diff --git a/extras/jetson/README.md b/extras/jetson/README.md index e666bf1..6c3707c 100644 --- a/extras/jetson/README.md +++ b/extras/jetson/README.md @@ -86,6 +86,25 @@ Tested with a _Jetson AGX Orin Developer Kit_ module. ```bash cd /RapidPoseTriangulation/swig/ && make all && cd ../tests/ && python3 test_interface.py && cd .. + + cd /RapidPoseTriangulation/scripts/ && \ + g++ -std=c++2a -fPIC -O3 -march=native -Wall -Werror -flto=auto -fopenmp -fopenmp-simd \ + -I /RapidPoseTriangulation/rpt/ \ + -isystem /usr/include/opencv4/ \ + -isystem /usr/local/include/onnxruntime/ \ + -L /usr/local/lib/ \ + test_skelda_dataset.cpp \ + /RapidPoseTriangulation/rpt/*.cpp \ + -o test_skelda_dataset.bin \ + -Wl,--start-group \ + -lonnxruntime_providers_tensorrt \ + -lonnxruntime_providers_shared \ + -lonnxruntime_providers_cuda \ + -lonnxruntime \ + -Wl,--end-group \ + $(pkg-config --libs opencv4) \ + -Wl,-rpath,/onnxruntime/build/Linux/Release/ \ + && cd .. ``` - Test with samples: diff --git a/extras/jetson/RESULTS.md b/extras/jetson/RESULTS.md index 3bc7210..45e26bb 100644 --- a/extras/jetson/RESULTS.md +++ b/extras/jetson/RESULTS.md @@ -7,10 +7,25 @@ Results of the model in various experiments on different datasets. \ ```json { - "img_loading": 0.019871617979922537, - "avg_time_2d": 0.024201560020446777, - "avg_time_3d": 0.0006943431951231876, - "avg_fps": 40.16725126785508 + "img_loading": 0.0342574, + "avg_time_2d": 0.0191282, + "avg_time_3d": 0.000285512, + "fps": 51.51 +} +{ + "triangulator_calls": 600, + "init_time": 1.45132e-05, + "undistort_time": 3.91272e-05, + "project_time": 4.18648e-08, + "match_time": 4.42098e-08, + "pairs_time": 3.36173e-05, + "pair_scoring_time": 7.06038e-05, + "grouping_time": 4.52551e-06, + "full_time": 6.50399e-05, + "merge_time": 1.1182e-05, + "post_time": 1.5184e-05, + "convert_time": 4.0527e-07, + "total_time": 0.000254829 } { "person_nums": { @@ -29,165 +44,165 @@ Results of the model in various experiments on different datasets. \ }, "mpjpe": { "count": 600, - "mean": 0.066544, - "median": 0.058633, - "std": 0.027907, - "sem": 0.00114, - "min": 0.044045, - "max": 0.190448, + "mean": 0.061528, + "median": 0.053105, + "std": 0.028823, + "sem": 0.001178, + "min": 0.036321, + "max": 0.186535, "recall-0.025": 0.0, - "recall-0.05": 0.055, + "recall-0.05": 0.323333, "recall-0.1": 0.933333, "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": 0.006816, - "ap-0.1": 0.892957, - "ap-0.15": 0.915918, + "ap-0.05": 0.17148, + "ap-0.1": 0.885051, + "ap-0.15": 0.912095, "ap-0.25": 1.0, "ap-0.5": 1.0 }, "nose": { "count": 600, - "mean": 0.113926, - "median": 0.096371, - "std": 0.04379, - "sem": 0.001789, - "min": 0.026343, - "max": 0.29862, + "mean": 0.107804, + "median": 0.095215, + "std": 0.03784, + "sem": 0.001546, + "min": 0.026628, + "max": 0.246024, "recall-0.025": 0.0, - "recall-0.05": 0.015, - "recall-0.1": 0.531667, - "recall-0.15": 0.813333, - "recall-0.25": 0.988333, + "recall-0.05": 0.023333, + "recall-0.1": 0.566667, + "recall-0.15": 0.871667, + "recall-0.25": 1.0, "recall-0.5": 1.0, "num_labels": 600 }, "shoulder_left": { "count": 600, - "mean": 0.033951, - "median": 0.025071, - "std": 0.032164, - "sem": 0.001314, - "min": 0.002309, - "max": 0.181442, - "recall-0.025": 0.495, - "recall-0.05": 0.861667, - "recall-0.1": 0.941667, - "recall-0.15": 0.968333, + "mean": 0.035809, + "median": 0.026225, + "std": 0.033892, + "sem": 0.001385, + "min": 0.001365, + "max": 0.170129, + "recall-0.025": 0.471667, + "recall-0.05": 0.818333, + "recall-0.1": 0.946667, + "recall-0.15": 0.961667, "recall-0.25": 1.0, "recall-0.5": 1.0, "num_labels": 600 }, "shoulder_right": { "count": 600, - "mean": 0.047367, - "median": 0.034223, - "std": 0.041566, - "sem": 0.001698, - "min": 0.004691, - "max": 0.260949, - "recall-0.025": 0.221667, - "recall-0.05": 0.761667, - "recall-0.1": 0.918333, - "recall-0.15": 0.94, - "recall-0.25": 0.996667, + "mean": 0.044851, + "median": 0.032717, + "std": 0.03965, + "sem": 0.00162, + "min": 0.004574, + "max": 0.211014, + "recall-0.025": 0.313333, + "recall-0.05": 0.776667, + "recall-0.1": 0.911667, + "recall-0.15": 0.946667, + "recall-0.25": 1.0, "recall-0.5": 1.0, "num_labels": 600 }, "elbow_left": { "count": 600, - "mean": 0.042654, - "median": 0.034221, - "std": 0.034687, - "sem": 0.001417, - "min": 0.003159, - "max": 0.200759, - "recall-0.025": 0.263333, - "recall-0.05": 0.818333, - "recall-0.1": 0.943333, - "recall-0.15": 0.96, + "mean": 0.045214, + "median": 0.035623, + "std": 0.036095, + "sem": 0.001475, + "min": 0.00296, + "max": 0.192319, + "recall-0.025": 0.25, + "recall-0.05": 0.776667, + "recall-0.1": 0.931667, + "recall-0.15": 0.953333, "recall-0.25": 1.0, "recall-0.5": 1.0, "num_labels": 600 }, "elbow_right": { "count": 600, - "mean": 0.043257, - "median": 0.032602, - "std": 0.034101, - "sem": 0.001393, - "min": 0.006362, - "max": 0.204302, - "recall-0.025": 0.236667, - "recall-0.05": 0.795, - "recall-0.1": 0.935, - "recall-0.15": 0.946667, - "recall-0.25": 1.0, + "mean": 0.043301, + "median": 0.031516, + "std": 0.03664, + "sem": 0.001497, + "min": 0.004823, + "max": 0.282918, + "recall-0.025": 0.263333, + "recall-0.05": 0.811667, + "recall-0.1": 0.925, + "recall-0.15": 0.943333, + "recall-0.25": 0.998333, "recall-0.5": 1.0, "num_labels": 600 }, "wrist_left": { "count": 600, - "mean": 0.04175, - "median": 0.024365, - "std": 0.045669, - "sem": 0.001866, - "min": 0.002452, - "max": 0.307723, - "recall-0.025": 0.513333, - "recall-0.05": 0.765, - "recall-0.1": 0.89, - "recall-0.15": 0.933333, - "recall-0.25": 0.998333, + "mean": 0.041557, + "median": 0.024995, + "std": 0.045514, + "sem": 0.00186, + "min": 0.001332, + "max": 0.318702, + "recall-0.025": 0.5, + "recall-0.05": 0.75, + "recall-0.1": 0.893333, + "recall-0.15": 0.943333, + "recall-0.25": 0.996667, "recall-0.5": 1.0, "num_labels": 600 }, "wrist_right": { "count": 599, - "mean": 0.046283, - "median": 0.026429, - "std": 0.055176, - "sem": 0.002256, - "min": 0.002881, - "max": 0.43245, - "recall-0.025": 0.463333, + "mean": 0.046718, + "median": 0.028549, + "std": 0.053068, + "sem": 0.00217, + "min": 0.002781, + "max": 0.461978, + "recall-0.025": 0.443333, "recall-0.05": 0.763333, "recall-0.1": 0.883333, - "recall-0.15": 0.908333, - "recall-0.25": 0.993333, + "recall-0.15": 0.906667, + "recall-0.25": 0.986667, "recall-0.5": 0.998333, "num_labels": 600 }, "hip_left": { "count": 600, - "mean": 0.090089, - "median": 0.086392, - "std": 0.032732, - "sem": 0.001337, - "min": 0.010219, - "max": 0.237936, - "recall-0.025": 0.006667, - "recall-0.05": 0.035, - "recall-0.1": 0.821667, - "recall-0.15": 0.95, + "mean": 0.068465, + "median": 0.057404, + "std": 0.035629, + "sem": 0.001456, + "min": 0.024328, + "max": 0.217183, + "recall-0.025": 0.001667, + "recall-0.05": 0.253333, + "recall-0.1": 0.886667, + "recall-0.15": 0.946667, "recall-0.25": 1.0, "recall-0.5": 1.0, "num_labels": 600 }, "hip_right": { "count": 600, - "mean": 0.114144, - "median": 0.112805, - "std": 0.026059, - "sem": 0.001065, - "min": 0.03471, - "max": 0.231222, - "recall-0.025": 0.0, - "recall-0.05": 0.01, - "recall-0.1": 0.213333, + "mean": 0.085129, + "median": 0.081728, + "std": 0.028927, + "sem": 0.001182, + "min": 0.016843, + "max": 0.209943, + "recall-0.025": 0.015, + "recall-0.05": 0.063333, + "recall-0.1": 0.873333, "recall-0.15": 0.95, "recall-0.25": 1.0, "recall-0.5": 1.0, @@ -195,82 +210,82 @@ Results of the model in various experiments on different datasets. \ }, "knee_left": { "count": 600, - "mean": 0.060487, - "median": 0.045169, - "std": 0.058631, - "sem": 0.002396, - "min": 0.018273, - "max": 0.415974, - "recall-0.025": 0.038333, - "recall-0.05": 0.603333, - "recall-0.1": 0.92, - "recall-0.15": 0.928333, - "recall-0.25": 0.98, + "mean": 0.058233, + "median": 0.043165, + "std": 0.060661, + "sem": 0.002479, + "min": 0.016292, + "max": 0.485495, + "recall-0.025": 0.081667, + "recall-0.05": 0.683333, + "recall-0.1": 0.913333, + "recall-0.15": 0.921667, + "recall-0.25": 0.981667, "recall-0.5": 1.0, "num_labels": 600 }, "knee_right": { "count": 600, - "mean": 0.052012, - "median": 0.043445, - "std": 0.036202, - "sem": 0.001479, - "min": 0.015586, - "max": 0.234792, - "recall-0.025": 0.033333, - "recall-0.05": 0.73, - "recall-0.1": 0.936667, - "recall-0.15": 0.94, - "recall-0.25": 1.0, + "mean": 0.046531, + "median": 0.034435, + "std": 0.040745, + "sem": 0.001665, + "min": 0.010466, + "max": 0.306815, + "recall-0.025": 0.11, + "recall-0.05": 0.823333, + "recall-0.1": 0.926667, + "recall-0.15": 0.941667, + "recall-0.25": 0.995, "recall-0.5": 1.0, "num_labels": 600 }, "ankle_left": { - "count": 597, - "mean": 0.096212, - "median": 0.084027, - "std": 0.051433, - "sem": 0.002107, - "min": 0.049764, - "max": 0.499526, + "count": 595, + "mean": 0.08901, + "median": 0.082242, + "std": 0.032861, + "sem": 0.001348, + "min": 0.046121, + "max": 0.451095, "recall-0.025": 0.0, - "recall-0.05": 0.001667, - "recall-0.1": 0.845, - "recall-0.15": 0.936667, - "recall-0.25": 0.98, - "recall-0.5": 0.995, + "recall-0.05": 0.003333, + "recall-0.1": 0.87, + "recall-0.15": 0.938333, + "recall-0.25": 0.986667, + "recall-0.5": 0.991667, "num_labels": 600 }, "ankle_right": { - "count": 600, - "mean": 0.079987, - "median": 0.067815, - "std": 0.046496, - "sem": 0.0019, - "min": 0.029049, - "max": 0.385925, + "count": 599, + "mean": 0.081515, + "median": 0.066829, + "std": 0.051696, + "sem": 0.002114, + "min": 0.028852, + "max": 0.395517, "recall-0.025": 0.0, - "recall-0.05": 0.021667, - "recall-0.1": 0.905, - "recall-0.15": 0.931667, - "recall-0.25": 0.983333, - "recall-0.5": 1.0, + "recall-0.05": 0.031667, + "recall-0.1": 0.893333, + "recall-0.15": 0.915, + "recall-0.25": 0.973333, + "recall-0.5": 0.998333, "num_labels": 600 }, "joint_recalls": { "num_labels": 7800, - "recall-0.025": 0.1741, - "recall-0.05": 0.47513, - "recall-0.1": 0.82141, - "recall-0.15": 0.93064, - "recall-0.25": 0.99333, - "recall-0.5": 0.99936 + "recall-0.025": 0.18808, + "recall-0.05": 0.505, + "recall-0.1": 0.87795, + "recall-0.15": 0.93333, + "recall-0.25": 0.99346, + "recall-0.5": 0.99885 } } { "total_parts": 8400, - "correct_parts": 8102, - "pcp": 0.964524 + "correct_parts": 8125, + "pcp": 0.967262 } ``` @@ -278,75 +293,90 @@ Results of the model in various experiments on different datasets. \ ```json { - "img_loading": 0.05844812458733103, - "avg_time_2d": 0.061463059428631235, - "avg_time_3d": 0.0011567078095531137, - "avg_fps": 15.969398228459381 + "img_loading": 0.0785831, + "avg_time_2d": 0.0404525, + "avg_time_3d": 0.00126554, + "fps": 23.9704 +} +{ + "triangulator_calls": 301, + "init_time": 1.91998e-05, + "undistort_time": 0.000115129, + "project_time": 0.000137981, + "match_time": 0.000131471, + "pairs_time": 0.000116419, + "pair_scoring_time": 0.000273513, + "grouping_time": 2.37856e-05, + "full_time": 0.000238893, + "merge_time": 6.02346e-05, + "post_time": 2.70387e-05, + "convert_time": 8.76502e-07, + "total_time": 0.00114508 } { "person_nums": { "total_frames": 301, "total_labels": 477, - "total_preds": 830, + "total_preds": 846, "considered_empty": 0, "valid_preds": 477, - "invalid_preds": 353, + "invalid_preds": 369, "missing": 0, - "invalid_fraction": 0.4253, - "precision": 0.5747, + "invalid_fraction": 0.43617, + "precision": 0.56383, "recall": 1.0, - "f1": 0.72992, - "non_empty": 830 + "f1": 0.72109, + "non_empty": 846 }, "mpjpe": { "count": 477, - "mean": 0.048402, - "median": 0.043251, - "std": 0.014931, + "mean": 0.048053, + "median": 0.042925, + "std": 0.014919, "sem": 0.000684, - "min": 0.028086, - "max": 0.112554, + "min": 0.030316, + "max": 0.127538, "recall-0.025": 0.0, - "recall-0.05": 0.683438, + "recall-0.05": 0.691824, "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": 0.368305, - "ap-0.1": 0.705194, - "ap-0.15": 0.717796, - "ap-0.25": 0.717796, - 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- "recall-0.05": 0.742138, - "recall-0.1": 0.953878, + "mean": 0.040846, + "median": 0.032231, + "std": 0.02937, + "sem": 0.001346, + "min": 0.003899, + "max": 0.326622, + "recall-0.025": 0.29979, + "recall-0.05": 0.754717, + "recall-0.1": 0.951782, "recall-0.15": 0.997904, "recall-0.25": 0.997904, "recall-0.5": 1.0, @@ -386,63 +416,63 @@ Results of the model in various experiments on different datasets. \ }, "elbow_right": { "count": 477, - "mean": 0.053417, - "median": 0.045563, - "std": 0.040741, - "sem": 0.001867, - "min": 0.0018, - "max": 0.236595, - "recall-0.025": 0.262055, - "recall-0.05": 0.555556, - "recall-0.1": 0.895178, - "recall-0.15": 0.958071, + "mean": 0.05353, + "median": 0.045193, + "std": 0.0412, + "sem": 0.001888, + "min": 0.002659, + "max": 0.240424, + "recall-0.025": 0.266247, + "recall-0.05": 0.559748, + "recall-0.1": 0.897275, + "recall-0.15": 0.953878, "recall-0.25": 1.0, "recall-0.5": 1.0, "num_labels": 477 }, "wrist_left": { "count": 477, - "mean": 0.060252, - "median": 0.053791, - "std": 0.039408, - "sem": 0.001806, - "min": 0.002539, - "max": 0.319587, - "recall-0.025": 0.142558, - "recall-0.05": 0.42348, - "recall-0.1": 0.897275, - "recall-0.15": 0.960168, - "recall-0.25": 0.991614, + "mean": 0.060767, + "median": 0.054348, + "std": 0.040627, + "sem": 0.001862, + "min": 0.002997, + "max": 0.314436, + "recall-0.025": 0.129979, + "recall-0.05": 0.398323, + "recall-0.1": 0.903564, + "recall-0.15": 0.958071, + "recall-0.25": 0.987421, "recall-0.5": 1.0, "num_labels": 477 }, "wrist_right": { "count": 477, - "mean": 0.059418, - "median": 0.055276, - "std": 0.033082, - "sem": 0.001516, - "min": 0.007955, - "max": 0.343421, - "recall-0.025": 0.098532, - "recall-0.05": 0.417191, - "recall-0.1": 0.907757, - "recall-0.15": 0.985325, + "mean": 0.059355, + "median": 0.054084, + "std": 0.033183, + "sem": 0.001521, + "min": 0.00779, + "max": 0.370076, + "recall-0.025": 0.113208, + "recall-0.05": 0.427673, + "recall-0.1": 0.895178, + "recall-0.15": 0.979036, "recall-0.25": 0.997904, "recall-0.5": 1.0, "num_labels": 477 }, "hip_left": { "count": 477, - "mean": 0.049054, - "median": 0.042994, - "std": 0.026142, + "mean": 0.04787, + "median": 0.042247, + "std": 0.026144, "sem": 0.001198, - "min": 0.006503, - "max": 0.138607, - "recall-0.025": 0.165618, - "recall-0.05": 0.607966, - "recall-0.1": 0.958071, + "min": 0.008137, + "max": 0.144228, + "recall-0.025": 0.184486, + "recall-0.05": 0.620545, + "recall-0.1": 0.953878, "recall-0.15": 1.0, "recall-0.25": 1.0, "recall-0.5": 1.0, @@ -450,31 +480,31 @@ Results of the model in various experiments on different datasets. \ }, "hip_right": { "count": 477, - "mean": 0.060183, - "median": 0.057545, - "std": 0.026063, - "sem": 0.001195, - "min": 0.002817, - "max": 0.16289, - "recall-0.025": 0.083857, - "recall-0.05": 0.33543, - "recall-0.1": 0.926625, - "recall-0.15": 0.995807, + "mean": 0.058046, + "median": 0.057109, + "std": 0.023584, + "sem": 0.001081, + "min": 0.00411, + "max": 0.13267, + "recall-0.025": 0.09434, + "recall-0.05": 0.400419, + "recall-0.1": 0.945493, + "recall-0.15": 1.0, "recall-0.25": 1.0, "recall-0.5": 1.0, "num_labels": 477 }, "knee_left": { "count": 477, - "mean": 0.040884, - "median": 0.038795, - "std": 0.024482, - "sem": 0.001122, - "min": 0.003199, - "max": 0.188865, - "recall-0.025": 0.251572, - "recall-0.05": 0.735849, - "recall-0.1": 0.972746, + "mean": 0.040469, + "median": 0.03773, + "std": 0.024313, + "sem": 0.001114, + "min": 0.004536, + "max": 0.192478, + "recall-0.025": 0.24109, + "recall-0.05": 0.746331, + "recall-0.1": 0.974843, "recall-0.15": 0.989518, "recall-0.25": 1.0, "recall-0.5": 1.0, @@ -482,30 +512,30 @@ Results of the model in various experiments on different datasets. \ }, "knee_right": { "count": 477, - "mean": 0.039962, - "median": 0.035624, - "std": 0.023542, - "sem": 0.001079, - "min": 0.006843, - "max": 0.188353, - "recall-0.025": 0.320755, - "recall-0.05": 0.710692, + "mean": 0.040311, + "median": 0.036374, + "std": 0.024063, + "sem": 0.001103, + "min": 0.005617, + "max": 0.185761, + "recall-0.025": 0.314465, + "recall-0.05": 0.702306, "recall-0.1": 0.976939, - "recall-0.15": 0.997904, + "recall-0.15": 0.995807, "recall-0.25": 1.0, "recall-0.5": 1.0, "num_labels": 477 }, "ankle_left": { "count": 477, - "mean": 0.036684, - "median": 0.02754, - "std": 0.0311, - "sem": 0.001425, - "min": 0.005021, - "max": 0.212569, - "recall-0.025": 0.431866, - "recall-0.05": 0.821803, + "mean": 0.036229, + "median": 0.02751, + "std": 0.03096, + "sem": 0.001419, + "min": 0.004239, + "max": 0.222654, + "recall-0.025": 0.42348, + "recall-0.05": 0.819706, "recall-0.1": 0.943396, "recall-0.15": 0.983229, "recall-0.25": 1.0, @@ -514,34 +544,320 @@ Results of the model in various experiments on different datasets. \ }, "ankle_right": { "count": 477, - "mean": 0.041044, - "median": 0.03031, - "std": 0.037716, - "sem": 0.001729, - "min": 0.001631, - "max": 0.268853, - "recall-0.025": 0.318658, - "recall-0.05": 0.792453, - "recall-0.1": 0.928721, - "recall-0.15": 0.966457, - "recall-0.25": 0.997904, + "mean": 0.040924, + "median": 0.030993, + "std": 0.037966, + "sem": 0.00174, + "min": 0.000912, + "max": 0.286386, + "recall-0.025": 0.303983, + "recall-0.05": 0.811321, + "recall-0.1": 0.930818, + "recall-0.15": 0.968553, + "recall-0.25": 0.995807, "recall-0.5": 1.0, "num_labels": 477 }, "joint_recalls": { "num_labels": 6201, - "recall-0.025": 0.20835, - "recall-0.05": 0.60845, - "recall-0.1": 0.94001, - "recall-0.15": 0.98678, - "recall-0.25": 0.99871, + "recall-0.025": 0.20803, + "recall-0.05": 0.61426, + "recall-0.1": 0.94243, + "recall-0.15": 0.98549, + "recall-0.25": 0.99806, "recall-0.5": 1.0 } } { "total_parts": 6678, - "correct_parts": 6616, - "pcp": 0.990716 + "correct_parts": 6612, + "pcp": 0.990117 +} +``` + +### Panoptic + +```json +{ + "img_loading": 0.0839426, + "avg_time_2d": 0.0584538, + "avg_time_3d": 0.00197332, + "fps": 16.5489 +} +{ + "triangulator_calls": 420, + "init_time": 2.6119e-05, + "undistort_time": 9.24304e-05, + "project_time": 6.01094e-08, + "match_time": 4.79975e-08, + "pairs_time": 0.000163411, + "pair_scoring_time": 0.00105603, + "grouping_time": 0.000145171, + "full_time": 0.000276877, + "merge_time": 5.63099e-05, + "post_time": 2.89766e-05, + "convert_time": 1.36306e-06, + "total_time": 0.00184748 +} +{ + "person_nums": { + "total_frames": 420, + "total_labels": 1466, + "total_preds": 1603, + "considered_empty": 0, + "valid_preds": 1462, + "invalid_preds": 141, + "missing": 4, + "invalid_fraction": 0.08796, + "precision": 0.91204, + "recall": 0.99727, + "f1": 0.95275, + "non_empty": 1603 + }, + "mpjpe": { + "count": 1462, + "mean": 0.034981, + "median": 0.031055, + "std": 0.016678, + "sem": 0.000436, + "min": 0.010964, + "max": 0.17508, + "recall-0.025": 0.299454, + "recall-0.05": 0.841746, + "recall-0.1": 0.992497, + "recall-0.15": 0.995907, + "recall-0.25": 0.997271, + "recall-0.5": 0.997271, + "num_labels": 1466, + "ap-0.025": 0.155164, + "ap-0.05": 0.770059, + "ap-0.1": 0.976266, + "ap-0.15": 0.983127, + "ap-0.25": 0.986247, + "ap-0.5": 0.986247 + }, + "nose": { + "count": 1461, + "mean": 0.015025, + "median": 0.01129, + "std": 0.017594, + "sem": 0.00046, + "min": 0.001853, + "max": 0.275169, + "recall-0.025": 0.917293, + "recall-0.05": 0.969241, + "recall-0.1": 0.992481, + "recall-0.15": 0.995899, + "recall-0.25": 0.996582, + "recall-0.5": 0.998633, + "num_labels": 1463 + }, + "shoulder_left": { + "count": 1462, + "mean": 0.016623, + "median": 0.014519, + "std": 0.010639, + "sem": 0.000278, + "min": 0.001557, + "max": 0.100918, + "recall-0.025": 0.843111, + "recall-0.05": 0.985675, + "recall-0.1": 0.996589, + "recall-0.15": 0.997271, + "recall-0.25": 0.997271, + "recall-0.5": 0.997271, + "num_labels": 1466 + }, + "shoulder_right": { + "count": 1461, + "mean": 0.01663, + "median": 0.014348, + "std": 0.011206, + "sem": 0.000293, + "min": 0.000751, + "max": 0.152125, + "recall-0.025": 0.840956, + "recall-0.05": 0.984983, + "recall-0.1": 0.996587, + "recall-0.15": 0.996587, + "recall-0.25": 0.99727, + "recall-0.5": 0.99727, + "num_labels": 1465 + }, + "elbow_left": { + "count": 1461, + "mean": 0.023401, + "median": 0.016597, + "std": 0.022705, + "sem": 0.000594, + "min": 0.000894, + "max": 0.212038, + "recall-0.025": 0.725597, + "recall-0.05": 0.905119, + "recall-0.1": 0.98157, + "recall-0.15": 0.993857, + "recall-0.25": 0.99727, + "recall-0.5": 0.99727, + "num_labels": 1465 + }, + "elbow_right": { + "count": 1461, + "mean": 0.020471, + "median": 0.015998, + "std": 0.015371, + "sem": 0.000402, + "min": 0.000892, + "max": 0.166452, + "recall-0.025": 0.784005, + "recall-0.05": 0.93985, + "recall-0.1": 0.996582, + "recall-0.15": 0.997949, + "recall-0.25": 0.998633, + "recall-0.5": 0.998633, + "num_labels": 1463 + }, + "wrist_left": { + "count": 1432, + "mean": 0.036167, + "median": 0.016317, + "std": 0.058075, + "sem": 0.001535, + "min": 0.000818, + "max": 0.457564, + "recall-0.025": 0.68689, + "recall-0.05": 0.847978, + "recall-0.1": 0.903766, + "recall-0.15": 0.953278, + "recall-0.25": 0.974198, + "recall-0.5": 0.998605, + "num_labels": 1434 + }, + "wrist_right": { + "count": 1455, + "mean": 0.02501, + "median": 0.016009, + "std": 0.030848, + "sem": 0.000809, + "min": 0.001026, + "max": 0.289014, + "recall-0.025": 0.705357, + "recall-0.05": 0.901099, + "recall-0.1": 0.971841, + "recall-0.15": 0.986264, + "recall-0.25": 0.994505, + "recall-0.5": 0.999313, + "num_labels": 1456 + }, + "hip_left": { + "count": 1461, + "mean": 0.036319, + "median": 0.031691, + "std": 0.021971, + "sem": 0.000575, + "min": 0.000673, + "max": 0.223114, + "recall-0.025": 0.32628, + "recall-0.05": 0.813652, + "recall-0.1": 0.9843, + "recall-0.15": 0.993174, + "recall-0.25": 0.99727, + "recall-0.5": 0.99727, + "num_labels": 1465 + }, + "hip_right": { + "count": 1462, + "mean": 0.039558, + "median": 0.032541, + "std": 0.032576, + "sem": 0.000852, + "min": 0.003091, + "max": 0.466214, + "recall-0.025": 0.326739, + "recall-0.05": 0.79809, + "recall-0.1": 0.957708, + "recall-0.15": 0.989768, + "recall-0.25": 0.994543, + "recall-0.5": 0.997271, + "num_labels": 1466 + }, + "knee_left": { + "count": 1461, + "mean": 0.041537, + "median": 0.034438, + "std": 0.039106, + "sem": 0.001023, + "min": 0.004038, + "max": 0.472281, + "recall-0.025": 0.27372, + "recall-0.05": 0.782935, + "recall-0.1": 0.959727, + "recall-0.15": 0.982253, + "recall-0.25": 0.988396, + "recall-0.5": 0.99727, + "num_labels": 1465 + }, + "knee_right": { + "count": 1454, + "mean": 0.039732, + "median": 0.031766, + "std": 0.030497, + "sem": 0.0008, + "min": 0.002426, + "max": 0.369024, + "recall-0.025": 0.332419, + "recall-0.05": 0.735435, + "recall-0.1": 0.962988, + "recall-0.15": 0.989034, + "recall-0.25": 0.993146, + "recall-0.5": 0.996573, + "num_labels": 1459 + }, + "ankle_left": { + "count": 1457, + "mean": 0.070074, + "median": 0.036118, + "std": 0.081809, + "sem": 0.002144, + "min": 0.003395, + "max": 0.448722, + "recall-0.025": 0.336295, + "recall-0.05": 0.616541, + "recall-0.1": 0.789474, + "recall-0.15": 0.86056, + "recall-0.25": 0.947368, + "recall-0.5": 0.995899, + "num_labels": 1463 + }, + "ankle_right": { + "count": 1452, + "mean": 0.070754, + "median": 0.03316, + "std": 0.093813, + "sem": 0.002463, + "min": 0.001172, + "max": 0.470014, + "recall-0.025": 0.349315, + "recall-0.05": 0.676712, + "recall-0.1": 0.806164, + "recall-0.15": 0.856849, + "recall-0.25": 0.920548, + "recall-0.5": 0.994521, + "num_labels": 1460 + }, + "joint_recalls": { + "num_labels": 18990, + "recall-0.025": 0.5723, + "recall-0.05": 0.8425, + "recall-0.1": 0.94581, + "recall-0.15": 0.96835, + "recall-0.25": 0.98415, + "recall-0.5": 0.99716 + } +} +{ + "total_parts": 20444, + "correct_parts": 20126, + "pcp": 0.984445 } ``` @@ -551,10 +867,25 @@ Results of the model in various experiments on different datasets. \ ```json { - "img_loading": 0.026904404790777908, - "avg_time_2d": 0.024324122228120502, - "avg_time_3d": 0.0007598211890772769, - "avg_fps": 39.866139999119554 + "img_loading": 0.0400008, + "avg_time_2d": 0.01979, + "avg_time_3d": 0.000363116, + "fps": 49.6202 +} +{ + "triangulator_calls": 200, + "init_time": 1.21408e-05, + "undistort_time": 7.16068e-05, + "project_time": 4.383e-08, + "match_time": 4.2875e-08, + "pairs_time": 3.16908e-05, + "pair_scoring_time": 8.60715e-05, + "grouping_time": 4.5394e-06, + "full_time": 7.9356e-05, + "merge_time": 1.16875e-05, + "post_time": 1.73255e-05, + "convert_time": 3.4991e-07, + "total_time": 0.000315377 } { "person_nums": { @@ -573,52 +904,52 @@ Results of the model in various experiments on different datasets. \ }, "mpjpe": { "count": 200, - "mean": 0.025701, - "median": 0.023958, - "std": 0.010643, - "sem": 0.000754, - "min": 0.012246, - "max": 0.121669, - "recall-0.025": 0.565, + "mean": 0.023565, + "median": 0.021741, + "std": 0.010774, + "sem": 0.000764, + "min": 0.01127, + "max": 0.09407, + "recall-0.025": 0.665, "recall-0.05": 0.975, - "recall-0.1": 0.995, + "recall-0.1": 1.0, "recall-0.15": 1.0, "recall-0.25": 1.0, "recall-0.5": 1.0, "num_labels": 200, - "ap-0.025": 0.47925, - "ap-0.05": 0.974667, - "ap-0.1": 0.995, + "ap-0.025": 0.574797, + "ap-0.05": 0.974203, + "ap-0.1": 1.0, "ap-0.15": 1.0, "ap-0.25": 1.0, "ap-0.5": 1.0 }, "nose": { "count": 200, - "mean": 0.038362, - "median": 0.029618, - "std": 0.030534, - "sem": 0.002164, - "min": 0.002044, - "max": 0.165617, - "recall-0.025": 0.45, - "recall-0.05": 0.765, - "recall-0.1": 0.94, - "recall-0.15": 0.995, - "recall-0.25": 1.0, + "mean": 0.040915, + "median": 0.030513, + "std": 0.036284, + "sem": 0.002572, + "min": 0.004272, + "max": 0.257783, + "recall-0.025": 0.41, + "recall-0.05": 0.775, + "recall-0.1": 0.945, + "recall-0.15": 0.98, + "recall-0.25": 0.995, "recall-0.5": 1.0, "num_labels": 200 }, "shoulder_left": { "count": 200, - "mean": 0.020179, - "median": 0.017204, - "std": 0.011917, - "sem": 0.000845, - "min": 0.002468, - "max": 0.090697, - "recall-0.025": 0.755, - "recall-0.05": 0.97, + "mean": 0.018229, + "median": 0.015765, + "std": 0.010916, + "sem": 0.000774, + "min": 0.002415, + "max": 0.073392, + "recall-0.025": 0.79, + "recall-0.05": 0.98, "recall-0.1": 1.0, "recall-0.15": 1.0, "recall-0.25": 1.0, @@ -627,14 +958,14 @@ Results of the model in various experiments on different datasets. \ }, "shoulder_right": { "count": 200, - "mean": 0.026897, - "median": 0.023931, - "std": 0.013287, - "sem": 0.000942, - "min": 0.006371, - "max": 0.090547, - "recall-0.025": 0.53, - "recall-0.05": 0.935, + "mean": 0.022352, + "median": 0.019094, + "std": 0.012414, + "sem": 0.00088, + "min": 0.003998, + "max": 0.082965, + "recall-0.025": 0.645, + "recall-0.05": 0.98, "recall-0.1": 1.0, "recall-0.15": 1.0, "recall-0.25": 1.0, @@ -643,30 +974,30 @@ Results of the model in various experiments on different datasets. \ }, "elbow_left": { "count": 200, - "mean": 0.017061, - "median": 0.012005, - "std": 0.02008, - "sem": 0.001423, - "min": 0.001306, - "max": 0.219441, - "recall-0.025": 0.86, - "recall-0.05": 0.96, - "recall-0.1": 0.995, - "recall-0.15": 0.995, + "mean": 0.015272, + "median": 0.012426, + "std": 0.011883, + "sem": 0.000842, + "min": 0.002273, + "max": 0.084105, + "recall-0.025": 0.865, + "recall-0.05": 0.975, + "recall-0.1": 1.0, + "recall-0.15": 1.0, "recall-0.25": 1.0, "recall-0.5": 1.0, "num_labels": 200 }, "elbow_right": { "count": 200, - "mean": 0.022246, - "median": 0.015135, - "std": 0.02094, - "sem": 0.001484, - "min": 0.002064, - "max": 0.137848, - "recall-0.025": 0.735, - "recall-0.05": 0.9, + "mean": 0.021467, + "median": 0.014707, + "std": 0.020482, + "sem": 0.001452, + "min": 0.000629, + "max": 0.11985, + "recall-0.025": 0.73, + "recall-0.05": 0.915, "recall-0.1": 0.99, "recall-0.15": 1.0, "recall-0.25": 1.0, @@ -675,31 +1006,31 @@ Results of the model in various experiments on different datasets. \ }, "wrist_left": { "count": 200, - "mean": 0.024401, - "median": 0.018362, - "std": 0.024836, - "sem": 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200, - "mean": 0.038857, - "median": 0.036549, - "std": 0.01542, - "sem": 0.001093, - "min": 0.006233, - "max": 0.100519, - "recall-0.025": 0.175, - "recall-0.05": 0.78, - "recall-0.1": 0.995, + "mean": 0.031059, + "median": 0.028064, + "std": 0.015627, + "sem": 0.001108, + "min": 0.004663, + "max": 0.092889, + "recall-0.025": 0.415, + "recall-0.05": 0.895, + "recall-0.1": 1.0, "recall-0.15": 1.0, "recall-0.25": 1.0, "recall-0.5": 1.0, @@ -723,14 +1054,14 @@ Results of the model in various experiments on different datasets. \ }, "hip_right": { "count": 200, - "mean": 0.037521, - "median": 0.037198, - "std": 0.014532, - "sem": 0.00103, - "min": 0.003326, - "max": 0.076818, - "recall-0.025": 0.215, - "recall-0.05": 0.82, + "mean": 0.029347, + "median": 0.027663, + "std": 0.01378, + "sem": 0.000977, + "min": 0.004865, + "max": 0.066256, + "recall-0.025": 0.44, + "recall-0.05": 0.915, "recall-0.1": 1.0, "recall-0.15": 1.0, "recall-0.25": 1.0, @@ -739,45 +1070,13 @@ Results of the model in various experiments on different datasets. \ }, "knee_left": { "count": 200, - "mean": 0.021295, - "median": 0.015474, - "std": 0.027265, - "sem": 0.001933, - "min": 0.001563, - "max": 0.332653, - "recall-0.025": 0.79, - "recall-0.05": 0.945, - "recall-0.1": 0.995, - "recall-0.15": 0.995, - "recall-0.25": 0.995, - "recall-0.5": 1.0, - "num_labels": 200 - }, - "knee_right": { - "count": 200, - "mean": 0.020008, - "median": 0.013888, - "std": 0.020893, - "sem": 0.001481, - "min": 0.003082, - "max": 0.145077, - "recall-0.025": 0.845, - "recall-0.05": 0.93, - "recall-0.1": 0.975, - "recall-0.15": 1.0, - "recall-0.25": 1.0, - "recall-0.5": 1.0, - "num_labels": 200 - }, - "ankle_left": { - "count": 200, - "mean": 0.017856, - "median": 0.012991, - "std": 0.027478, - "sem": 0.001948, - "min": 0.002079, - "max": 0.346202, - "recall-0.025": 0.875, + "mean": 0.019717, + "median": 0.01388, + "std": 0.027031, + "sem": 0.001916, + "min": 0.002293, + "max": 0.328836, + "recall-0.025": 0.795, "recall-0.05": 0.96, "recall-0.1": 0.99, "recall-0.15": 0.995, @@ -785,15 +1084,31 @@ Results of the model in various experiments on different datasets. \ "recall-0.5": 1.0, "num_labels": 200 }, - "ankle_right": { + "knee_right": { "count": 200, - "mean": 0.01797, - "median": 0.012724, - "std": 0.026658, - "sem": 0.00189, - "min": 0.001826, - "max": 0.337624, - "recall-0.025": 0.885, + "mean": 0.018608, + "median": 0.013854, + "std": 0.031726, + "sem": 0.002249, + "min": 0.000647, + "max": 0.42966, + "recall-0.025": 0.84, + "recall-0.05": 0.96, + "recall-0.1": 0.995, + "recall-0.15": 0.995, + "recall-0.25": 0.995, + "recall-0.5": 1.0, + "num_labels": 200 + }, + "ankle_left": { + "count": 200, + "mean": 0.015368, + "median": 0.010389, + "std": 0.026199, + "sem": 0.001857, + "min": 0.000367, + "max": 0.332561, + "recall-0.025": 0.91, "recall-0.05": 0.97, "recall-0.1": 0.99, "recall-0.15": 0.995, @@ -801,20 +1116,36 @@ Results of the model in various experiments on different datasets. \ "recall-0.5": 1.0, "num_labels": 200 }, + "ankle_right": { + "count": 199, + "mean": 0.01611, + "median": 0.010414, + "std": 0.027756, + "sem": 0.001973, + "min": 0.00027, + "max": 0.345455, + "recall-0.025": 0.875, + "recall-0.05": 0.965, + "recall-0.1": 0.985, + "recall-0.15": 0.99, + "recall-0.25": 0.99, + "recall-0.5": 0.995, + "num_labels": 200 + }, "joint_recalls": { "num_labels": 2600, - "recall-0.025": 0.63923, - "recall-0.05": 0.89769, - "recall-0.1": 0.98654, - "recall-0.15": 0.99731, - "recall-0.25": 0.99885, - "recall-0.5": 1.0 + "recall-0.025": 0.68692, + "recall-0.05": 0.92654, + "recall-0.1": 0.98885, + "recall-0.15": 0.99538, + "recall-0.25": 0.99731, + "recall-0.5": 0.99962 } } { "total_parts": 2800, - "correct_parts": 2793, - "pcp": 0.9975 + "correct_parts": 2794, + "pcp": 0.997857 } ``` @@ -822,10 +1153,25 @@ Results of the model in various experiments on different datasets. \ ```json { - "img_loading": 0.026969775400663677, - "avg_time_2d": 0.03872783058568051, - 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0.036503, - "std": 0.033825, - "sem": 0.002398, - "min": 0.004103, - "max": 0.16553, - "recall-0.025": 0.36, - "recall-0.05": 0.64, - "recall-0.1": 0.91, - "recall-0.15": 0.985, - "recall-0.25": 1.0, + "mean": 0.045024, + "median": 0.035475, + "std": 0.033342, + "sem": 0.002364, + "min": 0.008404, + "max": 0.292547, + "recall-0.025": 0.31, + "recall-0.05": 0.66, + "recall-0.1": 0.94, + "recall-0.15": 0.995, + "recall-0.25": 0.995, "recall-0.5": 1.0, "num_labels": 200 }, "eye_right": { "count": 200, - "mean": 0.053208, - "median": 0.043197, - "std": 0.037719, - "sem": 0.002674, - "min": 0.003116, - "max": 0.230969, - "recall-0.025": 0.255, - "recall-0.05": 0.56, - "recall-0.1": 0.875, + "mean": 0.053867, + "median": 0.046104, + "std": 0.034182, + "sem": 0.002423, + "min": 0.005106, + "max": 0.198684, + "recall-0.025": 0.185, + "recall-0.05": 0.565, + "recall-0.1": 0.89, "recall-0.15": 0.99, "recall-0.25": 1.0, "recall-0.5": 1.0, @@ -914,31 +1260,31 @@ Results of the model in various experiments on different datasets. \ }, "ear_left": { "count": 200, - "mean": 0.033662, - "median": 0.025533, - "std": 0.027347, - "sem": 0.001939, - "min": 0.003391, - "max": 0.154758, - "recall-0.025": 0.49, - "recall-0.05": 0.81, - "recall-0.1": 0.97, - "recall-0.15": 0.995, + "mean": 0.033952, + "median": 0.024947, + "std": 0.028383, + "sem": 0.002012, + "min": 0.002679, + "max": 0.168129, + "recall-0.025": 0.5, + "recall-0.05": 0.825, + "recall-0.1": 0.965, + "recall-0.15": 0.985, "recall-0.25": 1.0, "recall-0.5": 1.0, "num_labels": 200 }, "ear_right": { "count": 200, - "mean": 0.042777, - "median": 0.036639, - "std": 0.028311, - "sem": 0.002007, - "min": 0.002902, - "max": 0.141309, - "recall-0.025": 0.33, + "mean": 0.044159, + "median": 0.039658, + "std": 0.028641, + "sem": 0.00203, + "min": 0.003694, + "max": 0.144523, + "recall-0.025": 0.31, "recall-0.05": 0.65, - "recall-0.1": 0.96, + "recall-0.1": 0.955, "recall-0.15": 1.0, "recall-0.25": 1.0, "recall-0.5": 1.0, @@ -946,15 +1292,15 @@ Results of the model in various experiments on different datasets. \ }, "shoulder_left": { "count": 200, - "mean": 0.020521, - "median": 0.0183, - "std": 0.011893, - "sem": 0.000843, - "min": 0.00081, - "max": 0.097607, - "recall-0.025": 0.73, - "recall-0.05": 0.975, - "recall-0.1": 1.0, + "mean": 0.022384, + "median": 0.019281, + "std": 0.014571, + "sem": 0.001033, + "min": 0.00253, + "max": 0.118622, + "recall-0.025": 0.665, + "recall-0.05": 0.95, + "recall-0.1": 0.995, "recall-0.15": 1.0, "recall-0.25": 1.0, "recall-0.5": 1.0, @@ -962,14 +1308,14 @@ Results of the model in various experiments on different datasets. \ }, "shoulder_right": { "count": 200, - "mean": 0.025856, - "median": 0.023161, - "std": 0.014296, - "sem": 0.001013, - "min": 0.003648, - "max": 0.072677, - "recall-0.025": 0.555, - "recall-0.05": 0.93, + "mean": 0.025676, + "median": 0.022291, + "std": 0.014866, + "sem": 0.001054, + "min": 0.002433, + "max": 0.074823, + "recall-0.025": 0.585, + "recall-0.05": 0.915, "recall-0.1": 1.0, "recall-0.15": 1.0, "recall-0.25": 1.0, @@ -978,79 +1324,79 @@ Results of the model in various experiments on different datasets. \ }, "elbow_left": { "count": 200, - "mean": 0.019579, - "median": 0.016139, - "std": 0.014016, - "sem": 0.000994, - "min": 0.002295, - "max": 0.111942, - "recall-0.025": 0.755, - "recall-0.05": 0.965, - "recall-0.1": 0.995, - "recall-0.15": 1.0, + "mean": 0.02056, + "median": 0.015658, + "std": 0.021121, + "sem": 0.001497, + "min": 0.000475, + "max": 0.226398, + "recall-0.025": 0.745, + "recall-0.05": 0.96, + "recall-0.1": 0.99, + "recall-0.15": 0.995, "recall-0.25": 1.0, "recall-0.5": 1.0, "num_labels": 200 }, "elbow_right": { "count": 200, - "mean": 0.026285, - "median": 0.018368, - "std": 0.025613, - "sem": 0.001816, - "min": 0.003188, - "max": 0.201298, - "recall-0.025": 0.655, - "recall-0.05": 0.885, - "recall-0.1": 0.975, + "mean": 0.02597, + "median": 0.017822, + "std": 0.026304, + "sem": 0.001865, + "min": 0.000835, + "max": 0.20689, + "recall-0.025": 0.66, + "recall-0.05": 0.89, + "recall-0.1": 0.97, "recall-0.15": 0.995, "recall-0.25": 1.0, "recall-0.5": 1.0, "num_labels": 200 }, "wrist_left": { - "count": 200, - "mean": 0.02788, - "median": 0.018221, - "std": 0.028365, - "sem": 0.002011, - "min": 0.003882, - "max": 0.274821, - "recall-0.025": 0.64, - "recall-0.05": 0.88, - "recall-0.1": 0.975, - "recall-0.15": 0.995, + "count": 199, + "mean": 0.026805, + "median": 0.019524, + "std": 0.02566, + "sem": 0.001824, + "min": 0.002223, + "max": 0.224835, + "recall-0.025": 0.66, + "recall-0.05": 0.885, + "recall-0.1": 0.97, + "recall-0.15": 0.99, "recall-0.25": 0.995, - "recall-0.5": 1.0, + "recall-0.5": 0.995, "num_labels": 200 }, "wrist_right": { - "count": 199, - "mean": 0.038517, - "median": 0.024331, - "std": 0.039648, - "sem": 0.002818, - "min": 0.002988, - "max": 0.261992, - "recall-0.025": 0.52, - "recall-0.05": 0.755, - "recall-0.1": 0.915, - "recall-0.15": 0.97, - "recall-0.25": 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1.0, "recall-0.25": 1.0, @@ -3026,15 +3372,15 @@ Results of the model in various experiments on different datasets. \ }, "head": { "count": 200, - "mean": 0.032589, - "median": 0.029766, - "std": 0.018091, - "sem": 0.001282, - "min": 0.004104, - "max": 0.087894, + "mean": 0.034492, + "median": 0.030036, + "std": 0.02127, + "sem": 0.001508, + "min": 0.006744, + "max": 0.139126, "recall-0.025": 0.405, - "recall-0.05": 0.815, - "recall-0.1": 1.0, + "recall-0.05": 0.805, + "recall-0.1": 0.985, "recall-0.15": 1.0, "recall-0.25": 1.0, "recall-0.5": 1.0, @@ -3042,49 +3388,49 @@ Results of the model in various experiments on different datasets. \ }, "body_errors": { "body": { - "count": 5199, - "mean": 0.030433, - "median": 0.023747, - "std": 0.025567, - "sem": 0.001813, - "min": 0.002786, - "max": 0.177744, + "count": 5192, + "mean": 0.030192, + "median": 0.023382, + "std": 0.027541, + "sem": 0.001954, + "min": 0.002921, + "max": 0.229461, "num_labels": 5200 }, "face": { "count": 13597, - 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+ "pcp": 0.994643 } ```