diff --git a/media/RESULTS.md b/media/RESULTS.md index 194ae23..8f04b3b 100644 --- a/media/RESULTS.md +++ b/media/RESULTS.md @@ -7,27 +7,27 @@ Results of the model in various experiments on different datasets. \ ```json { - "img_loading": 0.0096864, - "demosaicing": 0.000437641, - "avg_time_2d": 0.00566353, - "avg_time_3d": 3.24314e-05, - "time_tracks": 3.44966e-07, - "fps": 163.027 + "img_loading": 0.0209625, + "demosaicing": 0.000622594, + "avg_time_2d": 0.00825327, + "avg_time_3d": 3.69146e-05, + "time_tracks": 4.75515e-07, + "fps": 112.192 } { "triangulator_calls": 600, - "init_time": 2.23792e-06, - "undistort_time": 3.78982e-06, - "project_time": 6.23085e-07, - "match_time": 1.21714e-06, - "pairs_time": 1.845e-07, - "pair_scoring_time": 5.14351e-06, - "grouping_time": 9.24192e-07, - "full_time": 6.75532e-06, - "merge_time": 3.04371e-06, - "post_time": 3.80595e-06, - "convert_time": 5.85167e-08, - "total_time": 2.80385e-05 + "init_time": 2.68551e-06, + "undistort_time": 3.71778e-06, + "project_time": 6.96477e-07, + "match_time": 1.27031e-06, + "pairs_time": 2.0875e-07, + "pair_scoring_time": 6.06621e-06, + "grouping_time": 1.3693e-06, + "full_time": 7.96046e-06, + "merge_time": 3.21646e-06, + "post_time": 4.74177e-06, + "convert_time": 6.763e-08, + "total_time": 3.22448e-05 } { "person_nums": { @@ -46,100 +46,100 @@ Results of the model in various experiments on different datasets. \ }, "mpjpe": { "count": 600, - "mean": 0.060397, - "median": 0.052935, - "std": 0.028061, - "sem": 0.001147, - "min": 0.037548, - "max": 0.192385, + "mean": 0.060535, + "median": 0.053044, + "std": 0.028266, + "sem": 0.001155, + "min": 0.036391, + "max": 0.191685, "recall-0.025": 0.0, - "recall-0.05": 0.333333, - "recall-0.1": 0.948333, + "recall-0.05": 0.335, + "recall-0.1": 0.945, "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": 0.188107, - "ap-0.1": 0.910493, - "ap-0.15": 0.913236, + "ap-0.05": 0.189774, + "ap-0.1": 0.906441, + "ap-0.15": 0.914804, "ap-0.25": 1.0, "ap-0.5": 1.0 }, "nose": { "count": 600, - "mean": 0.107161, - "median": 0.095675, - "std": 0.040032, - "sem": 0.001636, - "min": 0.019811, - "max": 0.276049, - "recall-0.025": 0.005, - "recall-0.05": 0.02, - "recall-0.1": 0.565, + "mean": 0.106551, + "median": 0.095236, + "std": 0.039752, + "sem": 0.001624, + "min": 0.014823, + "max": 0.277586, + "recall-0.025": 0.003333, + "recall-0.05": 0.021667, + "recall-0.1": 0.585, "recall-0.15": 0.855, - "recall-0.25": 0.983333, + "recall-0.25": 0.988333, "recall-0.5": 1.0, "num_labels": 600 }, "shoulder_left": { "count": 600, - "mean": 0.038915, - "median": 0.027905, - "std": 0.035581, - "sem": 0.001454, - "min": 0.001434, - "max": 0.172065, - "recall-0.025": 0.425, - "recall-0.05": 0.816667, - "recall-0.1": 0.923333, - "recall-0.15": 0.96, + "mean": 0.038602, + "median": 0.027579, + "std": 0.034741, + "sem": 0.001419, + "min": 0.001432, + "max": 0.172853, + "recall-0.025": 0.418333, + "recall-0.05": 0.811667, + "recall-0.1": 0.931667, + "recall-0.15": 0.965, "recall-0.25": 1.0, "recall-0.5": 1.0, "num_labels": 600 }, "shoulder_right": { "count": 600, - "mean": 0.045983, - "median": 0.034992, - "std": 0.039542, - "sem": 0.001616, - "min": 0.00206, - "max": 0.240597, + "mean": 0.045855, + "median": 0.034435, + "std": 0.039731, + "sem": 0.001623, + "min": 0.006883, + "max": 0.240549, "recall-0.025": 0.298333, - "recall-0.05": 0.753333, - "recall-0.1": 0.91, - "recall-0.15": 0.946667, + "recall-0.05": 0.775, + "recall-0.1": 0.908333, + "recall-0.15": 0.945, "recall-0.25": 1.0, "recall-0.5": 1.0, "num_labels": 600 }, "elbow_left": { "count": 600, - "mean": 0.045328, - "median": 0.034177, - "std": 0.03755, - "sem": 0.001534, - "min": 0.002988, - "max": 0.194229, + "mean": 0.045211, + "median": 0.033767, + "std": 0.037653, + "sem": 0.001538, + "min": 0.004845, + "max": 0.194312, "recall-0.025": 0.26, - "recall-0.05": 0.763333, - "recall-0.1": 0.926667, - "recall-0.15": 0.953333, + "recall-0.05": 0.781667, + "recall-0.1": 0.923333, + "recall-0.15": 0.951667, "recall-0.25": 1.0, "recall-0.5": 1.0, "num_labels": 600 }, "elbow_right": { "count": 600, - "mean": 0.044168, - "median": 0.03193, - "std": 0.03869, - "sem": 0.001581, - "min": 0.005218, - "max": 0.427232, - "recall-0.025": 0.268333, - "recall-0.05": 0.783333, + "mean": 0.044041, + "median": 0.032214, + "std": 0.038365, + "sem": 0.001568, + "min": 0.004559, + "max": 0.407069, + "recall-0.025": 0.27, + "recall-0.05": 0.795, "recall-0.1": 0.928333, "recall-0.15": 0.941667, "recall-0.25": 0.998333, @@ -148,146 +148,146 @@ Results of the model in various experiments on different datasets. \ }, "wrist_left": { "count": 600, - "mean": 0.039884, - "median": 0.022739, - "std": 0.04461, - "sem": 0.001823, - "min": 0.002345, - "max": 0.289452, - "recall-0.025": 0.553333, - "recall-0.05": 0.766667, - "recall-0.1": 0.91, - "recall-0.15": 0.93, + "mean": 0.03981, + "median": 0.022309, + "std": 0.044042, + "sem": 0.0018, + "min": 0.003241, + "max": 0.252773, + "recall-0.025": 0.548333, + "recall-0.05": 0.761667, + "recall-0.1": 0.911667, + "recall-0.15": 0.928333, "recall-0.25": 0.998333, "recall-0.5": 1.0, "num_labels": 600 }, "wrist_right": { - "count": 599, - "mean": 0.040157, - "median": 0.026117, - "std": 0.044323, - "sem": 0.001812, - "min": 0.003181, - "max": 0.296936, - "recall-0.025": 0.481667, - "recall-0.05": 0.806667, - "recall-0.1": 0.915, + "count": 598, + "mean": 0.04073, + "median": 0.025187, + "std": 0.044602, + "sem": 0.001825, + "min": 0.003514, + "max": 0.308979, + "recall-0.025": 0.491667, + "recall-0.05": 0.791667, + "recall-0.1": 0.913333, "recall-0.15": 0.925, - "recall-0.25": 0.995, - "recall-0.5": 0.998333, + "recall-0.25": 0.993333, + "recall-0.5": 0.996667, "num_labels": 600 }, "hip_left": { "count": 600, - "mean": 0.071005, - "median": 0.059386, - "std": 0.03579, - "sem": 0.001462, - "min": 0.026559, - "max": 0.217084, - "recall-0.025": 0.0, - "recall-0.05": 0.198333, - "recall-0.1": 0.863333, - "recall-0.15": 0.943333, + "mean": 0.070231, + "median": 0.058914, + "std": 0.035311, + "sem": 0.001443, + "min": 0.02269, + "max": 0.216665, + "recall-0.025": 0.001667, + "recall-0.05": 0.22, + "recall-0.1": 0.875, + "recall-0.15": 0.946667, "recall-0.25": 1.0, "recall-0.5": 1.0, "num_labels": 600 }, "hip_right": { "count": 600, - "mean": 0.086356, - "median": 0.083732, - "std": 0.029541, - "sem": 0.001207, - "min": 0.019818, + "mean": 0.086387, + "median": 0.083718, + "std": 0.02924, + "sem": 0.001195, + "min": 0.010679, "max": 0.219502, - "recall-0.025": 0.013333, - "recall-0.05": 0.055, - "recall-0.1": 0.868333, - "recall-0.15": 0.946667, + "recall-0.025": 0.011667, + "recall-0.05": 0.058333, + "recall-0.1": 0.865, + "recall-0.15": 0.948333, "recall-0.25": 1.0, "recall-0.5": 1.0, "num_labels": 600 }, "knee_left": { - "count": 599, - "mean": 0.052251, - "median": 0.042367, - "std": 0.042631, - "sem": 0.001743, - "min": 0.014466, - "max": 0.482769, - "recall-0.025": 0.06, - "recall-0.05": 0.698333, - "recall-0.1": 0.925, - "recall-0.15": 0.945, - "recall-0.25": 0.995, - "recall-0.5": 0.998333, + "count": 598, + "mean": 0.052822, + "median": 0.04235, + "std": 0.046029, + "sem": 0.001884, + "min": 0.01399, + "max": 0.493631, + "recall-0.025": 0.058333, + "recall-0.05": 0.701667, + "recall-0.1": 0.926667, + "recall-0.15": 0.941667, + "recall-0.25": 0.991667, + "recall-0.5": 0.996667, "num_labels": 600 }, "knee_right": { "count": 600, - "mean": 0.045065, - "median": 0.034037, - "std": 0.037143, - "sem": 0.001518, - "min": 0.010961, - "max": 0.293895, - "recall-0.025": 0.106667, - "recall-0.05": 0.825, - "recall-0.1": 0.931667, + "mean": 0.045515, + "median": 0.034198, + "std": 0.037407, + "sem": 0.001528, + "min": 0.009795, + "max": 0.29659, + "recall-0.025": 0.095, + "recall-0.05": 0.813333, + "recall-0.1": 0.928333, "recall-0.15": 0.948333, "recall-0.25": 0.998333, "recall-0.5": 1.0, "num_labels": 600 }, "ankle_left": { - "count": 599, - "mean": 0.089107, - "median": 0.082601, - "std": 0.030725, - "sem": 0.001256, - "min": 0.048202, - "max": 0.271976, + "count": 598, + "mean": 0.089465, + "median": 0.08257, + "std": 0.031872, + "sem": 0.001304, + "min": 0.049959, + "max": 0.353694, "recall-0.025": 0.0, "recall-0.05": 0.001667, - "recall-0.1": 0.876667, - "recall-0.15": 0.941667, - "recall-0.25": 0.995, - "recall-0.5": 0.998333, + "recall-0.1": 0.871667, + "recall-0.15": 0.94, + "recall-0.25": 0.991667, + "recall-0.5": 0.996667, "num_labels": 600 }, "ankle_right": { "count": 600, - "mean": 0.077527, - "median": 0.06667, - "std": 0.038806, - "sem": 0.001586, - "min": 0.033001, - "max": 0.281311, + "mean": 0.077006, + "median": 0.066672, + "std": 0.037945, + "sem": 0.00155, + "min": 0.035939, + "max": 0.277096, "recall-0.025": 0.0, - "recall-0.05": 0.036667, - "recall-0.1": 0.9, - "recall-0.15": 0.926667, - "recall-0.25": 0.991667, + "recall-0.05": 0.031667, + "recall-0.1": 0.908333, + "recall-0.15": 0.931667, + "recall-0.25": 0.993333, "recall-0.5": 1.0, "num_labels": 600 }, "joint_recalls": { "num_labels": 7800, - "recall-0.025": 0.18962, - "recall-0.05": 0.50128, - "recall-0.1": 0.87962, - "recall-0.15": 0.93526, - "recall-0.25": 0.99603, + "recall-0.025": 0.18833, + "recall-0.05": 0.50474, + "recall-0.1": 0.88205, + "recall-0.15": 0.93564, + "recall-0.25": 0.99564, "recall-0.5": 0.99923 } } { "total_parts": 8400, - "correct_parts": 8134, - "pcp": 0.968333 + "correct_parts": 8133, + "pcp": 0.968214 } ``` @@ -295,76 +295,76 @@ Results of the model in various experiments on different datasets. \ ```json { - "img_loading": 0.041449, - "demosaicing": 0.000538481, - "avg_time_2d": 0.010343, - "avg_time_3d": 0.000104335, - "time_tracks": 7.30172e-07, - "fps": 91.0205 + "img_loading": 0.0410789, + "demosaicing": 0.000730512, + "avg_time_2d": 0.0147695, + "avg_time_3d": 0.000120724, + "time_tracks": 9.84223e-07, + "fps": 64.0135 } { "triangulator_calls": 301, - "init_time": 2.5243e-06, - "undistort_time": 1.40503e-05, - "project_time": 1.76531e-06, - "match_time": 7.66701e-06, - "pairs_time": 3.58301e-06, - "pair_scoring_time": 2.2612e-05, - "grouping_time": 4.06582e-06, - "full_time": 2.25735e-05, - "merge_time": 1.10049e-05, - "post_time": 6.13977e-06, - "convert_time": 1.12691e-07, - "total_time": 9.63485e-05 + "init_time": 3.06285e-06, + "undistort_time": 1.40894e-05, + "project_time": 2.08899e-06, + "match_time": 8.13459e-06, + "pairs_time": 4.04345e-06, + "pair_scoring_time": 2.6331e-05, + "grouping_time": 6.48039e-06, + "full_time": 2.68403e-05, + "merge_time": 1.17703e-05, + "post_time": 7.74161e-06, + "convert_time": 1.379e-07, + "total_time": 0.000110955 } { "person_nums": { "total_frames": 301, "total_labels": 477, - "total_preds": 847, + "total_preds": 839, "considered_empty": 0, "valid_preds": 477, - "invalid_preds": 370, + "invalid_preds": 362, "missing": 0, - "invalid_fraction": 0.43684, - "precision": 0.56316, + "invalid_fraction": 0.43147, + "precision": 0.56853, "recall": 1.0, - "f1": 0.72054, - "non_empty": 847 + "f1": 0.72492, + "non_empty": 839 }, "mpjpe": { "count": 477, - "mean": 0.047552, - "median": 0.042651, - "std": 0.014836, - "sem": 0.00068, - "min": 0.028932, - "max": 0.107384, + "mean": 0.047475, + "median": 0.042505, + "std": 0.01481, + "sem": 0.000679, + "min": 0.028778, + "max": 0.107262, "recall-0.025": 0.0, - "recall-0.05": 0.721174, - "recall-0.1": 0.987421, + "recall-0.05": 0.725367, + "recall-0.1": 0.985325, "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": 0.453828, - "ap-0.1": 0.752279, - "ap-0.15": 0.761672, - "ap-0.25": 0.761672, - "ap-0.5": 0.761672 + "ap-0.05": 0.459533, + "ap-0.1": 0.75171, + "ap-0.15": 0.762056, + "ap-0.25": 0.762056, + "ap-0.5": 0.762056 }, "head": { "count": 477, - "mean": 0.053389, - "median": 0.049509, - "std": 0.025237, - "sem": 0.001157, - "min": 0.005816, - "max": 0.182842, - "recall-0.025": 0.098532, - "recall-0.05": 0.524109, - "recall-0.1": 0.932914, + "mean": 0.052991, + "median": 0.048986, + "std": 0.025142, + "sem": 0.001152, + "min": 0.006559, + "max": 0.183673, + "recall-0.025": 0.106918, + "recall-0.05": 0.522013, + "recall-0.1": 0.937107, "recall-0.15": 0.993711, "recall-0.25": 1.0, "recall-0.5": 1.0, @@ -372,14 +372,14 @@ Results of the model in various experiments on different datasets. \ }, "shoulder_left": { "count": 477, - "mean": 0.041942, - "median": 0.036994, - "std": 0.020721, - "sem": 0.00095, - "min": 0.003417, - "max": 0.1347, - "recall-0.025": 0.180294, - "recall-0.05": 0.740042, + "mean": 0.041955, + "median": 0.037041, + "std": 0.020741, + "sem": 0.000951, + "min": 0.004368, + "max": 0.132918, + "recall-0.025": 0.174004, + "recall-0.05": 0.754717, "recall-0.1": 0.985325, "recall-0.15": 1.0, "recall-0.25": 1.0, @@ -388,15 +388,15 @@ Results of the model in various experiments on different datasets. \ }, "shoulder_right": { "count": 477, - "mean": 0.049639, - "median": 0.046473, - "std": 0.02293, - "sem": 0.001051, + "mean": 0.049593, + "median": 0.046469, + "std": 0.022897, + "sem": 0.001049, "min": 0.005334, - "max": 0.148049, - "recall-0.025": 0.104822, - "recall-0.05": 0.559748, - "recall-0.1": 0.958071, + "max": 0.148157, + "recall-0.025": 0.100629, + "recall-0.05": 0.561845, + "recall-0.1": 0.955975, "recall-0.15": 1.0, "recall-0.25": 1.0, "recall-0.5": 1.0, @@ -404,15 +404,15 @@ Results of the model in various experiments on different datasets. \ }, "elbow_left": { "count": 477, - "mean": 0.04012, - "median": 0.032194, - "std": 0.026044, - "sem": 0.001194, - "min": 0.003888, - "max": 0.146492, - "recall-0.025": 0.301887, - "recall-0.05": 0.752621, - "recall-0.1": 0.953878, + "mean": 0.039987, + "median": 0.03197, + "std": 0.026065, + "sem": 0.001195, + "min": 0.003618, + "max": 0.145663, + "recall-0.025": 0.312369, + "recall-0.05": 0.756813, + "recall-0.1": 0.955975, "recall-0.15": 1.0, "recall-0.25": 1.0, "recall-0.5": 1.0, @@ -420,63 +420,63 @@ Results of the model in various experiments on different datasets. \ }, "elbow_right": { "count": 477, - "mean": 0.053554, - "median": 0.043893, - "std": 0.04184, - "sem": 0.001918, - "min": 0.004565, - "max": 0.242926, - "recall-0.025": 0.251572, - "recall-0.05": 0.563941, - "recall-0.1": 0.903564, - "recall-0.15": 0.953878, + "mean": 0.053225, + "median": 0.043315, + "std": 0.040534, + "sem": 0.001858, + "min": 0.003567, + "max": 0.242994, + "recall-0.025": 0.27044, + "recall-0.05": 0.561845, + "recall-0.1": 0.897275, + "recall-0.15": 0.962264, "recall-0.25": 1.0, "recall-0.5": 1.0, "num_labels": 477 }, "wrist_left": { "count": 477, - "mean": 0.059128, - "median": 0.054299, - "std": 0.038605, - "sem": 0.001769, - "min": 0.001595, - "max": 0.314599, - "recall-0.025": 0.155136, - "recall-0.05": 0.412998, + "mean": 0.05886, + "median": 0.053989, + "std": 0.037537, + "sem": 0.001721, + "min": 0.00164, + "max": 0.32449, + "recall-0.025": 0.146751, + "recall-0.05": 0.415094, "recall-0.1": 0.91195, - "recall-0.15": 0.968553, - "recall-0.25": 0.991614, + "recall-0.15": 0.966457, + "recall-0.25": 0.993711, "recall-0.5": 1.0, "num_labels": 477 }, "wrist_right": { "count": 477, - "mean": 0.057842, - "median": 0.053422, - "std": 0.030863, - "sem": 0.001415, - "min": 0.008434, - "max": 0.207547, - "recall-0.025": 0.109015, - "recall-0.05": 0.442348, - "recall-0.1": 0.907757, - "recall-0.15": 0.981132, + "mean": 0.057792, + "median": 0.053472, + "std": 0.031027, + "sem": 0.001422, + "min": 0.008622, + "max": 0.208627, + "recall-0.025": 0.113208, + "recall-0.05": 0.440252, + "recall-0.1": 0.90566, + "recall-0.15": 0.983229, "recall-0.25": 1.0, "recall-0.5": 1.0, "num_labels": 477 }, "hip_left": { "count": 477, - "mean": 0.047445, - "median": 0.042018, - "std": 0.025701, - "sem": 0.001178, - "min": 0.006507, - "max": 0.142872, + "mean": 0.047691, + "median": 0.042435, + "std": 0.025943, + "sem": 0.001189, + "min": 0.008125, + "max": 0.145941, "recall-0.025": 0.186583, - "recall-0.05": 0.631027, - "recall-0.1": 0.955975, + "recall-0.05": 0.628931, + "recall-0.1": 0.958071, "recall-0.15": 1.0, "recall-0.25": 1.0, "recall-0.5": 1.0, @@ -484,15 +484,15 @@ Results of the model in various experiments on different datasets. \ }, "hip_right": { "count": 477, - "mean": 0.057685, - "median": 0.058526, - "std": 0.024022, - "sem": 0.001101, - "min": 0.00703, - "max": 0.130479, - "recall-0.025": 0.104822, - "recall-0.05": 0.356394, - "recall-0.1": 0.9413, + "mean": 0.057591, + "median": 0.058504, + "std": 0.023873, + "sem": 0.001094, + "min": 0.006301, + "max": 0.132422, + "recall-0.025": 0.102725, + "recall-0.05": 0.354298, + "recall-0.1": 0.943396, "recall-0.15": 1.0, "recall-0.25": 1.0, "recall-0.5": 1.0, @@ -500,15 +500,15 @@ Results of the model in various experiments on different datasets. \ }, "knee_left": { "count": 477, - "mean": 0.040205, - "median": 0.03742, - "std": 0.024358, - "sem": 0.001116, - "min": 0.006193, - "max": 0.190208, - "recall-0.025": 0.255765, - "recall-0.05": 0.756813, - "recall-0.1": 0.974843, + "mean": 0.040294, + "median": 0.037394, + "std": 0.024582, + "sem": 0.001127, + "min": 0.00468, + "max": 0.190112, + "recall-0.025": 0.264151, + "recall-0.05": 0.752621, + "recall-0.1": 0.972746, "recall-0.15": 0.989518, "recall-0.25": 1.0, "recall-0.5": 1.0, @@ -516,14 +516,14 @@ Results of the model in various experiments on different datasets. \ }, "knee_right": { "count": 477, - "mean": 0.039775, - "median": 0.035222, - "std": 0.023097, - "sem": 0.001059, - "min": 0.006395, - "max": 0.184949, - "recall-0.025": 0.303983, - "recall-0.05": 0.727463, + "mean": 0.039683, + "median": 0.035562, + "std": 0.023058, + "sem": 0.001057, + "min": 0.005833, + "max": 0.184978, + "recall-0.025": 0.318658, + "recall-0.05": 0.735849, "recall-0.1": 0.974843, "recall-0.15": 0.997904, "recall-0.25": 1.0, @@ -532,13 +532,13 @@ Results of the model in various experiments on different datasets. \ }, "ankle_left": { "count": 477, - "mean": 0.036458, - "median": 0.028094, - "std": 0.03061, - "sem": 0.001403, - "min": 0.004185, - "max": 0.222831, - "recall-0.025": 0.429769, + "mean": 0.036416, + "median": 0.027617, + "std": 0.030557, + "sem": 0.001401, + "min": 0.004893, + "max": 0.223793, + "recall-0.025": 0.42348, "recall-0.05": 0.819706, "recall-0.1": 0.947589, "recall-0.15": 0.983229, @@ -548,15 +548,15 @@ Results of the model in various experiments on different datasets. \ }, "ankle_right": { "count": 477, - "mean": 0.040999, - "median": 0.030877, - "std": 0.038354, - "sem": 0.001758, - "min": 0.002443, - "max": 0.287278, - "recall-0.025": 0.30608, - "recall-0.05": 0.813417, - "recall-0.1": 0.928721, + "mean": 0.041098, + "median": 0.030845, + "std": 0.038414, + "sem": 0.001761, + "min": 0.003445, + "max": 0.28852, + "recall-0.025": 0.301887, + "recall-0.05": 0.807128, + "recall-0.1": 0.930818, "recall-0.15": 0.966457, "recall-0.25": 0.995807, "recall-0.5": 1.0, @@ -564,11 +564,11 @@ Results of the model in various experiments on different datasets. \ }, "joint_recalls": { "num_labels": 6201, - "recall-0.025": 0.21351, - "recall-0.05": 0.62151, + "recall-0.025": 0.21609, + "recall-0.05": 0.62329, "recall-0.1": 0.94356, - "recall-0.15": 0.98662, - "recall-0.25": 0.99871, + "recall-0.15": 0.98742, + "recall-0.25": 0.99903, "recall-0.5": 1.0 } } @@ -577,98 +577,118 @@ Results of the model in various experiments on different datasets. \ "correct_parts": 6625, "pcp": 0.992063 } +{ + "total_parts": { + "1": 2790, + "3": 1610, + "2": 370, + "sum": 4770 + }, + "correct_parts": { + "1": 2790, + "3": 1610, + "2": 370, + "sum": 4770 + }, + "pcp": { + "1": 1.0, + "3": 1.0, + "2": 1.0, + "avg": 1.0 + } +} ``` ### Campus ```json { - "img_loading": 0.00479131, - "demosaicing": 0.000109975, - "avg_time_2d": 0.00481255, - "avg_time_3d": 3.46939e-05, - "time_tracks": 5.59292e-07, - "fps": 201.703 + "img_loading": 0.00474583, + "demosaicing": 0.000182246, + "avg_time_2d": 0.006994, + "avg_time_3d": 4.00988e-05, + "time_tracks": 7.41094e-07, + "fps": 138.56 } { "triangulator_calls": 222, - "init_time": 2.07871e-06, - "undistort_time": 5.81449e-06, - "project_time": 9.79824e-07, - "match_time": 2.67114e-06, - "pairs_time": 4.23829e-07, - "pair_scoring_time": 4.36216e-06, - "grouping_time": 9.25365e-07, - "full_time": 5.44962e-06, - "merge_time": 2.59767e-06, - "post_time": 4.98663e-06, - "convert_time": 8.98243e-08, - "total_time": 3.06292e-05 + "init_time": 2.40937e-06, + "undistort_time": 5.79809e-06, + "project_time": 1.04741e-06, + "match_time": 2.8605e-06, + "pairs_time": 4.76198e-07, + "pair_scoring_time": 5.13216e-06, + "grouping_time": 1.41978e-06, + "full_time": 6.60292e-06, + "merge_time": 2.97085e-06, + "post_time": 6.31724e-06, + "convert_time": 1.13797e-07, + "total_time": 3.53814e-05 } { "person_nums": { "total_frames": 222, "total_labels": 376, - "total_preds": 457, + "total_preds": 454, "considered_empty": 0, "valid_preds": 376, - "invalid_preds": 81, + "invalid_preds": 78, "missing": 0, - "invalid_fraction": 0.17724, - "precision": 0.82276, + "invalid_fraction": 0.17181, + "precision": 0.82819, "recall": 1.0, - "f1": 0.90276, - "non_empty": 457 + "f1": 0.90602, + "non_empty": 454 }, "mpjpe": { "count": 376, - "mean": 0.075152, - "median": 0.072589, - "std": 0.014426, - "sem": 0.000745, - "min": 0.040047, - "max": 0.12107, + "mean": 0.075162, + "median": 0.072556, + "std": 0.014034, + "sem": 0.000725, + "min": 0.039602, + "max": 0.1325, "recall-0.025": 0.0, - "recall-0.05": 0.007979, - "recall-0.1": 0.930851, + "recall-0.05": 0.00266, + "recall-0.1": 0.93883, "recall-0.15": 1.0, "recall-0.25": 1.0, "recall-0.5": 1.0, "num_labels": 376, "ap-0.025": 0.0, - "ap-0.05": 8.3e-05, - "ap-0.1": 0.842634, - "ap-0.15": 0.966628, - "ap-0.25": 0.966628, - "ap-0.5": 0.966628 + "ap-0.05": 4e-05, + "ap-0.1": 0.858799, + "ap-0.15": 0.966406, + "ap-0.25": 0.966406, + "ap-0.5": 0.966406 }, "head": { "count": 376, - "mean": 0.06324, - "median": 0.062777, - "std": 0.025964, - "sem": 0.001341, - "min": 0.007715, - "max": 0.197424, - "recall-0.025": 0.055851, - "recall-0.05": 0.31117, - "recall-0.1": 0.928191, - "recall-0.15": 0.992021, + "mean": 0.062777, + "median": 0.061742, + "std": 0.025212, + "sem": 0.001302, + "min": 0.009563, + "max": 0.198442, + "recall-0.025": 0.050532, + "recall-0.05": 0.305851, + "recall-0.1": 0.933511, + "recall-0.15": 0.994681, "recall-0.25": 1.0, "recall-0.5": 1.0, "num_labels": 376 }, "shoulder_left": { "count": 376, - "mean": 0.066815, - "median": 0.064487, - "std": 0.029383, - "sem": 0.001517, - "min": 0.016733, - "max": 0.205046, - "recall-0.025": 0.039894, + "mean": 0.066762, + "median": 0.064778, + "std": 0.029588, + "sem": 0.001528, + "min": 0.013559, + "max": 0.205286, + "recall-0.025": 0.045213, "recall-0.05": 0.321809, - "recall-0.1": 0.893617, + "recall-0.1": 0.885638, "recall-0.15": 0.984043, "recall-0.25": 1.0, "recall-0.5": 1.0, @@ -676,15 +696,15 @@ Results of the model in various experiments on different datasets. \ }, "shoulder_right": { "count": 376, - "mean": 0.069422, - "median": 0.062402, - "std": 0.03191, + "mean": 0.069569, + "median": 0.06227, + "std": 0.031907, "sem": 0.001648, - "min": 0.017401, - "max": 0.198707, + "min": 0.017146, + "max": 0.198854, "recall-0.025": 0.018617, - "recall-0.05": 0.316489, - "recall-0.1": 0.837766, + "recall-0.05": 0.31117, + "recall-0.1": 0.840426, "recall-0.15": 0.970745, "recall-0.25": 1.0, "recall-0.5": 1.0, @@ -692,127 +712,127 @@ Results of the model in various experiments on different datasets. \ }, "elbow_left": { "count": 376, - "mean": 0.089749, - "median": 0.072996, - "std": 0.053356, - "sem": 0.002755, - "min": 0.009937, - "max": 0.283516, - "recall-0.025": 0.029255, - "recall-0.05": 0.242021, - "recall-0.1": 0.648936, + "mean": 0.090032, + "median": 0.073021, + "std": 0.053197, + "sem": 0.002747, + "min": 0.013567, + "max": 0.283982, + "recall-0.025": 0.026596, + "recall-0.05": 0.236702, + "recall-0.1": 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"recall-0.25": 0.917553, + "recall-0.05": 0.077128, + "recall-0.1": 0.396277, + "recall-0.15": 0.672872, + "recall-0.25": 0.922872, "recall-0.5": 1.0, "num_labels": 376 }, "wrist_right": { "count": 376, - "mean": 0.101938, - "median": 0.097149, - "std": 0.043861, - "sem": 0.002265, - "min": 0.002425, - "max": 0.277643, + "mean": 0.101756, + "median": 0.096874, + "std": 0.044372, + "sem": 0.002291, + "min": 0.00426, + "max": 0.279842, "recall-0.025": 0.005319, - "recall-0.05": 0.093085, - "recall-0.1": 0.521277, - "recall-0.15": 0.867021, + "recall-0.05": 0.101064, + "recall-0.1": 0.523936, + "recall-0.15": 0.861702, "recall-0.25": 0.992021, "recall-0.5": 1.0, "num_labels": 376 }, "hip_left": { "count": 376, - "mean": 0.067665, - "median": 0.064568, - "std": 0.024422, - "sem": 0.001261, - "min": 0.014176, - "max": 0.167623, + "mean": 0.067438, + "median": 0.064184, + "std": 0.024754, + "sem": 0.001278, + "min": 0.014493, + "max": 0.166706, "recall-0.025": 0.018617, "recall-0.05": 0.239362, - "recall-0.1": 0.898936, - "recall-0.15": 0.992021, + "recall-0.1": 0.893617, + "recall-0.15": 0.994681, "recall-0.25": 1.0, "recall-0.5": 1.0, "num_labels": 376 }, "hip_right": { "count": 376, - "mean": 0.065513, - "median": 0.059695, - "std": 0.034493, - "sem": 0.001781, - "min": 0.005283, - "max": 0.259007, - "recall-0.025": 0.053191, - "recall-0.05": 0.359043, - "recall-0.1": 0.904255, - "recall-0.15": 0.973404, - "recall-0.25": 0.992021, + "mean": 0.063234, + "median": 0.061541, + "std": 0.027789, + "sem": 0.001435, + "min": 0.011516, + "max": 0.197949, + "recall-0.025": 0.045213, + "recall-0.05": 0.367021, + "recall-0.1": 0.917553, + "recall-0.15": 0.989362, + "recall-0.25": 1.0, "recall-0.5": 1.0, "num_labels": 376 }, "knee_left": { "count": 376, - "mean": 0.055998, - "median": 0.053819, - "std": 0.025189, - "sem": 0.001301, - "min": 0.006816, - "max": 0.178334, - "recall-0.025": 0.090426, - "recall-0.05": 0.430851, + "mean": 0.057101, + "median": 0.055438, + "std": 0.023745, + "sem": 0.001226, + "min": 0.006714, + "max": 0.175629, + "recall-0.025": 0.071809, + "recall-0.05": 0.390957, "recall-0.1": 0.954787, - "recall-0.15": 0.989362, + "recall-0.15": 0.992021, "recall-0.25": 1.0, "recall-0.5": 1.0, "num_labels": 376 }, "knee_right": { "count": 376, - "mean": 0.053549, - "median": 0.049537, - "std": 0.02723, - "sem": 0.001406, - "min": 0.008841, - "max": 0.230822, - "recall-0.025": 0.087766, - "recall-0.05": 0.50266, - "recall-0.1": 0.954787, + "mean": 0.054043, + "median": 0.049743, + "std": 0.027289, + "sem": 0.001409, + "min": 0.011142, + "max": 0.228754, + "recall-0.025": 0.077128, + "recall-0.05": 0.505319, + "recall-0.1": 0.952128, "recall-0.15": 0.992021, "recall-0.25": 1.0, "recall-0.5": 1.0, @@ -820,50 +840,50 @@ Results of the model in various experiments on different datasets. \ }, "ankle_left": { "count": 376, - "mean": 0.072542, - "median": 0.066373, - "std": 0.043744, - "sem": 0.002259, - "min": 0.009841, - "max": 0.378337, - "recall-0.025": 0.042553, - "recall-0.05": 0.332447, - "recall-0.1": 0.853723, + "mean": 0.071464, + "median": 0.065404, + "std": 0.04228, + "sem": 0.002183, + "min": 0.010298, + "max": 0.378232, + "recall-0.025": 0.045213, + "recall-0.05": 0.329787, + "recall-0.1": 0.861702, "recall-0.15": 0.954787, - "recall-0.25": 0.989362, + "recall-0.25": 0.992021, "recall-0.5": 1.0, "num_labels": 376 }, "ankle_right": { "count": 376, - "mean": 0.063903, - "median": 0.052158, - "std": 0.045647, - "sem": 0.002357, - "min": 0.007344, - "max": 0.373408, + "mean": 0.065216, + "median": 0.052692, + "std": 0.047867, + "sem": 0.002472, + "min": 0.0034, + "max": 0.378972, "recall-0.025": 0.069149, "recall-0.05": 0.43617, - "recall-0.1": 0.87766, - "recall-0.15": 0.957447, - "recall-0.25": 0.989362, + "recall-0.1": 0.87234, + "recall-0.15": 0.952128, + "recall-0.25": 0.986702, "recall-0.5": 1.0, "num_labels": 376 }, "joint_recalls": { "num_labels": 4888, - "recall-0.025": 0.04194, - "recall-0.05": 0.30176, - "recall-0.1": 0.79992, - "recall-0.15": 0.93351, - "recall-0.25": 0.98936, + "recall-0.025": 0.03948, + "recall-0.05": 0.29828, + "recall-0.1": 0.7989, + "recall-0.15": 0.93453, + "recall-0.25": 0.99018, "recall-0.5": 1.0 } } { "total_parts": 5264, - "correct_parts": 5004, - "pcp": 0.950608 + "correct_parts": 5013, + "pcp": 0.952318 } ``` @@ -875,6 +895,7 @@ Results of the model in various experiments on different datasets. \ "demosaicing": 0.0002937, "avg_time_2d": 0.00802104, "avg_time_3d": 4.47021e-05, + "time_tracks": 0, "fps": 119.625 } { @@ -1094,680 +1115,107 @@ Results of the model in various experiments on different datasets. \ ```json { - "img_loading": 0.0472362, - "demosaicing": 0.00104078, - "avg_time_2d": 0.016779, - "avg_time_3d": 0.000147258, - "fps": 55.6575 + "img_loading": 0.0479199, + "demosaicing": 0.00102993, + "avg_time_2d": 0.0167737, + "avg_time_3d": 0.000150704, + "time_tracks": 1.38331e-06, + "fps": 55.6924 } { "triangulator_calls": 420, - "init_time": 2.83825e-06, - "undistort_time": 1.62245e-05, - "project_time": 2.73635e-06, - "match_time": 1.22068e-05, - "pairs_time": 7.67092e-06, - "pair_scoring_time": 3.49176e-05, - "grouping_time": 7.59939e-06, - "full_time": 2.92463e-05, - "merge_time": 1.35496e-05, - "post_time": 8.52639e-06, - "convert_time": 1.49119e-07, - "total_time": 0.000135899 + "init_time": 3.30566e-06, + "undistort_time": 1.61718e-05, + "project_time": 2.97576e-06, + "match_time": 1.2894e-05, + "pairs_time": 8.03232e-06, + "pair_scoring_time": 3.56451e-05, + "grouping_time": 7.91833e-06, + "full_time": 2.95268e-05, + "merge_time": 1.38784e-05, + "post_time": 8.84109e-06, + "convert_time": 1.9884e-07, + "total_time": 0.000139622 } { "person_nums": { "total_frames": 420, "total_labels": 1466, - "total_preds": 1488, + "total_preds": 1491, "considered_empty": 0, - "valid_preds": 1462, - "invalid_preds": 26, - "missing": 4, - "invalid_fraction": 0.01747, - "precision": 0.98253, - "recall": 0.99727, - "f1": 0.98984, - "non_empty": 1488 + "valid_preds": 1463, + "invalid_preds": 28, + "missing": 3, + "invalid_fraction": 0.01878, + "precision": 0.98122, + "recall": 0.99795, + "f1": 0.98952, + "non_empty": 1491 }, "mpjpe": { - "count": 1462, - "mean": 0.030476, - "median": 0.028098, - "std": 0.012636, - "sem": 0.000331, + "count": 1463, + "mean": 0.030572, + "median": 0.028132, + "std": 0.012776, + "sem": 0.000334, "min": 0.01063, "max": 0.124385, - "recall-0.025": 0.372442, + "recall-0.025": 0.369031, "recall-0.05": 0.931105, "recall-0.1": 0.993179, - "recall-0.15": 0.997271, - "recall-0.25": 0.997271, - "recall-0.5": 0.997271, + "recall-0.15": 0.997954, + "recall-0.25": 0.997954, + "recall-0.5": 0.997954, "num_labels": 1466, - "ap-0.025": 0.245129, - "ap-0.05": 0.91649, - "ap-0.1": 0.98951, - "ap-0.15": 0.99524, - "ap-0.25": 0.99524, - "ap-0.5": 0.99524 + "ap-0.025": 0.243066, + "ap-0.05": 0.9157, + "ap-0.1": 0.989328, + "ap-0.15": 0.995779, + "ap-0.25": 0.995779, + "ap-0.5": 0.995779 }, "nose": { - "count": 1461, - "mean": 0.015022, - "median": 0.011489, - "std": 0.017364, - "sem": 0.000454, + "count": 1462, + "mean": 0.015217, + "median": 0.011493, + "std": 0.018892, + "sem": 0.000494, "min": 0.00149, - "max": 0.276078, + "max": 0.300311, "recall-0.025": 0.91866, "recall-0.05": 0.968558, "recall-0.1": 0.993848, "recall-0.15": 0.995899, "recall-0.25": 0.996582, - "recall-0.5": 0.998633, + "recall-0.5": 0.999316, "num_labels": 1463 }, "shoulder_left": { - "count": 1462, - "mean": 0.016638, - "median": 0.014664, - "std": 0.01071, - "sem": 0.00028, + "count": 1463, + "mean": 0.016689, + "median": 0.014665, + "std": 0.010884, + "sem": 0.000285, "min": 0.000564, "max": 0.104098, "recall-0.025": 0.844475, "recall-0.05": 0.982265, - "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": 0.016577, - "median": 0.014272, - "std": 0.01107, - "sem": 0.00029, - "min": 0.001248, - "max": 0.147753, - "recall-0.025": 0.833447, - "recall-0.05": 0.986348, - "recall-0.1": 0.996587, - "recall-0.15": 0.99727, - "recall-0.25": 0.99727, - "recall-0.5": 0.99727, - "num_labels": 1465 - }, - "elbow_left": { - "count": 1461, - "mean": 0.021948, - "median": 0.015896, - "std": 0.020832, - "sem": 0.000545, - "min": 0.00084, - "max": 0.281775, - "recall-0.025": 0.752901, - "recall-0.05": 0.916041, - "recall-0.1": 0.990444, - "recall-0.15": 0.994539, - "recall-0.25": 0.995904, - "recall-0.5": 0.99727, - "num_labels": 1465 - }, - "elbow_right": { - "count": 1461, - "mean": 0.020304, - "median": 0.015715, - "std": 0.015619, - "sem": 0.000409, - "min": 0.001752, - "max": 0.161231, - "recall-0.025": 0.801777, - "recall-0.05": 0.945318, - "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": 1431, - "mean": 0.03238, - "median": 0.015898, - "std": 0.048121, - "sem": 0.001273, - "min": 0.00015, - "max": 0.400667, - "recall-0.025": 0.698047, - "recall-0.05": 0.856346, - "recall-0.1": 0.926778, - "recall-0.15": 0.961646, - "recall-0.25": 0.981869, - "recall-0.5": 0.997908, - "num_labels": 1434 - }, - "wrist_right": { - "count": 1455, - "mean": 0.025471, - "median": 0.016112, - "std": 0.031698, - "sem": 0.000831, - "min": 0.001381, - "max": 0.279434, - "recall-0.025": 0.703297, - "recall-0.05": 0.904533, - "recall-0.1": 0.971154, - "recall-0.15": 0.984203, - "recall-0.25": 0.99794, - "recall-0.5": 0.999313, - "num_labels": 1456 - }, - "hip_left": { - "count": 1461, - "mean": 0.035183, - "median": 0.030449, - "std": 0.023031, - "sem": 0.000603, - "min": 0.002484, - "max": 0.231182, - "recall-0.025": 0.346075, - "recall-0.05": 0.842321, - "recall-0.1": 0.980887, - "recall-0.15": 0.991809, - "recall-0.25": 0.99727, - "recall-0.5": 0.99727, - "num_labels": 1465 - }, - "hip_right": { - "count": 1462, - "mean": 0.036793, - "median": 0.032149, - "std": 0.024013, - "sem": 0.000628, - "min": 0.003239, - "max": 0.27157, - "recall-0.025": 0.33015, - "recall-0.05": 0.804911, - "recall-0.1": 0.97749, - "recall-0.15": 0.993861, - "recall-0.25": 0.996589, - "recall-0.5": 0.997271, - "num_labels": 1466 - }, - "knee_left": { - "count": 1461, - "mean": 0.037426, - "median": 0.032762, - "std": 0.029219, - "sem": 0.000765, - "min": 0.00406, - "max": 0.464241, - "recall-0.025": 0.296928, - "recall-0.05": 0.812969, - "recall-0.1": 0.979522, - "recall-0.15": 0.989078, - "recall-0.25": 0.993174, - "recall-0.5": 0.99727, - "num_labels": 1465 - }, - "knee_right": { - "count": 1455, - "mean": 0.03731, - "median": 0.031019, - "std": 0.025418, - "sem": 0.000667, - "min": 0.004194, - "max": 0.363111, - "recall-0.025": 0.371487, - "recall-0.05": 0.76902, - "recall-0.1": 0.969842, - "recall-0.15": 0.994517, - "recall-0.25": 0.996573, - "recall-0.5": 0.997258, - "num_labels": 1459 - }, - "ankle_left": { - "count": 1459, - "mean": 0.050406, - "median": 0.031859, - "std": 0.054672, - "sem": 0.001432, - "min": 0.003265, - "max": 0.439571, - "recall-0.025": 0.370472, - "recall-0.05": 0.700615, - "recall-0.1": 0.882433, - "recall-0.15": 0.944634, - "recall-0.25": 0.980861, - "recall-0.5": 0.997266, - "num_labels": 1463 - }, - "ankle_right": { - "count": 1452, - "mean": 0.048536, - "median": 0.031361, - "std": 0.058339, - "sem": 0.001532, - "min": 0.002507, - "max": 0.485436, - "recall-0.025": 0.367808, - "recall-0.05": 0.757534, - "recall-0.1": 0.895205, - "recall-0.15": 0.926712, - "recall-0.25": 0.974658, - "recall-0.5": 0.994521, - "num_labels": 1460 - }, - "joint_recalls": { - "num_labels": 18990, - "recall-0.025": 0.58668, - "recall-0.05": 0.86493, - "recall-0.1": 0.96551, - "recall-0.15": 0.98194, - "recall-0.25": 0.99236, - "recall-0.5": 0.99726 - } -} -{ - "total_parts": 20444, - "correct_parts": 20243, - "pcp": 0.990168 -} -``` - -##### 3 cameras - -```json -{ - "img_loading": 0.0292945, - "demosaicing": 0.000700228, - "avg_time_2d": 0.0100312, - "avg_time_3d": 6.66628e-05, - "fps": 92.6094 -} -{ - "triangulator_calls": 420, - "init_time": 2.95553e-06, - "undistort_time": 9.92935e-06, - "project_time": 1.49162e-06, - "match_time": 7.1829e-06, - "pairs_time": 2.24381e-06, - "pair_scoring_time": 1.12116e-05, - "grouping_time": 2.81234e-06, - "full_time": 1.00224e-05, - "merge_time": 5.28941e-06, - "post_time": 7.89963e-06, - "convert_time": 1.68905e-07, - "total_time": 6.14426e-05 -} -{ - "person_nums": { - "total_frames": 420, - "total_labels": 1466, - "total_preds": 1379, - "considered_empty": 0, - "valid_preds": 1366, - "invalid_preds": 13, - "missing": 100, - "invalid_fraction": 0.00943, - "precision": 0.99057, - "recall": 0.93179, - "f1": 0.96028, - "non_empty": 1379 - }, - "mpjpe": { - "count": 1366, - "mean": 0.056595, - "median": 0.045554, - "std": 0.03804, - "sem": 0.00103, - "min": 0.018518, - "max": 0.348157, - "recall-0.025": 0.018417, - "recall-0.05": 0.547067, - "recall-0.1": 0.84925, - "recall-0.15": 0.902456, - "recall-0.25": 0.925648, - "recall-0.5": 0.931787, - "num_labels": 1466, - "ap-0.025": 0.004947, - "ap-0.05": 0.4475, - "ap-0.1": 0.826634, - "ap-0.15": 0.892219, - "ap-0.25": 0.917603, - "ap-0.5": 0.924455 - }, - "nose": { - "count": 1365, - "mean": 0.023824, - "median": 0.018351, - "std": 0.017653, - "sem": 0.000478, - "min": 0.00138, - "max": 0.130817, - "recall-0.025": 0.611073, - "recall-0.05": 0.848257, - "recall-0.1": 0.926863, - "recall-0.15": 0.933014, - "recall-0.25": 0.933014, - "recall-0.5": 0.933014, - "num_labels": 1463 - }, - "shoulder_left": { - "count": 1366, - "mean": 0.020138, - "median": 0.016525, - "std": 0.014325, - "sem": 0.000388, - "min": 0.000838, - "max": 0.118475, - "recall-0.025": 0.701228, - "recall-0.05": 0.901774, - "recall-0.1": 0.927694, - "recall-0.15": 0.931787, - "recall-0.25": 0.931787, - "recall-0.5": 0.931787, - "num_labels": 1466 - }, - "shoulder_right": { - "count": 1365, - "mean": 0.022731, - "median": 0.017688, - "std": 0.018447, - "sem": 0.000499, - "min": 0.002084, - "max": 0.215048, - "recall-0.025": 0.653242, - "recall-0.05": 0.87372, - "recall-0.1": 0.926962, - "recall-0.15": 0.928328, - "recall-0.25": 0.931741, - "recall-0.5": 0.931741, - "num_labels": 1465 - }, - "elbow_left": { - "count": 1365, - "mean": 0.032839, - "median": 0.021354, - "std": 0.031501, - "sem": 0.000853, - "min": 0.00105, - "max": 0.2673, - "recall-0.025": 0.546758, - "recall-0.05": 0.757679, - "recall-0.1": 0.877133, - "recall-0.15": 0.926962, - "recall-0.25": 0.929693, - "recall-0.5": 0.931741, - "num_labels": 1465 - }, - "elbow_right": { - "count": 1365, - "mean": 0.031128, - "median": 0.021108, - "std": 0.031112, - "sem": 0.000842, - "min": 0.002016, - "max": 0.325627, - "recall-0.025": 0.57553, - "recall-0.05": 0.788107, - "recall-0.1": 0.901572, - "recall-0.15": 0.924129, - "recall-0.25": 0.930964, - "recall-0.5": 0.933014, - "num_labels": 1463 - }, - "wrist_left": { - "count": 1336, - "mean": 0.052095, - "median": 0.02347, - "std": 0.063364, - "sem": 0.001734, - "min": 0.001228, - "max": 0.492913, - "recall-0.025": 0.486053, - "recall-0.05": 0.651325, - "recall-0.1": 0.778243, - "recall-0.15": 0.837517, - "recall-0.25": 0.91841, - "recall-0.5": 0.93166, - "num_labels": 1434 - }, - "wrist_right": { - "count": 1359, - "mean": 0.047294, - "median": 0.024005, - "std": 0.059423, - "sem": 0.001613, - "min": 0.001712, - "max": 0.353775, - "recall-0.025": 0.486951, - "recall-0.05": 0.679945, - "recall-0.1": 0.820742, - "recall-0.15": 0.873626, - "recall-0.25": 0.907967, - "recall-0.5": 0.933379, - "num_labels": 1456 - }, - "hip_left": { - "count": 1365, - "mean": 0.042968, - "median": 0.037811, - "std": 0.026631, - "sem": 0.000721, - "min": 0.001201, - "max": 0.370723, - "recall-0.025": 0.201365, - "recall-0.05": 0.666894, - "recall-0.1": 0.908532, - "recall-0.15": 0.927645, - "recall-0.25": 0.930375, - "recall-0.5": 0.931741, - "num_labels": 1465 - }, - "hip_right": { - "count": 1366, - "mean": 0.05136, - "median": 0.043963, - "std": 0.032543, - "sem": 0.000881, - "min": 0.004905, - "max": 0.27157, - "recall-0.025": 0.154161, - "recall-0.05": 0.542974, - "recall-0.1": 0.873806, - "recall-0.15": 0.918145, - "recall-0.25": 0.929741, - "recall-0.5": 0.931787, - "num_labels": 1466 - }, - "knee_left": { - "count": 1353, - "mean": 0.057829, - "median": 0.04077, - "std": 0.064952, - "sem": 0.001766, - "min": 0.003716, - "max": 0.396038, - "recall-0.025": 0.217065, - "recall-0.05": 0.590444, - "recall-0.1": 0.837543, - "recall-0.15": 0.868259, - "recall-0.25": 0.895563, - "recall-0.5": 0.923549, - "num_labels": 1465 - }, - "knee_right": { - "count": 1350, - "mean": 0.063263, - "median": 0.045916, - "std": 0.063862, - "sem": 0.001739, - "min": 0.006358, - "max": 0.413608, - "recall-0.025": 0.141193, - "recall-0.05": 0.514736, - "recall-0.1": 0.833448, - "recall-0.15": 0.860178, - "recall-0.25": 0.893763, - "recall-0.5": 0.925291, - "num_labels": 1459 - }, - "ankle_left": { - "count": 1298, - "mean": 0.108053, - "median": 0.070214, - "std": 0.110487, - "sem": 0.003068, - "min": 0.002475, - "max": 0.497978, - "recall-0.025": 0.168148, - "recall-0.05": 0.367738, - "recall-0.1": 0.576213, - "recall-0.15": 0.682843, - "recall-0.25": 0.768968, - "recall-0.5": 0.887218, - "num_labels": 1463 - }, - "ankle_right": { - "count": 1283, - "mean": 0.108268, - "median": 0.051324, - "std": 0.117911, - "sem": 0.003293, - "min": 0.002089, - "max": 0.499606, - "recall-0.025": 0.173288, - "recall-0.05": 0.426027, - "recall-0.1": 0.585616, - "recall-0.15": 0.641781, - "recall-0.25": 0.743151, - "recall-0.5": 0.878767, - "num_labels": 1460 - }, - "joint_recalls": { - "num_labels": 18990, - "recall-0.025": 0.39331, - "recall-0.05": 0.66198, - "recall-0.1": 0.82854, - "recall-0.15": 0.86535, - "recall-0.25": 0.89547, - "recall-0.5": 0.92296 - } -} -{ - "total_parts": 20444, - "correct_parts": 18282, - "pcp": 0.894248 -} -``` - -##### 7 cameras - -```json -{ - "img_loading": 0.0691732, - "demosaicing": 0.00157471, - "avg_time_2d": 0.0235997, - "avg_time_3d": 0.000278223, - "fps": 39.2887 -} -{ - "triangulator_calls": 420, - "init_time": 4.45287e-06, - "undistort_time": 2.29917e-05, - "project_time": 4.28683e-06, - "match_time": 1.83516e-05, - "pairs_time": 1.81177e-05, - "pair_scoring_time": 7.50915e-05, - "grouping_time": 1.66607e-05, - "full_time": 6.10801e-05, - "merge_time": 2.87935e-05, - "post_time": 9.30181e-06, - "convert_time": 1.58762e-07, - "total_time": 0.000259525 -} -{ - "person_nums": { - "total_frames": 420, - "total_labels": 1466, - "total_preds": 1516, - "considered_empty": 0, - "valid_preds": 1463, - "invalid_preds": 53, - "missing": 3, - "invalid_fraction": 0.03496, - "precision": 0.96504, - "recall": 0.99795, - "f1": 0.98122, - "non_empty": 1516 - }, - "mpjpe": { - "count": 1463, - "mean": 0.02777, - "median": 0.024836, - "std": 0.010928, - "sem": 0.000286, - "min": 0.010042, - "max": 0.100122, - "recall-0.025": 0.508186, - 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+ "mean": 0.050245, + "median": 0.030058, + "std": 0.06195, + "sem": 0.001624, "min": 0.001983, "max": 0.48623, - "recall-0.025": 0.381507, - "recall-0.05": 0.75274, - "recall-0.1": 0.887671, - "recall-0.15": 0.933562, + "recall-0.025": 0.380822, + "recall-0.05": 0.750685, + "recall-0.1": 0.886301, + "recall-0.15": 0.932877, "recall-0.25": 0.971918, - "recall-0.5": 0.996575, + "recall-0.5": 0.997945, "num_labels": 1460 }, "joint_recalls": { "num_labels": 18990, - "recall-0.025": 0.62823, + "recall-0.025": 0.62828, "recall-0.05": 0.89073, - "recall-0.1": 0.9712, - "recall-0.15": 0.98441, - "recall-0.25": 0.99384, - "recall-0.5": 0.99747 + "recall-0.1": 0.97199, + "recall-0.15": 0.98531, + "recall-0.25": 0.99505, + "recall-0.5": 0.99884 } } { "total_parts": 20444, - "correct_parts": 20328, - "pcp": 0.994326 + "correct_parts": 20350, + "pcp": 0.995402 } ``` @@ -1955,63 +1979,64 @@ Results of the model in various experiments on different datasets. \ ```json { - "img_loading": 0.0918391, - "demosaicing": 0.00234244, - "avg_time_2d": 0.032068, - "avg_time_3d": 0.000509022, - "fps": 28.6373 + "img_loading": 0.0909658, + "demosaicing": 0.00242828, + "avg_time_2d": 0.0324017, + "avg_time_3d": 0.00050742, + "time_tracks": 2.20957e-06, + "fps": 28.2969 } { "triangulator_calls": 420, - "init_time": 5.07809e-06, - "undistort_time": 3.17605e-05, - "project_time": 6.21849e-06, - "match_time": 2.64733e-05, - "pairs_time": 4.0161e-05, - "pair_scoring_time": 0.000154257, - "grouping_time": 3.21627e-05, - "full_time": 0.000113045, - "merge_time": 5.76427e-05, - "post_time": 9.86215e-06, - "convert_time": 1.75738e-07, - "total_time": 0.000477074 + "init_time": 5.11671e-06, + "undistort_time": 3.19434e-05, + "project_time": 5.91598e-06, + "match_time": 2.61242e-05, + "pairs_time": 4.20959e-05, + "pair_scoring_time": 0.000152818, + "grouping_time": 3.22265e-05, + "full_time": 0.000112121, + "merge_time": 5.77592e-05, + "post_time": 9.8474e-06, + "convert_time": 2.03929e-07, + "total_time": 0.000476412 } { "person_nums": { "total_frames": 420, "total_labels": 1466, - "total_preds": 1507, + "total_preds": 1514, "considered_empty": 0, "valid_preds": 1465, - "invalid_preds": 42, + "invalid_preds": 49, "missing": 1, - "invalid_fraction": 0.02787, - "precision": 0.97213, + "invalid_fraction": 0.03236, + "precision": 0.96764, "recall": 0.99932, - "f1": 0.98554, - "non_empty": 1507 + "f1": 0.98322, + "non_empty": 1514 }, "mpjpe": { "count": 1465, - "mean": 0.023772, - "median": 0.021615, - "std": 0.008777, - "sem": 0.000229, + "mean": 0.023806, + "median": 0.021658, + "std": 0.00879, + "sem": 0.00023, "min": 0.009663, "max": 0.096886, - "recall-0.025": 0.683492, + "recall-0.025": 0.682128, "recall-0.05": 0.982947, "recall-0.1": 0.999318, "recall-0.15": 0.999318, "recall-0.25": 0.999318, "recall-0.5": 0.999318, "num_labels": 1466, - "ap-0.025": 0.586004, - "ap-0.05": 0.975414, - "ap-0.1": 0.996807, - "ap-0.15": 0.996807, - "ap-0.25": 0.996807, - "ap-0.5": 0.996807 + "ap-0.025": 0.584467, + "ap-0.05": 0.9751, + "ap-0.1": 0.996648, + "ap-0.15": 0.996648, + "ap-0.25": 0.996648, + "ap-0.5": 0.996648 }, "nose": { "count": 1462, @@ -2191,15 +2216,15 @@ Results of the model in various experiments on different datasets. \ }, "ankle_left": { "count": 1461, - "mean": 0.046212, - "median": 0.029973, - "std": 0.04745, - "sem": 0.001242, + "mean": 0.046375, + "median": 0.030042, + "std": 0.047543, + "sem": 0.001244, "min": 0.002652, "max": 0.385631, - "recall-0.025": 0.41285, - "recall-0.05": 0.711552, - "recall-0.1": 0.900889, + "recall-0.025": 0.412167, + "recall-0.05": 0.709501, + "recall-0.1": 0.900205, "recall-0.15": 0.947368, "recall-0.25": 0.991114, "recall-0.5": 0.998633, @@ -2207,26 +2232,26 @@ Results of the model in various experiments on different datasets. \ }, "ankle_right": { "count": 1458, - "mean": 0.045464, - "median": 0.027247, - "std": 0.054105, - "sem": 0.001417, + "mean": 0.045756, + "median": 0.027306, + "std": 0.054394, + "sem": 0.001425, "min": 0.002526, "max": 0.431889, - "recall-0.025": 0.44863, - "recall-0.05": 0.776027, - "recall-0.1": 0.9, - "recall-0.15": 0.941781, + "recall-0.025": 0.44726, + "recall-0.05": 0.773288, + "recall-0.1": 0.89863, + "recall-0.15": 0.941096, "recall-0.25": 0.981507, "recall-0.5": 0.99863, "num_labels": 1460 }, "joint_recalls": { "num_labels": 18990, - "recall-0.025": 0.69831, - "recall-0.05": 0.92765, - "recall-0.1": 0.98067, - "recall-0.15": 0.98973, + "recall-0.025": 0.69821, + "recall-0.05": 0.92728, + "recall-0.1": 0.98041, + "recall-0.15": 0.98968, "recall-0.25": 0.997, "recall-0.5": 0.99889 } @@ -2242,63 +2267,64 @@ Results of the model in various experiments on different datasets. \ ```json { - "img_loading": 0.319281, - "demosaicing": 0.0108859, - "avg_time_2d": 0.097923, - "avg_time_3d": 0.00507466, - "fps": 8.7809 + "img_loading": 0.310243, + "demosaicing": 0.0108448, + "avg_time_2d": 0.0979978, + "avg_time_3d": 0.00494672, + "time_tracks": 5.76096e-06, + "fps": 8.78773 } { "triangulator_calls": 420, - "init_time": 1.43217e-05, - "undistort_time": 9.91696e-05, - "project_time": 1.87331e-05, - "match_time": 8.19258e-05, - "pairs_time": 0.000455438, - "pair_scoring_time": 0.0021466, - "grouping_time": 0.000299827, - "full_time": 0.00104798, - "merge_time": 0.00067489, - "post_time": 1.1215e-05, - "convert_time": 1.93167e-07, - "total_time": 0.00485053 + "init_time": 1.40068e-05, + "undistort_time": 9.76334e-05, + "project_time": 1.83197e-05, + "match_time": 8.03562e-05, + "pairs_time": 0.000470858, + "pair_scoring_time": 0.00206245, + "grouping_time": 0.000295279, + "full_time": 0.00101673, + "merge_time": 0.00066551, + "post_time": 1.12451e-05, + "convert_time": 2.09462e-07, + "total_time": 0.00473284 } { "person_nums": { "total_frames": 420, "total_labels": 1466, - "total_preds": 1507, + "total_preds": 1513, "considered_empty": 0, "valid_preds": 1465, - "invalid_preds": 42, + "invalid_preds": 48, "missing": 1, - "invalid_fraction": 0.02787, - "precision": 0.97213, + "invalid_fraction": 0.03173, + "precision": 0.96827, "recall": 0.99932, - "f1": 0.98554, - "non_empty": 1507 + "f1": 0.98355, + "non_empty": 1513 }, "mpjpe": { "count": 1465, - "mean": 0.019183, - "median": 0.017921, - "std": 0.006796, + "mean": 0.019218, + "median": 0.018002, + "std": 0.006801, "sem": 0.000178, "min": 0.008759, "max": 0.110571, - "recall-0.025": 0.845839, + "recall-0.025": 0.844475, "recall-0.05": 0.996589, "recall-0.1": 0.998636, "recall-0.15": 0.999318, "recall-0.25": 0.999318, "recall-0.5": 0.999318, "num_labels": 1466, - "ap-0.025": 0.790961, - "ap-0.05": 0.988824, - "ap-0.1": 0.991856, - "ap-0.15": 0.993465, - "ap-0.25": 0.993465, - "ap-0.5": 0.993465 + "ap-0.025": 0.788471, + "ap-0.05": 0.988835, + "ap-0.1": 0.991878, + "ap-0.15": 0.993488, + "ap-0.25": 0.993488, + "ap-0.5": 0.993488 }, "nose": { "count": 1462, @@ -2478,15 +2504,15 @@ Results of the model in various experiments on different datasets. \ }, "ankle_left": { "count": 1462, - "mean": 0.034903, - "median": 0.023878, - "std": 0.031775, - "sem": 0.000831, + "mean": 0.035099, + "median": 0.02398, + "std": 0.031942, + "sem": 0.000836, "min": 0.001969, "max": 0.245439, - "recall-0.025": 0.527683, - "recall-0.05": 0.805878, - "recall-0.1": 0.93985, + "recall-0.025": 0.524949, + "recall-0.05": 0.803828, + "recall-0.1": 0.938483, "recall-0.15": 0.993165, "recall-0.25": 0.999316, "recall-0.5": 0.999316, @@ -2494,26 +2520,26 @@ Results of the model in various experiments on different datasets. \ }, "ankle_right": { "count": 1458, - "mean": 0.035343, - "median": 0.024611, - "std": 0.032968, - "sem": 0.000864, + "mean": 0.035597, + "median": 0.024811, + "std": 0.033369, + "sem": 0.000874, "min": 0.001251, "max": 0.285853, - "recall-0.025": 0.508904, - "recall-0.05": 0.787671, - "recall-0.1": 0.94589, - "recall-0.15": 0.981507, + "recall-0.025": 0.504795, + "recall-0.05": 0.785616, + "recall-0.1": 0.945205, + "recall-0.15": 0.980822, "recall-0.25": 0.99726, "recall-0.5": 0.99863, "num_labels": 1460 }, "joint_recalls": { "num_labels": 18990, - "recall-0.025": 0.78231, - "recall-0.05": 0.95492, - "recall-0.1": 0.98836, - "recall-0.15": 0.99705, + "recall-0.025": 0.78183, + "recall-0.05": 0.95466, + "recall-0.1": 0.9882, + "recall-0.15": 0.997, "recall-0.25": 0.99879, "recall-0.5": 0.99889 } @@ -2533,6 +2559,7 @@ Results of the model in various experiments on different datasets. \ "demosaicing": 0.000678538, "avg_time_2d": 0.00855362, "avg_time_3d": 3.34318e-05, + "time_tracks": 0, "fps": 107.926 } { @@ -2816,286 +2843,287 @@ Results of the model in various experiments on different datasets. \ ```json { - "img_loading": 0.0171398, - "demosaicing": 0.000533731, - "avg_time_2d": 0.0099556, - "avg_time_3d": 6.45742e-05, - "fps": 94.7516 + "img_loading": 0.0170892, + "demosaicing": 0.000532315, + "avg_time_2d": 0.00996914, + "avg_time_3d": 6.4028e-05, + "time_tracks": 7.03068e-07, + "fps": 94.6416 } { "triangulator_calls": 390, - "init_time": 3.53722e-06, - 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0.77692, - "recall-0.1": 0.92654, - "recall-0.15": 0.95481, - "recall-0.25": 0.975, - "recall-0.5": 0.99115 + "recall-0.05": 0.77712, + "recall-0.1": 0.92808, + "recall-0.15": 0.95673, + "recall-0.25": 0.97712, + "recall-0.5": 0.99365 } } { "total_parts": 5600, - "correct_parts": 5443, - "pcp": 0.971964 + "correct_parts": 5457, + "pcp": 0.974464 } ``` @@ -6255,26 +6287,27 @@ Results of the model in various experiments on different datasets. \ ```json { - "img_loading": 0.27129, - "demosaicing": 0.011134, - "avg_time_2d": 0.0239827, - "avg_time_3d": 0.000251315, - "fps": 28.2742 + "img_loading": 0.278285, + "demosaicing": 0.0110585, + "avg_time_2d": 0.0239786, + "avg_time_3d": 0.000251731, + "time_tracks": 9.95126e-07, + "fps": 28.3367 } { "triangulator_calls": 121, - "init_time": 4.36192e-06, - "undistort_time": 1.91289e-05, - "project_time": 4.35951e-06, - "match_time": 1.33109e-05, - "pairs_time": 1.08011e-05, - "pair_scoring_time": 6.10657e-05, - "grouping_time": 1.82683e-05, - "full_time": 6.92329e-05, - "merge_time": 3.33679e-05, - "post_time": 8.43239e-06, - "convert_time": 1.34463e-07, - "total_time": 0.0002427 + "init_time": 3.60429e-06, + "undistort_time": 1.8677e-05, + "project_time": 3.7664e-06, + "match_time": 1.28861e-05, + "pairs_time": 9.90012e-06, + "pair_scoring_time": 6.27622e-05, + "grouping_time": 1.80751e-05, + "full_time": 7.07869e-05, + "merge_time": 3.37148e-05, + "post_time": 8.32524e-06, + "convert_time": 1.54793e-07, + "total_time": 0.000242887 } { "person_nums": { @@ -6542,26 +6575,27 @@ Results of the model in various experiments on different datasets. \ ```json { - "img_loading": 0.289362, - "demosaicing": 0.0124074, - "avg_time_2d": 0.0289188, - "avg_time_3d": 0.000433233, - "fps": 23.9467 + "img_loading": 0.299902, + "demosaicing": 0.0126655, + "avg_time_2d": 0.0290299, + "avg_time_3d": 0.000444933, + "time_tracks": 2.21974e-06, + "fps": 23.729 } { "triangulator_calls": 166, - "init_time": 4.16021e-06, - "undistort_time": 2.56551e-05, - "project_time": 5.68555e-06, - "match_time": 2.32618e-05, - "pairs_time": 2.42754e-05, - "pair_scoring_time": 0.000107763, - "grouping_time": 3.59843e-05, - "full_time": 0.000123872, - "merge_time": 5.7993e-05, - "post_time": 9.86665e-06, - "convert_time": 1.82283e-07, - "total_time": 0.000418932 + "init_time": 4.89887e-06, + "undistort_time": 2.5718e-05, + "project_time": 6.0061e-06, + "match_time": 2.35875e-05, + "pairs_time": 2.54117e-05, + "pair_scoring_time": 0.000109867, + "grouping_time": 3.66523e-05, + "full_time": 0.00012651, + "merge_time": 5.94845e-05, + "post_time": 1.05036e-05, + "convert_time": 2.23861e-07, + "total_time": 0.000429098 } { "person_nums": { @@ -6829,63 +6863,64 @@ Results of the model in various experiments on different datasets. \ ```json { - "img_loading": 0.289758, - "demosaicing": 0.0111053, - "avg_time_2d": 0.0281809, - "avg_time_3d": 0.000408797, - "fps": 25.1921 + "img_loading": 0.292579, + "demosaicing": 0.0110868, + "avg_time_2d": 0.0281903, + "avg_time_3d": 0.000412008, + "time_tracks": 2.30442e-06, + "fps": 25.1944 } { "triangulator_calls": 110, - "init_time": 3.86123e-06, - "undistort_time": 2.4674e-05, - "project_time": 5.17193e-06, - "match_time": 2.30387e-05, - "pairs_time": 2.23814e-05, - "pair_scoring_time": 0.000108471, - "grouping_time": 5.07816e-05, - "full_time": 0.000101998, - "merge_time": 4.58232e-05, - "post_time": 9.98878e-06, - "convert_time": 1.80464e-07, - "total_time": 0.000396605 + "init_time": 4.04995e-06, + "undistort_time": 2.45463e-05, + "project_time": 5.12282e-06, + "match_time": 2.29104e-05, + "pairs_time": 2.32846e-05, + "pair_scoring_time": 0.00010895, + "grouping_time": 5.09008e-05, + "full_time": 0.000103292, + "merge_time": 4.60682e-05, + "post_time": 1.02196e-05, + "convert_time": 2.05991e-07, + "total_time": 0.000399788 } { "person_nums": { "total_frames": 110, "total_labels": 330, - "total_preds": 438, + "total_preds": 440, "considered_empty": 0, "valid_preds": 330, - 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Results of the model in various experiments on different datasets. \ }, "wrist_left": { "count": 329, - "mean": 0.046373, + "mean": 0.046821, "median": 0.039868, - "std": 0.031237, - "sem": 0.001725, + "std": 0.032923, + "sem": 0.001818, "min": 0.00411, "max": 0.2482, "recall-0.025": 0.248485, "recall-0.05": 0.624242, - "recall-0.1": 0.939394, - "recall-0.15": 0.984848, + "recall-0.1": 0.936364, + "recall-0.15": 0.981818, "recall-0.25": 0.99697, "recall-0.5": 0.99697, "num_labels": 330 @@ -7065,50 +7100,50 @@ Results of the model in various experiments on different datasets. \ }, "ankle_left": { "count": 330, - "mean": 0.030999, - "median": 0.025737, - "std": 0.022585, - "sem": 0.001245, + "mean": 0.032268, + "median": 0.025961, + "std": 0.029146, + "sem": 0.001607, "min": 0.002088, - "max": 0.150282, - "recall-0.025": 0.481818, - "recall-0.05": 0.845455, - "recall-0.1": 0.978788, - "recall-0.15": 0.99697, - "recall-0.25": 1.0, + "max": 0.347129, + "recall-0.025": 0.478788, + 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0.99977 } } { "total_parts": 4620, - "correct_parts": 4603, - "pcp": 0.99632 + "correct_parts": 4600, + "pcp": 0.995671 } ``` @@ -7116,286 +7151,287 @@ Results of the model in various experiments on different datasets. \ ```json { - "img_loading": 0.421536, - "demosaicing": 0.0177444, - "avg_time_2d": 0.0511469, - "avg_time_3d": 0.000936227, - "fps": 14.321 + "img_loading": 0.432763, + "demosaicing": 0.0178295, + "avg_time_2d": 0.0512937, + "avg_time_3d": 0.000928159, + "time_tracks": 3.54476e-06, + "fps": 14.2745 } { "triangulator_calls": 121, - "init_time": 6.53029e-06, - "undistort_time": 5.17806e-05, - "project_time": 9.25822e-06, - "match_time": 3.9928e-05, - "pairs_time": 7.50967e-05, - "pair_scoring_time": 0.000313612, - "grouping_time": 0.000149834, - "full_time": 0.000180932, - "merge_time": 7.94846e-05, - "post_time": 1.11279e-05, - "convert_time": 2.07289e-07, - "total_time": 0.000918031 + "init_time": 6.75621e-06, + "undistort_time": 5.12374e-05, + "project_time": 8.89762e-06, + "match_time": 3.95005e-05, + "pairs_time": 7.64246e-05, + "pair_scoring_time": 0.000310209, + "grouping_time": 0.000147726, + "full_time": 0.000179946, + "merge_time": 7.92803e-05, + "post_time": 1.10982e-05, + "convert_time": 2.25504e-07, + "total_time": 0.000911537 } { "person_nums": { "total_frames": 121, "total_labels": 484, - "total_preds": 498, + "total_preds": 512, "considered_empty": 0, - "valid_preds": 481, - "invalid_preds": 17, - "missing": 3, - "invalid_fraction": 0.03414, - "precision": 0.96586, - "recall": 0.9938, - "f1": 0.97963, - "non_empty": 498 + "valid_preds": 483, + "invalid_preds": 29, + "missing": 1, + "invalid_fraction": 0.05664, + "precision": 0.94336, + "recall": 0.99793, + "f1": 0.96988, + "non_empty": 512 }, "mpjpe": { - "count": 481, - "mean": 0.028894, - "median": 0.026726, - "std": 0.010134, - "sem": 0.000463, + "count": 483, + "mean": 0.029255, + "median": 0.026842, + "std": 0.011654, + "sem": 0.000531, "min": 0.013032, - "max": 0.091125, + "max": 0.138905, "recall-0.025": 0.419421, "recall-0.05": 0.952479, - "recall-0.1": 0.993802, - "recall-0.15": 0.993802, - "recall-0.25": 0.993802, - "recall-0.5": 0.993802, + "recall-0.1": 0.995868, + "recall-0.15": 0.997934, + "recall-0.25": 0.997934, + "recall-0.5": 0.997934, "num_labels": 484, - "ap-0.025": 0.185801, - "ap-0.05": 0.891151, - "ap-0.1": 0.970027, - "ap-0.15": 0.970027, - "ap-0.25": 0.970027, - "ap-0.5": 0.970027 + "ap-0.025": 0.181675, + "ap-0.05": 0.87054, + "ap-0.1": 0.95726, + "ap-0.15": 0.959219, + "ap-0.25": 0.959219, + "ap-0.5": 0.959219 }, "head": { - "count": 481, - "mean": 0.029533, - "median": 0.024426, - "std": 0.017999, - "sem": 0.000822, + "count": 483, + "mean": 0.029729, + "median": 0.024456, + "std": 0.018244, + "sem": 0.000831, "min": 0.002947, "max": 0.102943, "recall-0.025": 0.510331, "recall-0.05": 0.855372, - "recall-0.1": 0.991736, - "recall-0.15": 0.993802, - "recall-0.25": 0.993802, - "recall-0.5": 0.993802, + "recall-0.1": 0.995868, + 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0.00351, "max": 0.284667, "recall-0.025": 0.390496, "recall-0.05": 0.849174, - "recall-0.1": 0.97314, - "recall-0.15": 0.989669, - "recall-0.25": 0.989669, - "recall-0.5": 0.993802, + "recall-0.1": 0.977273, + "recall-0.15": 0.993802, + "recall-0.25": 0.993802, + "recall-0.5": 0.997934, "num_labels": 484 }, "hip_left": { - "count": 481, - "mean": 0.034059, - "median": 0.030974, - "std": 0.016804, - "sem": 0.000767, + "count": 483, + "mean": 0.03467, + "median": 0.031172, + "std": 0.019736, + "sem": 0.000899, "min": 0.002885, - "max": 0.112591, + "max": 0.248625, "recall-0.025": 0.305785, "recall-0.05": 0.842975, "recall-0.1": 0.989669, - "recall-0.15": 0.993802, - "recall-0.25": 0.993802, - "recall-0.5": 0.993802, + "recall-0.15": 0.995868, + "recall-0.25": 0.997934, + "recall-0.5": 0.997934, "num_labels": 484 }, "hip_right": { - "count": 481, - "mean": 0.037366, - "median": 0.032222, - "std": 0.023149, - "sem": 0.001057, + "count": 483, + "mean": 0.038046, + "median": 0.032255, + "std": 0.025653, + "sem": 0.001168, "min": 0.003771, - "max": 0.144196, + "max": 0.258232, "recall-0.025": 0.31405, "recall-0.05": 0.799587, "recall-0.1": 0.966942, - "recall-0.15": 0.993802, - "recall-0.25": 0.993802, - "recall-0.5": 0.993802, + "recall-0.15": 0.995868, + "recall-0.25": 0.995868, + "recall-0.5": 0.997934, "num_labels": 484 }, "knee_left": { - "count": 481, - "mean": 0.021056, - "median": 0.016878, - "std": 0.015358, - "sem": 0.000701, + "count": 483, + "mean": 0.021558, + "median": 0.017019, + "std": 0.017418, + "sem": 0.000793, "min": 0.002951, - "max": 0.18051, + "max": 0.185898, "recall-0.025": 0.721074, "recall-0.05": 0.950413, - "recall-0.1": 0.991736, - "recall-0.15": 0.991736, - "recall-0.25": 0.993802, - "recall-0.5": 0.993802, + "recall-0.1": 0.993802, + "recall-0.15": 0.993802, + "recall-0.25": 0.997934, + "recall-0.5": 0.997934, "num_labels": 484 }, "knee_right": { - "count": 481, - "mean": 0.023866, - "median": 0.019475, - "std": 0.01567, - "sem": 0.000715, + "count": 483, + "mean": 0.024245, + "median": 0.01952, + "std": 0.016893, + "sem": 0.000769, "min": 0.001804, - "max": 0.101887, + "max": 0.154682, "recall-0.025": 0.654959, "recall-0.05": 0.923554, - "recall-0.1": 0.991736, - "recall-0.15": 0.993802, - "recall-0.25": 0.993802, - "recall-0.5": 0.993802, + "recall-0.1": 0.993802, + "recall-0.15": 0.995868, + "recall-0.25": 0.997934, + "recall-0.5": 0.997934, "num_labels": 484 }, "ankle_left": { - "count": 481, - "mean": 0.021426, - "median": 0.017845, - "std": 0.015273, - "sem": 0.000697, + "count": 483, + "mean": 0.022242, + "median": 0.017863, + "std": 0.01983, + "sem": 0.000903, "min": 0.001647, - "max": 0.158699, + "max": 0.231289, "recall-0.025": 0.714876, "recall-0.05": 0.954545, "recall-0.1": 0.987603, "recall-0.15": 0.991736, - "recall-0.25": 0.993802, - "recall-0.5": 0.993802, + "recall-0.25": 0.997934, + "recall-0.5": 0.997934, "num_labels": 484 }, "ankle_right": { - "count": 481, - "mean": 0.021895, - "median": 0.018026, - "std": 0.013532, - "sem": 0.000618, + "count": 483, + "mean": 0.022243, + "median": 0.018055, + "std": 0.014583, + "sem": 0.000664, "min": 0.001986, - "max": 0.090749, + "max": 0.122528, "recall-0.025": 0.708678, "recall-0.05": 0.93595, - "recall-0.1": 0.993802, - "recall-0.15": 0.993802, - "recall-0.25": 0.993802, - "recall-0.5": 0.993802, + "recall-0.1": 0.995868, + "recall-0.15": 0.997934, + "recall-0.25": 0.997934, + "recall-0.5": 0.997934, "num_labels": 484 }, "joint_recalls": { "num_labels": 6292, "recall-0.025": 0.51081, - "recall-0.05": 0.87858, - "recall-0.1": 0.98411, - "recall-0.15": 0.99285, - "recall-0.25": 0.99332, - "recall-0.5": 0.9938 + "recall-0.05": 0.87889, + "recall-0.1": 0.98665, + "recall-0.15": 0.99619, + "recall-0.25": 0.99746, + "recall-0.5": 0.99793 } } { "total_parts": 6776, - "correct_parts": 6730, - "pcp": 0.993211 + "correct_parts": 6755, + "pcp": 0.996901 } ``` @@ -7403,26 +7439,27 @@ Results of the model in various experiments on different datasets. \ ```json { - "img_loading": 0.413332, - "demosaicing": 0.0175982, - "avg_time_2d": 0.0438098, - "avg_time_3d": 0.000727766, - "fps": 16.0938 + "img_loading": 0.425309, + "demosaicing": 0.0175828, + "avg_time_2d": 0.0439122, + "avg_time_3d": 0.000732078, + "time_tracks": 2.60839e-06, + "fps": 16.0695 } { "triangulator_calls": 183, - "init_time": 5.79021e-06, - "undistort_time": 4.21408e-05, - "project_time": 8.16923e-06, - "match_time": 3.26939e-05, - "pairs_time": 5.31224e-05, - "pair_scoring_time": 0.000196534, - "grouping_time": 7.74538e-05, - "full_time": 0.000190952, - "merge_time": 9.15214e-05, - "post_time": 1.07165e-05, - "convert_time": 2.0876e-07, - "total_time": 0.000709537 + "init_time": 5.78507e-06, + "undistort_time": 4.25049e-05, + "project_time": 8.30154e-06, + "match_time": 3.30885e-05, + "pairs_time": 5.5239e-05, + "pair_scoring_time": 0.000196453, + "grouping_time": 7.68858e-05, + "full_time": 0.000192775, + "merge_time": 9.31284e-05, + "post_time": 1.08601e-05, + "convert_time": 2.36311e-07, + "total_time": 0.000715494 } { "person_nums": { @@ -7690,26 +7727,27 @@ Results of the model in various experiments on different datasets. \ ```json { - "img_loading": 0.626226, - "demosaicing": 0.0268474, - "avg_time_2d": 0.0513508, - "avg_time_3d": 0.000611629, - "fps": 12.6888 + "img_loading": 0.671268, + "demosaicing": 0.0270076, + "avg_time_2d": 0.051466, + "avg_time_3d": 0.000617507, + "time_tracks": 1.15879e-06, + "fps": 12.6435 } { "triangulator_calls": 181, - "init_time": 7.41259e-06, - "undistort_time": 3.17885e-05, - "project_time": 7.35977e-06, - "match_time": 1.57646e-05, - "pairs_time": 2.24304e-05, - "pair_scoring_time": 0.000162925, - "grouping_time": 5.9874e-05, - "full_time": 0.000175241, - "merge_time": 8.98064e-05, - "post_time": 7.85762e-06, - "convert_time": 1.16287e-07, - "total_time": 0.000580813 + "init_time": 7.98041e-06, + "undistort_time": 3.16803e-05, + "project_time": 7.51399e-06, + "match_time": 1.58883e-05, + "pairs_time": 2.35366e-05, + "pair_scoring_time": 0.000162144, + "grouping_time": 5.94076e-05, + "full_time": 0.000175584, + "merge_time": 9.06647e-05, + "post_time": 8.08327e-06, + "convert_time": 1.40492e-07, + "total_time": 0.000582859 } { "person_nums": {