch<2.0" -RUN pip3 install --upgrade --no-cache-dir "torchvision<0.15" - # Install MMPose +ENV FORCE_CUDA="1" +ENV MMCV_WITH_OPS=1 RUN pip3 install --upgrade --no-cache-dir openmim RUN mim install mmengine RUN mim install "mmcv>=2,<2.2.0" diff --git a/media/RESULTS.md b/media/RESULTS.md index eedf7b1..1004aaf 100644 --- a/media/RESULTS.md +++ b/media/RESULTS.md @@ -6,9 +6,9 @@ Results of the model in various experiments on different datasets. ```json { - "avg_time_2d": 0.06955649327423613, - "avg_time_3d": 0.0004693362672450179, - "avg_fps": 14.280444895088758 + "avg_time_2d": 0.05260277602632167, + "avg_time_3d": 0.0003263081534434173, + "avg_fps": 18.8932042845038 } { "person_nums": { @@ -27,51 +27,51 @@ Results of the model in various experiments on different datasets. }, "mpjpe": { "count": 600, - "mean": 0.067044, - "median": 0.059406, - "std": 0.027778, - "sem": 0.001135, - "min": 0.043707, - "max": 0.190247, + "mean": 0.067113, + "median": 0.059352, + "std": 0.027739, + "sem": 0.001133, + "min": 0.043176, + "max": 0.190437, "recall-0.025": 0.0, - "recall-0.05": 0.033333, - "recall-0.1": 0.933333, + "recall-0.05": 0.036667, + "recall-0.1": 0.935, "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": 0.002029, - "ap-0.1": 0.893774, - "ap-0.15": 0.91673, + "ap-0.05": 0.002419, + "ap-0.1": 0.895969, + "ap-0.15": 0.916293, "ap-0.25": 1.0, "ap-0.5": 1.0 }, "nose": { "count": 600, - "mean": 0.117677, - "median": 0.101523, - "std": 0.042982, - "sem": 0.001756, - "min": 0.046466, - "max": 0.271134, + "mean": 0.117755, + "median": 0.101583, + "std": 0.04303, + "sem": 0.001758, + "min": 0.045229, + "max": 0.270864, "recall-0.025": 0.0, - "recall-0.05": 0.003333, + "recall-0.05": 0.006667, "recall-0.1": 0.485, - "recall-0.15": 0.805, + "recall-0.15": 0.803333, "recall-0.25": 0.995, "recall-0.5": 1.0, "num_labels": 600 }, "shoulder_left": { "count": 600, - "mean": 0.0334, - "median": 0.025798, - "std": 0.032123, - "sem": 0.001312, - "min": 0.003037, - "max": 0.181945, - "recall-0.025": 0.485, + "mean": 0.033354, + "median": 0.025457, + "std": 0.032091, + "sem": 0.001311, + "min": 0.003327, + "max": 0.181867, + "recall-0.025": 0.486667, "recall-0.05": 0.871667, "recall-0.1": 0.948333, "recall-0.15": 0.965, @@ -81,15 +81,15 @@ Results of the model in various experiments on different datasets. }, "shoulder_right": { "count": 600, - "mean": 0.048216, - "median": 0.033552, - "std": 0.042119, - "sem": 0.001721, - "min": 0.003882, - "max": 0.247362, - "recall-0.025": 0.235, - "recall-0.05": 0.758333, - "recall-0.1": 0.901667, + "mean": 0.048518, + "median": 0.033796, + "std": 0.042293, + "sem": 0.001728, + "min": 0.004099, + "max": 0.247429, + "recall-0.025": 0.23, + "recall-0.05": 0.751667, + "recall-0.1": 0.9, "recall-0.15": 0.943333, "recall-0.25": 1.0, "recall-0.5": 1.0, @@ -97,31 +97,31 @@ Results of the model in various experiments on different datasets. }, "elbow_left": { "count": 600, - "mean": 0.042931, - "median": 0.034599, - "std": 0.034815, - "sem": 0.001422, - "min": 0.002682, - "max": 0.193558, + "mean": 0.042901, + "median": 0.035019, + "std": 0.034783, + "sem": 0.001421, + "min": 0.002822, + "max": 0.195221, "recall-0.025": 0.271667, - "recall-0.05": 0.806667, + "recall-0.05": 0.811667, "recall-0.1": 0.943333, - "recall-0.15": 0.956667, + "recall-0.15": 0.955, "recall-0.25": 1.0, "recall-0.5": 1.0, "num_labels": 600 }, "elbow_right": { "count": 600, - "mean": 0.043934, - "median": 0.03334, - "std": 0.036065, - "sem": 0.001474, - "min": 0.00667, - "max": 0.285024, - "recall-0.025": 0.245, - "recall-0.05": 0.806667, - "recall-0.1": 0.928333, + "mean": 0.043838, + "median": 0.032965, + "std": 0.035921, + "sem": 0.001468, + "min": 0.006648, + "max": 0.282707, + "recall-0.025": 0.243333, + "recall-0.05": 0.803333, + "recall-0.1": 0.93, "recall-0.15": 0.945, "recall-0.25": 0.998333, "recall-0.5": 1.0, @@ -129,15 +129,15 @@ Results of the model in various experiments on different datasets. }, "wrist_left": { "count": 600, - "mean": 0.040681, - "median": 0.024264, - "std": 0.042258, - "sem": 0.001727, - "min": 0.001517, - "max": 0.18631, - "recall-0.025": 0.513333, - "recall-0.05": 0.746667, - "recall-0.1": 0.91, + "mean": 0.040735, + "median": 0.024289, + "std": 0.042165, + "sem": 0.001723, + "min": 0.001529, + "max": 0.186262, + "recall-0.025": 0.515, + "recall-0.05": 0.745, + "recall-0.1": 0.911667, "recall-0.15": 0.945, "recall-0.25": 1.0, "recall-0.5": 1.0, @@ -145,30 +145,30 @@ Results of the model in various experiments on different datasets. }, "wrist_right": { "count": 600, - "mean": 0.043196, - "median": 0.025854, - "std": 0.047962, - "sem": 0.00196, - "min": 0.001698, - "max": 0.425617, - "recall-0.025": 0.471667, - "recall-0.05": 0.77, - "recall-0.1": 0.893333, - "recall-0.15": 0.92, + "mean": 0.043487, + "median": 0.025787, + "std": 0.048637, + "sem": 0.001987, + "min": 0.002077, + "max": 0.425327, + "recall-0.025": 0.476667, + "recall-0.05": 0.768333, + "recall-0.1": 0.89, + "recall-0.15": 0.915, "recall-0.25": 0.998333, "recall-0.5": 1.0, "num_labels": 600 }, "hip_left": { "count": 600, - "mean": 0.089857, - "median": 0.087197, - "std": 0.033035, - "sem": 0.00135, - "min": 0.01535, - "max": 0.236764, - "recall-0.025": 0.006667, - "recall-0.05": 0.043333, + "mean": 0.089948, + "median": 0.087326, + "std": 0.032876, + "sem": 0.001343, + "min": 0.013928, + "max": 0.236753, + "recall-0.025": 0.005, + "recall-0.05": 0.04, "recall-0.1": 0.823333, "recall-0.15": 0.95, "recall-0.25": 1.0, @@ -177,46 +177,46 @@ Results of the model in various experiments on different datasets. }, "hip_right": { "count": 600, - "mean": 0.114649, - "median": 0.115077, - "std": 0.026326, - "sem": 0.001076, - "min": 0.046172, - "max": 0.234935, + "mean": 0.114678, + "median": 0.11506, + "std": 0.026245, + "sem": 0.001072, + "min": 0.046225, + "max": 0.234061, "recall-0.025": 0.0, "recall-0.05": 0.001667, - "recall-0.1": 0.251667, - "recall-0.15": 0.946667, + "recall-0.1": 0.25, + "recall-0.15": 0.948333, "recall-0.25": 1.0, "recall-0.5": 1.0, "num_labels": 600 }, "knee_left": { "count": 600, - "mean": 0.06083, - "median": 0.045088, - "std": 0.061419, - "sem": 0.00251, - "min": 0.01946, - "max": 0.425374, + "mean": 0.06065, + "median": 0.045019, + "std": 0.060798, + "sem": 0.002484, + "min": 0.019487, + "max": 0.420267, "recall-0.025": 0.046667, - "recall-0.05": 0.6, - "recall-0.1": 0.92, - "recall-0.15": 0.921667, + "recall-0.05": 0.601667, + "recall-0.1": 0.918333, + "recall-0.15": 0.923333, "recall-0.25": 0.98, "recall-0.5": 1.0, "num_labels": 600 }, "knee_right": { "count": 600, - "mean": 0.051154, - "median": 0.043249, - "std": 0.035226, - "sem": 0.001439, - "min": 0.017082, - "max": 0.259899, + "mean": 0.051123, + "median": 0.043066, + "std": 0.035171, + "sem": 0.001437, + "min": 0.017039, + "max": 0.258443, "recall-0.025": 0.036667, - "recall-0.05": 0.733333, + "recall-0.05": 0.731667, "recall-0.1": 0.943333, "recall-0.15": 0.945, "recall-0.25": 0.998333, @@ -225,15 +225,15 @@ Results of the model in various experiments on different datasets. }, "ankle_left": { "count": 598, - "mean": 0.098141, - "median": 0.086283, - "std": 0.049814, - "sem": 0.002039, - "min": 0.039216, - "max": 0.495347, + "mean": 0.098132, + "median": 0.086223, + "std": 0.049848, + "sem": 0.00204, + "min": 0.039526, + "max": 0.495917, "recall-0.025": 0.0, "recall-0.05": 0.001667, - "recall-0.1": 0.843333, + "recall-0.1": 0.841667, "recall-0.15": 0.938333, "recall-0.25": 0.98, "recall-0.5": 0.996667, @@ -241,34 +241,34 @@ Results of the model in various experiments on different datasets. }, "ankle_right": { "count": 600, - "mean": 0.085402, - "median": 0.068683, - "std": 0.058021, - "sem": 0.002371, - "min": 0.032987, - "max": 0.463238, + "mean": 0.08584, + "median": 0.068684, + "std": 0.059413, + "sem": 0.002428, + "min": 0.033422, + "max": 0.462949, "recall-0.025": 0.0, "recall-0.05": 0.016667, - "recall-0.1": 0.885, - "recall-0.15": 0.906667, - "recall-0.25": 0.98, + "recall-0.1": 0.883333, + "recall-0.15": 0.905, + "recall-0.25": 0.978333, "recall-0.5": 1.0, "num_labels": 600 }, "joint_recalls": { "num_labels": 7800, "recall-0.025": 0.17769, - "recall-0.05": 0.47333, - "recall-0.1": 0.82038, - "recall-0.15": 0.92962, - "recall-0.25": 0.99423, + "recall-0.05": 0.47295, + "recall-0.1": 0.81987, + "recall-0.15": 0.92872, + "recall-0.25": 0.99397, "recall-0.5": 0.99974 } } { "total_parts": 8400, - "correct_parts": 8089, - "pcp": 0.962976 + "correct_parts": 8084, + "pcp": 0.962381 } ``` @@ -276,57 +276,57 @@ Results of the model in various experiments on different datasets. ```json { - "avg_time_2d": 0.10140415892977894, - "avg_time_3d": 0.0006782795555403142, - "avg_fps": 9.796004237730005 + "avg_time_2d": 0.08998977933143013, + "avg_time_3d": 0.0006411935865264578, + "avg_fps": 11.033755545195868 } { "person_nums": { "total_frames": 301, "total_labels": 477, - "total_preds": 815, + "total_preds": 814, "considered_empty": 0, "valid_preds": 477, - "invalid_preds": 338, + "invalid_preds": 337, "missing": 0, - "invalid_fraction": 0.41472, - "precision": 0.58528, + "invalid_fraction": 0.414, + "precision": 0.586, "recall": 1.0, - "f1": 0.73839, - "non_empty": 815 + "f1": 0.73896, + "non_empty": 814 }, "mpjpe": { "count": 477, - "mean": 0.048327, - "median": 0.043186, - "std": 0.014749, + "mean": 0.048298, + "median": 0.043007, + "std": 0.01475, "sem": 0.000676, - "min": 0.029586, - "max": 0.106122, + "min": 0.029813, + "max": 0.10567, "recall-0.025": 0.0, - "recall-0.05": 0.675052, + "recall-0.05": 0.681342, "recall-0.1": 0.989518, "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": 0.345814, - "ap-0.1": 0.704694, - "ap-0.15": 0.716098, - "ap-0.25": 0.716098, - "ap-0.5": 0.716098 + "ap-0.05": 0.349635, + "ap-0.1": 0.705917, + "ap-0.15": 0.717347, + "ap-0.25": 0.717347, + "ap-0.5": 0.717347 }, "head": { "count": 477, - "mean": 0.055219, - "median": 0.049788, - "std": 0.025982, - "sem": 0.001191, - "min": 0.006373, - "max": 0.147303, + "mean": 0.05524, + "median": 0.049786, + "std": 0.026004, + "sem": 0.001192, + "min": 0.006316, + "max": 0.147291, "recall-0.025": 0.077568, - "recall-0.05": 0.505241, + "recall-0.05": 0.503145, "recall-0.1": 0.91195, "recall-0.15": 1.0, "recall-0.25": 1.0, @@ -335,14 +335,14 @@ Results of the model in various experiments on different datasets. }, "shoulder_left": { "count": 477, - "mean": 0.044419, - "median": 0.038938, - "std": 0.020656, - "sem": 0.000947, - "min": 0.006714, - "max": 0.138512, - "recall-0.025": 0.146751, - "recall-0.05": 0.70021, + "mean": 0.04431, + "median": 0.038744, + "std": 0.020582, + "sem": 0.000943, + "min": 0.006704, + "max": 0.138498, + "recall-0.025": 0.150943, + "recall-0.05": 0.702306, "recall-0.1": 0.983229, "recall-0.15": 1.0, "recall-0.25": 1.0, @@ -351,12 +351,12 @@ Results of the model in various experiments on different datasets. }, "shoulder_right": { "count": 477, - "mean": 0.050576, - "median": 0.045337, - "std": 0.024517, - "sem": 0.001124, - "min": 0.00639, - "max": 0.15065, + "mean": 0.050558, + "median": 0.045659, + "std": 0.024497, + "sem": 0.001123, + "min": 0.006395, + "max": 0.150544, "recall-0.025": 0.106918, "recall-0.05": 0.555556, "recall-0.1": 0.947589, @@ -367,14 +367,14 @@ Results of the model in various experiments on different datasets. }, "elbow_left": { "count": 477, - "mean": 0.040813, - "median": 0.034056, - "std": 0.025959, - "sem": 0.00119, - "min": 0.005533, - "max": 0.152226, + "mean": 0.040842, + "median": 0.034008, + "std": 0.025918, + "sem": 0.001188, + "min": 0.005511, + "max": 0.150408, "recall-0.025": 0.301887, - "recall-0.05": 0.746331, + "recall-0.05": 0.748428, "recall-0.1": 0.958071, "recall-0.15": 0.997904, "recall-0.25": 1.0, @@ -383,15 +383,15 @@ Results of the model in various experiments on different datasets. }, "elbow_right": { "count": 477, - "mean": 0.053545, - "median": 0.044068, - "std": 0.04202, - "sem": 0.001926, - "min": 0.002858, - "max": 0.244706, - "recall-0.025": 0.259958, - "recall-0.05": 0.559748, - "recall-0.1": 0.888889, + "mean": 0.053537, + "median": 0.044085, + "std": 0.041924, + "sem": 0.001922, + "min": 0.002875, + "max": 0.235324, + "recall-0.025": 0.262055, + "recall-0.05": 0.555556, + "recall-0.1": 0.890985, "recall-0.15": 0.958071, "recall-0.25": 1.0, "recall-0.5": 1.0, @@ -399,15 +399,15 @@ Results of the model in various experiments on different datasets. }, "wrist_left": { "count": 477, - "mean": 0.061591, - "median": 0.053276, - "std": 0.046098, - "sem": 0.002113, - "min": 0.003745, - "max": 0.359369, - "recall-0.025": 0.12369, + "mean": 0.061478, + "median": 0.053374, + "std": 0.045984, + "sem": 0.002108, + "min": 0.003731, + "max": 0.359386, + "recall-0.025": 0.1174, "recall-0.05": 0.412998, - "recall-0.1": 0.914046, + "recall-0.1": 0.91195, "recall-0.15": 0.962264, "recall-0.25": 0.981132, "recall-0.5": 1.0, @@ -415,15 +415,15 @@ Results of the model in various experiments on different datasets. }, "wrist_right": { "count": 477, - "mean": 0.058141, - "median": 0.053924, - "std": 0.030039, - "sem": 0.001377, - "min": 0.009013, - "max": 0.202256, + "mean": 0.058056, + "median": 0.053748, + "std": 0.030081, + "sem": 0.001379, + "min": 0.009012, + "max": 0.202262, "recall-0.025": 0.109015, - "recall-0.05": 0.444444, - "recall-0.1": 0.897275, + "recall-0.05": 0.446541, + "recall-0.1": 0.899371, "recall-0.15": 0.989518, "recall-0.25": 1.0, "recall-0.5": 1.0, @@ -431,15 +431,15 @@ Results of the model in various experiments on different datasets. }, "hip_left": { "count": 477, - "mean": 0.047799, - "median": 0.043075, - "std": 0.0263, - "sem": 0.001205, - "min": 0.005757, - "max": 0.140667, + "mean": 0.0478, + "median": 0.042957, + "std": 0.026301, + "sem": 0.001206, + "min": 0.00569, + "max": 0.140699, "recall-0.025": 0.213836, - "recall-0.05": 0.620545, - "recall-0.1": 0.958071, + "recall-0.05": 0.616352, + "recall-0.1": 0.960168, "recall-0.15": 1.0, "recall-0.25": 1.0, "recall-0.5": 1.0, @@ -447,14 +447,14 @@ Results of the model in various experiments on different datasets. }, "hip_right": { "count": 477, - "mean": 0.058043, - "median": 0.056365, - "std": 0.02549, - "sem": 0.001168, - "min": 0.005189, - "max": 0.136207, - "recall-0.025": 0.109015, - "recall-0.05": 0.415094, + "mean": 0.057985, + "median": 0.056151, + "std": 0.025557, + "sem": 0.001171, + "min": 0.005195, + "max": 0.136188, + "recall-0.025": 0.106918, + "recall-0.05": 0.421384, "recall-0.1": 0.930818, "recall-0.15": 1.0, "recall-0.25": 1.0, @@ -463,14 +463,14 @@ Results of the model in various experiments on different datasets. }, "knee_left": { "count": 477, - "mean": 0.03997, - "median": 0.03745, - "std": 0.024365, - "sem": 0.001117, - "min": 0.005407, - "max": 0.195502, + "mean": 0.039986, + "median": 0.037254, + "std": 0.024249, + "sem": 0.001111, + "min": 0.005439, + "max": 0.186508, "recall-0.025": 0.262055, - "recall-0.05": 0.765199, + "recall-0.05": 0.767296, "recall-0.1": 0.974843, "recall-0.15": 0.989518, "recall-0.25": 1.0, @@ -479,14 +479,14 @@ Results of the model in various experiments on different datasets. }, "knee_right": { "count": 477, - 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"std": 0.028787, - "sem": 0.000753, - "min": 0.001259, - "max": 0.323155, - "recall-0.025": 0.704437, + "mean": 0.026209, + "median": 0.017669, + "std": 0.028978, + "sem": 0.000758, + "min": 0.001782, + "max": 0.326031, + "recall-0.025": 0.709215, "recall-0.05": 0.883959, "recall-0.1": 0.97884, "recall-0.15": 0.986348, @@ -1133,14 +1129,14 @@ Results of the model in various experiments on different datasets. }, "elbow_right": { "count": 1462, - "mean": 0.023232, - "median": 0.018218, - "std": 0.017418, - "sem": 0.000456, - "min": 0.001407, - "max": 0.177438, + "mean": 0.023224, + "median": 0.018238, + "std": 0.01727, + "sem": 0.000452, + "min": 0.00127, + "max": 0.177372, "recall-0.025": 0.689679, - "recall-0.05": 0.928913, + "recall-0.05": 0.929597, "recall-0.1": 0.994532, "recall-0.15": 0.998633, "recall-0.25": 0.999316, @@ -1149,31 +1145,31 @@ Results of the model in various experiments on different datasets. }, "wrist_left": { "count": 1429, - "mean": 0.035064, - "median": 0.017008, - "std": 0.050425, - "sem": 0.001334, - "min": 0.000713, - "max": 0.397255, + "mean": 0.034919, + "median": 0.016782, + "std": 0.050228, + "sem": 0.001329, + "min": 0.000584, + "max": 0.397932, "recall-0.025": 0.675035, "recall-0.05": 0.824965, - "recall-0.1": 0.908647, - "recall-0.15": 0.956764, + "recall-0.1": 0.909344, + "recall-0.15": 0.958856, "recall-0.25": 0.98675, "recall-0.5": 0.996513, "num_labels": 1434 }, "wrist_right": { "count": 1456, - "mean": 0.023795, - "median": 0.01627, - "std": 0.022484, - "sem": 0.000589, - "min": 0.001905, - "max": 0.195654, - "recall-0.025": 0.706044, - "recall-0.05": 0.894231, - "recall-0.1": 0.98283, + "mean": 0.023978, + "median": 0.016342, + "std": 0.022697, + "sem": 0.000595, + "min": 0.001965, + "max": 0.19539, + "recall-0.025": 0.703297, + "recall-0.05": 0.89217, + "recall-0.1": 0.980769, "recall-0.15": 0.996566, "recall-0.25": 1.0, "recall-0.5": 1.0, @@ -1181,15 +1177,15 @@ Results of the model in various experiments on different datasets. }, "hip_left": { "count": 1463, - "mean": 0.05948, - "median": 0.0535, - "std": 0.030013, - "sem": 0.000785, - "min": 0.005563, - "max": 0.17979, + "mean": 0.059374, + "median": 0.05336, + "std": 0.030044, + "sem": 0.000786, + "min": 0.005242, + "max": 0.179926, "recall-0.025": 0.068259, - "recall-0.05": 0.423208, - "recall-0.1": 0.894198, + "recall-0.05": 0.423891, + "recall-0.1": 0.893515, "recall-0.15": 0.969283, "recall-0.25": 0.998635, "recall-0.5": 0.998635, @@ -1197,15 +1193,15 @@ Results of the model in various experiments on different datasets. }, "hip_right": { "count": 1464, - "mean": 0.058664, - "median": 0.054479, - "std": 0.028992, - "sem": 0.000758, - "min": 0.003776, - "max": 0.304525, - "recall-0.025": 0.053888, - "recall-0.05": 0.420873, - "recall-0.1": 0.914052, + "mean": 0.058577, + "median": 0.054454, + "std": 0.029025, + "sem": 0.000759, + "min": 0.003587, + "max": 0.299462, + "recall-0.025": 0.05116, + "recall-0.05": 0.421555, + "recall-0.1": 0.912688, "recall-0.15": 0.986357, "recall-0.25": 0.997954, "recall-0.5": 0.998636, @@ -1213,82 +1209,82 @@ Results of the model in various experiments on different datasets. }, "knee_left": { "count": 1463, - 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"recall-0.25": 0.894521, + "recall-0.25": 0.895205, "recall-0.5": 0.993151, "num_labels": 1460 }, "joint_recalls": { "num_labels": 18990, - "recall-0.025": 0.48736, - "recall-0.05": 0.75024, - "recall-0.1": 0.92517, - "recall-0.15": 0.9594, - "recall-0.25": 0.98146, + "recall-0.025": 0.48694, + "recall-0.05": 0.75013, + "recall-0.1": 0.92459, + "recall-0.15": 0.96003, + "recall-0.25": 0.98136, "recall-0.5": 0.99763 } } { "total_parts": 20444, - "correct_parts": 19976, - "pcp": 0.977108 + "correct_parts": 19972, + "pcp": 0.976913 } ``` @@ -1296,269 +1292,269 @@ Results of the model in various experiments on different datasets. ```json { - "avg_time_2d": 0.06624835293467451, - "avg_time_3d": 0.0005510295309671541, - "avg_fps": 14.970198272631503 + "avg_time_2d": 0.06035172067037443, + "avg_time_3d": 0.00048815215506204746, + "avg_fps": 16.43658925568811 } { "person_nums": { "total_frames": 420, "total_labels": 1466, - "total_preds": 1433, + "total_preds": 1432, "considered_empty": 0, - "valid_preds": 1417, + "valid_preds": 1416, "invalid_preds": 16, - 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"correct_parts": 18371, - "pcp": 0.898601 + "correct_parts": 18352, + "pcp": 0.897672 } ``` @@ -1566,9 +1562,9 @@ Results of the model in various experiments on different datasets. ```json { - "avg_time_2d": 0.2086035833126161, - "avg_time_3d": 0.0016778585387439262, - "avg_fps": 4.755531402085697 + "avg_time_2d": 0.18815787420040223, + "avg_time_3d": 0.001592859989259301, + "avg_fps": 5.270071835403125 } { "person_nums": { @@ -1587,12 +1583,12 @@ Results of the model in various experiments on different datasets. }, "mpjpe": { "count": 1465, - "mean": 0.035853, - "median": 0.031346, - "std": 0.016924, - "sem": 0.000442, - "min": 0.012557, - "max": 0.133445, + "mean": 0.035896, + "median": 0.03129, + "std": 0.017035, + "sem": 0.000445, + "min": 0.012795, + "max": 0.13346, "recall-0.025": 0.238745, "recall-0.05": 0.858799, "recall-0.1": 0.991132, @@ -1600,23 +1596,23 @@ Results of the model in various experiments on different datasets. 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(duration 00:01:45) ```json { - "avg_time_2d": 0.057706349948321835, - "avg_time_3d": 0.0003749907398020535, - "avg_fps": 17.217233420448125 + "avg_time_2d": 0.04642030628505292, + "avg_time_3d": 0.00031231766316428114, + "avg_fps": 21.39832766737141 } { "person_nums": { @@ -1858,36 +1854,36 @@ Results of the model in various experiments on different datasets. }, "mpjpe": { "count": 421, - "mean": 0.090311, - "median": 0.07044, - "std": 0.072769, - "sem": 0.003551, - "min": 0.018825, - "max": 0.440503, - "recall-0.025": 0.033403, - "recall-0.05": 0.313152, + "mean": 0.09014, + "median": 0.07045, + "std": 0.07175, + "sem": 0.003501, + "min": 0.018751, + "max": 0.440594, + "recall-0.025": 0.035491, + "recall-0.05": 0.317328, "recall-0.1": 0.628392, - "recall-0.15": 0.741127, + "recall-0.15": 0.73904, "recall-0.25": 0.839248, "recall-0.5": 0.878914, "num_labels": 479, - "ap-0.025": 0.001589, - "ap-0.05": 0.121974, - "ap-0.1": 0.425546, - "ap-0.15": 0.574657, - "ap-0.25": 0.700378, - "ap-0.5": 0.74095 + "ap-0.025": 0.001831, + "ap-0.05": 0.124046, + "ap-0.1": 0.42434, + "ap-0.15": 0.57369, + "ap-0.25": 0.700444, + "ap-0.5": 0.739409 }, "head": { "count": 395, - "mean": 0.037978, - "median": 0.028136, - "std": 0.04301, - "sem": 0.002167, - "min": 0.003708, + "mean": 0.0376, + "median": 0.027562, + "std": 0.041483, + "sem": 0.00209, + "min": 0.003359, "max": 0.46272, - "recall-0.025": 0.360619, - "recall-0.05": 0.712389, + "recall-0.025": 0.358407, + "recall-0.05": 0.716814, "recall-0.1": 0.836283, "recall-0.15": 0.860619, "recall-0.25": 0.867257, @@ -1896,45 +1892,45 @@ Results of the model in various experiments on different datasets. }, "shoulder_left": { "count": 399, - "mean": 0.047351, - "median": 0.036868, - "std": 0.042961, - "sem": 0.002153, - "min": 0.012056, - "max": 0.419809, - "recall-0.025": 0.085903, - "recall-0.05": 0.651982, - "recall-0.1": 0.837004, + "mean": 0.046979, + "median": 0.036816, + "std": 0.042295, + "sem": 0.00212, + "min": 0.012772, + "max": 0.419987, + "recall-0.025": 0.088106, + "recall-0.05": 0.656388, + "recall-0.1": 0.839207, "recall-0.15": 0.854626, - "recall-0.25": 0.865639, + "recall-0.25": 0.867841, "recall-0.5": 0.878855, "num_labels": 454 }, "shoulder_right": { "count": 411, - "mean": 0.035551, - "median": 0.02768, - "std": 0.034857, - "sem": 0.001721, - "min": 0.004674, - "max": 0.434466, + "mean": 0.035064, + "median": 0.027722, + "std": 0.032686, + "sem": 0.001614, + "min": 0.004672, + "max": 0.435386, "recall-0.025": 0.321199, - "recall-0.05": 0.779443, - "recall-0.1": 0.852248, + "recall-0.05": 0.783726, + "recall-0.1": 0.85439, "recall-0.15": 0.869379, - "recall-0.25": 0.87152, + "recall-0.25": 0.873662, "recall-0.5": 0.880086, "num_labels": 467 }, "elbow_left": { "count": 386, - "mean": 0.039157, - "median": 0.021338, - "std": 0.052349, - "sem": 0.002668, - "min": 0.003295, - "max": 0.397965, - "recall-0.025": 0.498856, + "mean": 0.039094, + "median": 0.02174, + "std": 0.052536, + "sem": 0.002677, + "min": 0.003292, + "max": 0.397852, + "recall-0.025": 0.505721, "recall-0.05": 0.723112, "recall-0.1": 0.810069, "recall-0.15": 0.837529, @@ -1943,77 +1939,77 @@ Results of the model in various experiments on different datasets. 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"num_labels": 132 }, "ankle_right": { - "count": 58, - "mean": 0.374104, - "median": 0.39311, - "std": 0.091766, - "sem": 0.012155, - "min": 0.118617, - "max": 0.491617, + "count": 57, + "mean": 0.374257, + "median": 0.395853, + "std": 0.092552, + "sem": 0.012368, + "min": 0.118346, + "max": 0.491711, "recall-0.025": 0.0, "recall-0.05": 0.0, "recall-0.1": 0.0, "recall-0.15": 0.015748, "recall-0.25": 0.055118, - "recall-0.5": 0.456693, + "recall-0.5": 0.448819, "num_labels": 127 }, "joint_recalls": { "num_labels": 4457, - "recall-0.025": 0.28248, - "recall-0.05": 0.52704, - "recall-0.1": 0.69015, - "recall-0.15": 0.75858, - "recall-0.25": 0.79269, - "recall-0.5": 0.84227 + "recall-0.025": 0.28337, + "recall-0.05": 0.52973, + "recall-0.1": 0.69082, + "recall-0.15": 0.75836, + "recall-0.25": 0.79403, + "recall-0.5": 0.84205 } } { "total_parts": 4313, - "correct_parts": 3410, - "pcp": 0.790633 + "correct_parts": 3411, + "pcp": 0.790865 } ``` @@ -2108,9 +2104,9 @@ Results of the model in various experiments on different datasets. (duration 00:01:51) ```json { - "avg_time_2d": 0.12249499678611755, - "avg_time_3d": 0.0008533298969268799, - "avg_fps": 8.10712254386391 + "avg_time_2d": 0.11152931094169617, + "avg_time_3d": 0.0007880079746246338, + "avg_fps": 8.903346426431572 } { "person_nums": { @@ -2129,36 +2125,36 @@ Results of the model in various experiments on different datasets. }, "mpjpe": { "count": 630, - "mean": 0.055918, - "median": 0.051032, - "std": 0.018367, - "sem": 0.000732, - "min": 0.029282, - "max": 0.143654, + "mean": 0.0559, + "median": 0.051047, + "std": 0.018383, + "sem": 0.000733, + "min": 0.029149, + "max": 0.144155, "recall-0.025": 0.0, - "recall-0.05": 0.434921, + "recall-0.05": 0.446032, "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": 0.221004, - "ap-0.1": 0.927404, + "ap-0.05": 0.23272, + "ap-0.1": 0.928677, "ap-0.15": 1.0, "ap-0.25": 1.0, "ap-0.5": 1.0 }, "head": { "count": 598, - "mean": 0.040423, - "median": 0.038874, - 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"knee_left": { "count": 628, "mean": 0.045803, - "median": 0.034817, - "std": 0.046062, + "median": 0.034827, + "std": 0.046081, "sem": 0.00184, - "min": 0.00226, - "max": 0.364064, + "min": 0.002265, + "max": 0.364051, "recall-0.025": 0.288217, "recall-0.05": 0.734076, - "recall-0.1": 0.942675, - "recall-0.15": 0.961783, + "recall-0.1": 0.941083, + "recall-0.15": 0.963376, "recall-0.25": 0.984076, "recall-0.5": 1.0, "num_labels": 628 }, "knee_right": { "count": 629, - "mean": 0.053755, - "median": 0.036722, - "std": 0.072138, - "sem": 0.002879, - "min": 0.002669, - "max": 0.494333, - "recall-0.025": 0.267091, - "recall-0.05": 0.712242, + "mean": 0.053706, + "median": 0.036714, + "std": 0.07183, + "sem": 0.002866, + "min": 0.002678, + "max": 0.494376, + "recall-0.025": 0.27027, + "recall-0.05": 0.710652, "recall-0.1": 0.933227, "recall-0.15": 0.952305, "recall-0.25": 0.958665, @@ -2327,14 +2323,14 @@ Results of the model in various experiments on different datasets. }, "ankle_left": { "count": 619, - 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"std": 0.013769, - "sem": 0.000976, - "min": 0.003115, - "max": 0.076881, + "mean": 0.034687, + "median": 0.033267, + "std": 0.013631, + "sem": 0.000966, + "min": 0.003129, + "max": 0.076945, "recall-0.025": 0.25, "recall-0.05": 0.845, "recall-0.1": 1.0, @@ -2567,29 +2563,29 @@ Results of the model in various experiments on different datasets. }, "knee_left": { "count": 200, - "mean": 0.01832, - "median": 0.013632, - "std": 0.014531, - "sem": 0.00103, - "min": 0.002782, - "max": 0.100895, - "recall-0.025": 0.78, + "mean": 0.018635, + "median": 0.013488, + "std": 0.017566, + "sem": 0.001245, + "min": 0.002544, + "max": 0.181286, + "recall-0.025": 0.785, "recall-0.05": 0.97, "recall-0.1": 0.995, - "recall-0.15": 1.0, + "recall-0.15": 0.995, "recall-0.25": 1.0, "recall-0.5": 1.0, "num_labels": 200 }, "knee_right": { "count": 200, - "mean": 0.017824, - "median": 0.0126, - "std": 0.021911, - "sem": 0.001553, - "min": 0.001628, - "max": 0.248436, - "recall-0.025": 0.84, + "mean": 0.018306, + "median": 0.012878, + "std": 0.021929, + "sem": 0.001555, + "min": 0.002418, + "max": 0.24868, + "recall-0.025": 0.82, "recall-0.05": 0.96, "recall-0.1": 0.99, "recall-0.15": 0.995, @@ -2599,30 +2595,30 @@ Results of the model in various experiments on different datasets. }, "ankle_left": { "count": 200, - "mean": 0.018574, - "median": 0.013814, - "std": 0.034692, - "sem": 0.002459, - "min": 0.002513, - "max": 0.44466, - "recall-0.025": 0.91, - "recall-0.05": 0.96, - "recall-0.1": 0.985, - "recall-0.15": 0.99, + "mean": 0.018595, + "median": 0.013493, + "std": 0.033845, + "sem": 0.002399, + "min": 0.003314, + "max": 0.444766, + "recall-0.025": 0.9, + "recall-0.05": 0.955, + "recall-0.1": 0.99, + "recall-0.15": 0.995, "recall-0.25": 0.995, "recall-0.5": 1.0, "num_labels": 200 }, "ankle_right": { "count": 200, - "mean": 0.019241, - "median": 0.013737, - "std": 0.033206, - "sem": 0.002354, - "min": 0.001808, - "max": 0.44532, - "recall-0.025": 0.835, - "recall-0.05": 0.965, + "mean": 0.019189, + "median": 0.013539, + "std": 0.033179, + "sem": 0.002352, + "min": 0.001806, + "max": 0.445265, + "recall-0.025": 0.83, + "recall-0.05": 0.955, "recall-0.1": 0.99, "recall-0.15": 0.995, "recall-0.25": 0.995, @@ -2631,9 +2627,9 @@ Results of the model in various experiments on different datasets. }, "joint_recalls": { "num_labels": 2600, - "recall-0.025": 0.64538, - "recall-0.05": 0.90769, - "recall-0.1": 0.98692, + "recall-0.025": 0.64308, + "recall-0.05": 0.90808, + "recall-0.1": 0.98731, "recall-0.15": 0.99654, "recall-0.25": 0.99885, "recall-0.5": 1.0 @@ -2650,9 +2646,9 @@ Results of the model in various experiments on different datasets. ```json { - "avg_time_2d": 0.0848806757675974, - "avg_time_3d": 0.0006954770339162726, - "avg_fps": 11.685498439260428 + "avg_time_2d": 0.0930509040230199, + "avg_time_3d": 0.000683552340457314, + "avg_fps": 10.668435480355983 } { "person_nums": { @@ -2671,12 +2667,12 @@ Results of the model in various experiments on different datasets. }, "mpjpe": { "count": 200, - "mean": 0.048838, - "median": 0.041028, - "std": 0.026953, + "mean": 0.0489, + "median": 0.041571, + "std": 0.02696, "sem": 0.001911, - "min": 0.021878, - "max": 0.244768, + "min": 0.021811, + "max": 0.245554, "recall-0.025": 0.02, "recall-0.05": 0.68, "recall-0.1": 0.96, @@ -2685,39 +2681,39 @@ Results of the model in various experiments on different datasets. "recall-0.5": 1.0, "num_labels": 200, "ap-0.025": 0.004893, - "ap-0.05": 0.612983, - "ap-0.1": 0.95333, - "ap-0.15": 0.982961, + "ap-0.05": 0.608555, + "ap-0.1": 0.953375, + "ap-0.15": 0.982941, "ap-0.25": 1.0, "ap-0.5": 1.0 }, "nose": { "count": 200, - "mean": 0.051521, - "median": 0.04253, - "std": 0.041087, - "sem": 0.002913, - "min": 0.004778, - "max": 0.258996, - "recall-0.025": 0.285, - "recall-0.05": 0.61, + "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": 0.975, + "recall-0.15": 0.965, "recall-0.25": 0.995, "recall-0.5": 1.0, "num_labels": 200 }, "eye_left": { "count": 200, - "mean": 0.044502, - "median": 0.034878, - "std": 0.03116, - "sem": 0.002209, + "mean": 0.0447, + "median": 0.034844, + "std": 0.031528, + "sem": 0.002235, "min": 0.005777, - "max": 0.164617, + "max": 0.164646, "recall-0.025": 0.325, - "recall-0.05": 0.675, - "recall-0.1": 0.92, + "recall-0.05": 0.68, + "recall-0.1": 0.915, "recall-0.15": 0.99, "recall-0.25": 1.0, "recall-0.5": 1.0, @@ -2725,14 +2721,14 @@ Results of the model in various experiments on different datasets. }, "eye_right": { "count": 200, - "mean": 0.051067, - "median": 0.044561, - "std": 0.033543, - "sem": 0.002378, - "min": 0.004727, - "max": 0.194151, + "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": 0.595, + "recall-0.05": 0.585, "recall-0.1": 0.905, "recall-0.15": 0.99, "recall-0.25": 1.0, @@ -2741,15 +2737,15 @@ Results of the model in various experiments on different datasets. }, "ear_left": { "count": 200, - "mean": 0.034685, - "median": 0.026405, - "std": 0.028367, - "sem": 0.002011, - "min": 0.004074, - "max": 0.196783, - "recall-0.025": 0.45, - "recall-0.05": 0.82, - "recall-0.1": 0.97, + "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, "recall-0.25": 1.0, "recall-0.5": 1.0, @@ -2757,15 +2753,15 @@ Results of the model in various experiments on different datasets. }, "ear_right": { "count": 200, - 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"mean": 0.023687, - "median": 0.019472, - "std": 0.014822, + "mean": 0.023771, + "median": 0.01965, + "std": 0.014833, "sem": 0.001051, - "min": 0.001051, - "max": 0.091146, - "recall-0.025": 0.655, + "min": 0.00089, + "max": 0.088781, + "recall-0.025": 0.645, "recall-0.05": 0.93, "recall-0.1": 1.0, "recall-0.15": 1.0, @@ -2805,14 +2801,14 @@ Results of the model in various experiments on different datasets. }, "elbow_left": { "count": 200, - "mean": 0.021659, - "median": 0.0159, - "std": 0.019532, - "sem": 0.001385, - "min": 0.001613, - "max": 0.131488, - "recall-0.025": 0.755, - "recall-0.05": 0.95, + "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, "recall-0.15": 1.0, "recall-0.25": 1.0, @@ -2821,14 +2817,14 @@ Results of the model in various experiments on different datasets. }, "elbow_right": { "count": 200, - "mean": 0.025529, - "median": 0.018237, - "std": 0.02204, - "sem": 0.001562, - "min": 0.001078, - "max": 0.117042, - "recall-0.025": 0.625, - "recall-0.05": 0.88, + "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, "recall-0.1": 0.975, "recall-0.15": 1.0, "recall-0.25": 1.0, @@ -2837,14 +2833,14 @@ Results of the model in various experiments on different datasets. }, "wrist_left": { "count": 200, - "mean": 0.031488, - "median": 0.020573, - "std": 0.037475, - "sem": 0.002657, - "min": 0.003098, - "max": 0.344977, + "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": 0.855, + "recall-0.05": 0.86, "recall-0.1": 0.955, "recall-0.15": 0.97, "recall-0.25": 0.995, @@ -2853,30 +2849,30 @@ Results of the model in various experiments on different datasets. }, "wrist_right": { "count": 200, - "mean": 0.043503, - "median": 0.028684, - "std": 0.054739, - "sem": 0.00388, - "min": 0.002623, - "max": 0.453945, - "recall-0.025": 0.455, - "recall-0.05": 0.76, - "recall-0.1": 0.92, + "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": 0.99, + "recall-0.25": 0.985, "recall-0.5": 1.0, "num_labels": 200 }, "hip_left": { "count": 200, - "mean": 0.031703, - "median": 0.028115, - "std": 0.015884, - "sem": 0.001126, - "min": 0.005344, - "max": 0.087771, - "recall-0.025": 0.4, - "recall-0.05": 0.88, + "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, @@ -2885,14 +2881,14 @@ Results of the model in various experiments on different datasets. }, "hip_right": { "count": 200, - "mean": 0.03134, - "median": 0.028853, - "std": 0.015832, + "mean": 0.031394, + "median": 0.028821, + "std": 0.015834, "sem": 0.001122, - "min": 0.003002, - "max": 0.076522, - "recall-0.025": 0.375, - "recall-0.05": 0.87, + "min": 0.003171, + "max": 0.075791, + "recall-0.025": 0.395, + "recall-0.05": 0.865, "recall-0.1": 1.0, "recall-0.15": 1.0, "recall-0.25": 1.0, @@ -2901,13 +2897,13 @@ Results of the model in various experiments on different datasets. }, "knee_left": { "count": 200, - "mean": 0.021698, - "median": 0.016517, - "std": 0.024025, + "mean": 0.021778, + "median": 0.016331, + "std": 0.02402, "sem": 0.001703, - "min": 0.001677, - "max": 0.221707, - "recall-0.025": 0.775, + "min": 0.001479, + "max": 0.220794, + "recall-0.025": 0.765, "recall-0.05": 0.955, "recall-0.1": 0.98, "recall-0.15": 0.99, @@ -2917,14 +2913,14 @@ Results of the model in various experiments on different datasets. }, "knee_right": { "count": 200, - "mean": 0.025658, - "median": 0.015109, - "std": 0.039012, - "sem": 0.002765, - "min": 0.001272, - "max": 0.272669, - "recall-0.025": 0.745, - "recall-0.05": 0.91, + "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, @@ -2933,14 +2929,14 @@ Results of the model in various experiments on different datasets. }, "ankle_left": { "count": 200, - "mean": 0.017174, - "median": 0.011853, - "std": 0.021843, - "sem": 0.001548, - "min": 0.000658, - "max": 0.208937, + "mean": 0.016973, + "median": 0.01171, + "std": 0.021732, + "sem": 0.001541, + "min": 0.001445, + "max": 0.208925, "recall-0.025": 0.855, - "recall-0.05": 0.955, + "recall-0.05": 0.96, "recall-0.1": 0.985, "recall-0.15": 0.995, "recall-0.25": 1.0, @@ -2949,13 +2945,13 @@ Results of the model in various experiments on different datasets. }, "ankle_right": { "count": 199, - "mean": 0.019108, - "median": 0.012413, - "std": 0.033692, - "sem": 0.002394, - "min": 0.000333, - 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"mean": 0.023885, - "median": 0.016957, - "std": 0.021684, - "sem": 0.001541, - "min": 0.0018, - "max": 0.150759, - "recall-0.025": 0.695, - "recall-0.05": 0.91, + "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": 0.99, + "recall-0.15": 0.995, "recall-0.25": 0.995, "recall-0.5": 0.995, "num_labels": 200 }, "foot_toe_big_right": { "count": 199, - "mean": 0.032017, - "median": 0.021654, - "std": 0.039765, - "sem": 0.002826, - "min": 0.0018, - "max": 0.364132, - "recall-0.025": 0.59, - "recall-0.05": 0.88, + "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, "recall-0.1": 0.945, "recall-0.15": 0.97, "recall-0.25": 0.99, @@ -3029,31 +3025,31 @@ Results of the model in various experiments on different datasets. }, "foot_toe_small_right": { "count": 199, - "mean": 0.032657, - "median": 0.023201, - "std": 0.033449, - "sem": 0.002377, - "min": 0.001822, - "max": 0.258968, - "recall-0.025": 0.55, - "recall-0.05": 0.84, + "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, "recall-0.1": 0.965, - "recall-0.15": 0.975, - "recall-0.25": 0.99, + "recall-0.15": 0.98, + "recall-0.25": 0.995, "recall-0.5": 0.995, "num_labels": 200 }, "foot_heel_right": { "count": 199, - "mean": 0.026202, - "median": 0.018079, - "std": 0.029149, - "sem": 0.002072, - "min": 0.001723, - "max": 0.23763, - "recall-0.025": 0.68, - "recall-0.05": 0.885, - "recall-0.1": 0.965, + "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, @@ -3061,15 +3057,15 @@ Results of the model in various experiments on different datasets. }, "face_jaw_right_1": { "count": 200, - "mean": 0.088307, - "median": 0.076778, - "std": 0.039091, - "sem": 0.002771, - "min": 0.026231, - "max": 0.318825, + "mean": 0.088339, + "median": 0.076954, + "std": 0.039044, + "sem": 0.002768, + "min": 0.026291, + "max": 0.318671, "recall-0.025": 0.0, - "recall-0.05": 0.095, - "recall-0.1": 0.715, + "recall-0.05": 0.1, + "recall-0.1": 0.72, "recall-0.15": 0.93, "recall-0.25": 0.995, "recall-0.5": 1.0, @@ -3077,15 +3073,15 @@ Results of the model in various experiments on different datasets. }, "face_jaw_right_2": { "count": 200, - "mean": 0.086701, - "median": 0.077068, - "std": 0.038809, - "sem": 0.002751, - "min": 0.02025, - "max": 0.29043, + "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": 0.125, - "recall-0.1": 0.71, + "recall-0.05": 0.13, + "recall-0.1": 0.72, "recall-0.15": 0.92, "recall-0.25": 0.995, "recall-0.5": 1.0, @@ -3093,31 +3089,31 @@ Results of the model in various experiments on different datasets. }, "face_jaw_right_3": { "count": 200, - "mean": 0.089171, - "median": 0.077544, - "std": 0.042788, - "sem": 0.003033, - "min": 0.004385, - "max": 0.273112, + "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": 0.9, + "recall-0.15": 0.895, "recall-0.25": 0.99, "recall-0.5": 1.0, "num_labels": 200 }, "face_jaw_right_4": { "count": 200, - "mean": 0.089772, - "median": 0.07758, - "std": 0.046304, - "sem": 0.003282, - "min": 0.004314, - "max": 0.313033, + "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": 0.13, - "recall-0.1": 0.685, + "recall-0.05": 0.14, + "recall-0.1": 0.69, "recall-0.15": 0.885, "recall-0.25": 0.985, "recall-0.5": 1.0, @@ -3125,15 +3121,15 @@ Results of the model in various experiments on different datasets. }, "face_jaw_right_5": { "count": 200, - "mean": 0.083612, - "median": 0.070917, - "std": 0.047868, - "sem": 0.003393, - "min": 0.010794, - "max": 0.302712, - "recall-0.025": 0.035, - "recall-0.05": 0.24, - "recall-0.1": 0.72, + "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, "recall-0.5": 1.0, @@ -3141,62 +3137,62 @@ Results of the model in various experiments on different datasets. }, "face_jaw_right_6": { "count": 200, - "mean": 0.078378, - "median": 0.063976, - "std": 0.044372, - "sem": 0.003145, - "min": 0.0124, - "max": 0.277769, + "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": 0.305, + "recall-0.05": 0.315, "recall-0.1": 0.745, - "recall-0.15": 0.93, + "recall-0.15": 0.935, "recall-0.25": 0.995, "recall-0.5": 1.0, "num_labels": 200 }, "face_jaw_right_7": { "count": 200, - 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"mean": 0.044452, - "median": 0.039412, - "std": 0.025764, - "sem": 0.001826, - "min": 0.004514, - "max": 0.159536, - "recall-0.025": 0.245, - "recall-0.05": 0.685, + "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, "recall-0.15": 0.995, "recall-0.25": 1.0, @@ -3205,15 +3201,15 @@ Results of the model in various experiments on different datasets. }, "face_jaw_left_1": { "count": 200, - "mean": 0.045366, - "median": 0.036508, - "std": 0.028153, - "sem": 0.001996, - "min": 0.012195, - "max": 0.159992, - "recall-0.025": 0.22, - "recall-0.05": 0.71, - "recall-0.1": 0.935, + "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, "recall-0.15": 0.985, "recall-0.25": 1.0, "recall-0.5": 1.0, @@ -3221,15 +3217,15 @@ Results of the model in various experiments on different datasets. }, "face_jaw_left_2": { "count": 200, - 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"mean": 0.063825, - "median": 0.055856, - "std": 0.031181, - "sem": 0.00221, - "min": 0.010292, - "max": 0.167225, - "recall-0.025": 0.055, + "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, - "recall-0.15": 0.985, + "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": 0.070145, - "median": 0.059655, - "std": 0.035787, - "sem": 0.002537, - "min": 0.007232, - "max": 0.204972, + "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, "recall-0.1": 0.805, @@ -3285,30 +3281,30 @@ Results of the model in various experiments on different datasets. }, "face_jaw_left_6": { "count": 200, - "mean": 0.070647, - "median": 0.05827, - "std": 0.035286, - "sem": 0.002501, - "min": 0.008779, - "max": 0.207501, + "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, - 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"face_eye_right_1": { "count": 200, "mean": 0.053823, - "median": 0.04429, - "std": 0.035187, - "sem": 0.002494, - "min": 0.008472, - "max": 0.229298, - "recall-0.025": 0.16, - "recall-0.05": 0.57, + "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": 0.975, + "recall-0.15": 0.97, "recall-0.25": 1.0, "recall-0.5": 1.0, "num_labels": 200 }, "face_eye_right_2": { "count": 200, - "mean": 0.05043, - "median": 0.039774, - "std": 0.036968, - "sem": 0.002621, - "min": 0.007016, - "max": 0.2525, - "recall-0.025": 0.21, - "recall-0.05": 0.64, - "recall-0.1": 0.93, - "recall-0.15": 0.97, + "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, "recall-0.5": 1.0, "num_labels": 200 }, "face_eye_right_3": { "count": 200, - 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"mean": 0.044709, - "median": 0.036081, - "std": 0.028401, - "sem": 0.002013, - "min": 0.006194, - "max": 0.152362, - "recall-0.025": 0.25, + "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, @@ -3717,15 +3713,15 @@ Results of the model in various experiments on different datasets. }, "face_eye_right_6": { "count": 200, - "mean": 0.048019, - "median": 0.038275, - "std": 0.034896, - "sem": 0.002474, - "min": 0.00679, - "max": 0.276534, - "recall-0.025": 0.24, - "recall-0.05": 0.66, - "recall-0.1": 0.935, + "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, "recall-0.5": 1.0, @@ -3733,12 +3729,12 @@ Results of the model in various experiments on different datasets. }, "face_eye_left_1": { "count": 200, - "mean": 0.033912, - "median": 0.024161, - "std": 0.030146, - "sem": 0.002137, - "min": 0.003, - "max": 0.237559, + "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, @@ -3749,14 +3745,14 @@ Results of the model in various experiments on different datasets. }, "face_eye_left_2": { "count": 200, - "mean": 0.034431, - "median": 0.025683, - "std": 0.027541, - "sem": 0.001952, - "min": 0.002443, - "max": 0.191027, - "recall-0.025": 0.48, - "recall-0.05": 0.8, + "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, "recall-0.1": 0.97, "recall-0.15": 0.995, "recall-0.25": 1.0, @@ -3765,14 +3761,14 @@ Results of the model in various experiments on different datasets. }, "face_eye_left_3": { "count": 200, - "mean": 0.037613, - "median": 0.02948, - "std": 0.026506, - 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"mean": 0.036343, - "median": 0.029715, - "std": 0.025999, - "sem": 0.001843, - "min": 0.00294, - "max": 0.152677, - "recall-0.025": 0.43, + "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, @@ -3813,14 +3809,14 @@ Results of the model in various experiments on different datasets. }, "face_eye_left_6": { "count": 200, - "mean": 0.033279, - "median": 0.025219, - "std": 0.02684, - "sem": 0.001903, - "min": 0.001619, - "max": 0.207992, - "recall-0.025": 0.495, - "recall-0.05": 0.795, + "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, "recall-0.15": 0.995, "recall-0.25": 1.0, @@ -3829,47 +3825,47 @@ Results of the model in various experiments on different datasets. }, "face_mouth_1": { "count": 200, - "mean": 0.045858, - "median": 0.034159, - "std": 0.032482, - "sem": 0.002303, - "min": 0.003352, - "max": 0.179625, - "recall-0.025": 0.32, - "recall-0.05": 0.615, - "recall-0.1": 0.96, - "recall-0.15": 0.98, + "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, "recall-0.5": 1.0, "num_labels": 200 }, "face_mouth_2": { "count": 200, - "mean": 0.043178, - "median": 0.03508, - "std": 0.030534, - "sem": 0.002165, - "min": 0.00431, - "max": 0.189816, + "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": 0.695, - "recall-0.1": 0.96, - "recall-0.15": 0.985, + "recall-0.05": 0.69, + "recall-0.1": 0.955, + "recall-0.15": 0.99, "recall-0.25": 1.0, "recall-0.5": 1.0, "num_labels": 200 }, "face_mouth_3": { "count": 200, - "mean": 0.040101, - 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"mean": 0.039566, - "median": 0.031813, - "std": 0.029087, - "sem": 0.002062, - "min": 0.002872, - "max": 0.191147, + "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": 0.725, + "recall-0.05": 0.735, "recall-0.1": 0.965, "recall-0.15": 0.99, "recall-0.25": 1.0, @@ -3909,15 +3905,15 @@ Results of the model in various experiments on different datasets. }, "face_mouth_6": { "count": 200, - "mean": 0.037119, - "median": 0.029146, - "std": 0.027953, - "sem": 0.001982, - "min": 0.003205, - "max": 0.239892, - "recall-0.025": 0.425, - "recall-0.05": 0.76, - "recall-0.1": 0.965, + "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, "recall-0.5": 1.0, @@ -3925,15 +3921,15 @@ Results of the model in various experiments on different datasets. }, "face_mouth_7": { "count": 200, - "mean": 0.037702, - "median": 0.030089, - "std": 0.026192, - "sem": 0.001857, - "min": 0.004389, - "max": 0.125476, - "recall-0.025": 0.4, - "recall-0.05": 0.74, - "recall-0.1": 0.965, + "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, "recall-0.25": 1.0, "recall-0.5": 1.0, @@ -3941,29 +3937,29 @@ Results of the model in various experiments on different datasets. }, "face_mouth_8": { "count": 200, - "mean": 0.036617, - "median": 0.028973, - "std": 0.024242, - "sem": 0.001718, - "min": 0.00373, - "max": 0.11925, + "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": 0.735, - "recall-0.1": 0.98, - "recall-0.15": 1.0, - "recall-0.25": 1.0, + "recall-0.05": 0.745, + "recall-0.1": 0.975, + "recall-0.15": 0.995, + "recall-0.25": 0.995, "recall-0.5": 1.0, "num_labels": 200 }, "face_mouth_9": { "count": 200, - "mean": 0.038245, - "median": 0.030345, - "std": 0.028248, - "sem": 0.002002, - "min": 0.005425, - "max": 0.194695, - "recall-0.025": 0.38, + "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, "recall-0.15": 0.99, @@ -3973,15 +3969,15 @@ Results of the model in various experiments on different datasets. }, "face_mouth_10": { "count": 200, - "mean": 0.041558, - "median": 0.032348, - "std": 0.03407, - "sem": 0.002415, - "min": 0.005232, - "max": 0.224736, + "mean": 0.041764, + "median": 0.032309, + "std": 0.034277, + "sem": 0.00243, + "min": 0.004056, + "max": 0.224481, "recall-0.025": 0.38, - "recall-0.05": 0.725, - "recall-0.1": 0.95, + "recall-0.05": 0.72, + "recall-0.1": 0.94, "recall-0.15": 0.98, "recall-0.25": 1.0, "recall-0.5": 1.0, @@ -3989,14 +3985,14 @@ Results of the model in various experiments on different datasets. }, "face_mouth_11": { "count": 200, - "mean": 0.043245, - "median": 0.038572, - "std": 0.026833, - "sem": 0.001902, - "min": 0.008876, - "max": 0.143337, - "recall-0.025": 0.31, - "recall-0.05": 0.675, + "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, "recall-0.25": 1.0, @@ -4005,31 +4001,31 @@ Results of the model in various experiments on different datasets. }, "face_mouth_12": { "count": 200, - "mean": 0.042323, - "median": 0.033409, - "std": 0.027022, - "sem": 0.001916, - "min": 0.002657, - "max": 0.158462, - "recall-0.025": 0.335, - "recall-0.05": 0.65, + "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, - "recall-0.15": 0.995, + "recall-0.15": 0.99, "recall-0.25": 1.0, "recall-0.5": 1.0, "num_labels": 200 }, "face_mouth_13": { "count": 200, - "mean": 0.045237, - "median": 0.036356, - "std": 0.03152, - "sem": 0.002234, - "min": 0.001527, - "max": 0.181517, - "recall-0.025": 0.315, - "recall-0.05": 0.635, - "recall-0.1": 0.955, + "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, "recall-0.5": 1.0, @@ -4037,15 +4033,15 @@ Results of the model in various experiments on different datasets. }, "face_mouth_14": { "count": 200, - "mean": 0.042427, - "median": 0.03706, - "std": 0.027303, - "sem": 0.001935, - "min": 0.004869, - "max": 0.143096, + "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": 0.68, - "recall-0.1": 0.97, + "recall-0.05": 0.675, + "recall-0.1": 0.965, "recall-0.15": 1.0, "recall-0.25": 1.0, "recall-0.5": 1.0, @@ -4053,15 +4049,15 @@ Results of the model in various experiments on different datasets. }, "face_mouth_15": { "count": 200, - "mean": 0.040313, - "median": 0.030841, - "std": 0.030136, - "sem": 0.002136, - "min": 0.005622, - "max": 0.221767, - "recall-0.025": 0.375, - "recall-0.05": 0.74, - "recall-0.1": 0.955, + "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, "recall-0.15": 0.99, "recall-0.25": 1.0, "recall-0.5": 1.0, @@ -4069,14 +4065,14 @@ Results of the model in various experiments on different datasets. }, "face_mouth_16": { "count": 200, - "mean": 0.036983, - "median": 0.027271, - "std": 0.029009, - "sem": 0.002056, - "min": 0.003229, - "max": 0.216599, - "recall-0.025": 0.43, - "recall-0.05": 0.76, + "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, "recall-0.15": 0.99, "recall-0.25": 1.0, @@ -4085,14 +4081,14 @@ Results of the model in various experiments on different datasets. }, "face_mouth_17": { "count": 200, - "mean": 0.036324, - "median": 0.028934, - "std": 0.025603, - "sem": 0.001815, - "min": 0.004085, - "max": 0.135427, - "recall-0.025": 0.41, - "recall-0.05": 0.775, + "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, "recall-0.15": 1.0, "recall-0.25": 1.0, @@ -4101,15 +4097,15 @@ Results of the model in various experiments on different datasets. }, "face_mouth_18": { "count": 200, - "mean": 0.035613, - "median": 0.02865, - "std": 0.026378, - "sem": 0.00187, - "min": 0.003045, - "max": 0.213572, - "recall-0.025": 0.45, - "recall-0.05": 0.79, - "recall-0.1": 0.98, + "mean": 0.035741, + "median": 0.028663, + "std": 0.026576, + "sem": 0.001884, + "min": 0.002997, + "max": 0.21275, + "recall-0.025": 0.435, + "recall-0.05": 0.785, + "recall-0.1": 0.975, "recall-0.15": 0.995, "recall-0.25": 1.0, "recall-0.5": 1.0, @@ -4117,15 +4113,15 @@ Results of the model in various experiments on different datasets. }, "face_mouth_19": { "count": 200, - 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"std": 0.06306, - "sem": 0.004481, - "min": 0.004564, - "max": 0.460783, - "recall-0.025": 0.445, + "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": 0.885, - "recall-0.15": 0.93, + "recall-0.1": 0.875, + "recall-0.15": 0.925, "recall-0.25": 0.975, "recall-0.5": 0.995, "num_labels": 200 }, "hand_finger_pinky_left_3": { "count": 199, - "mean": 0.051035, - "median": 0.028442, - "std": 0.065488, - "sem": 0.004654, - "min": 0.005031, - "max": 0.485737, - "recall-0.025": 0.425, - "recall-0.05": 0.735, + "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, @@ -4469,47 +4465,47 @@ Results of the model in various experiments on different datasets. }, "hand_finger_pinky_left_4": { "count": 198, - "mean": 0.055187, - 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