diff --git a/media/RESULTS.md b/media/RESULTS.md index 8f04b3b..d1900ff 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": 0.0209625, - "demosaicing": 0.000622594, - "avg_time_2d": 0.00825327, - "avg_time_3d": 3.69146e-05, - "time_tracks": 4.75515e-07, - "fps": 112.192 + "img_loading": 0.0207351, + "demosaicing": 0.000612799, + "avg_time_2d": 0.00801038, + "avg_time_3d": 3.75153e-05, + "time_tracks": 4.74481e-07, + "fps": 115.458 } { "triangulator_calls": 600, - "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 + "init_time": 2.64446e-06, + "undistort_time": 3.71876e-06, + "project_time": 7.09745e-07, + "match_time": 1.21387e-06, + "pairs_time": 2.16157e-07, + "pair_scoring_time": 6.32339e-06, + "grouping_time": 1.36083e-06, + "full_time": 8.20276e-06, + "merge_time": 3.20586e-06, + "post_time": 4.91466e-06, + "convert_time": 6.63e-08, + "total_time": 3.28105e-05 } { "person_nums": { @@ -46,12 +46,12 @@ Results of the model in various experiments on different datasets. \ }, "mpjpe": { "count": 600, - "mean": 0.060535, - "median": 0.053044, - "std": 0.028266, + "mean": 0.0606, + "median": 0.053055, + "std": 0.028265, "sem": 0.001155, - "min": 0.036391, - "max": 0.191685, + "min": 0.036393, + "max": 0.191691, "recall-0.025": 0.0, "recall-0.05": 0.335, "recall-0.1": 0.945, @@ -60,37 +60,37 @@ Results of the model in various experiments on different datasets. \ "recall-0.5": 1.0, "num_labels": 600, "ap-0.025": 0.0, - "ap-0.05": 0.189774, - "ap-0.1": 0.906441, - "ap-0.15": 0.914804, + "ap-0.05": 0.190735, + "ap-0.1": 0.906598, + "ap-0.15": 0.914982, "ap-0.25": 1.0, "ap-0.5": 1.0 }, "nose": { "count": 600, - "mean": 0.106551, - "median": 0.095236, - "std": 0.039752, - "sem": 0.001624, - "min": 0.014823, - "max": 0.277586, + "mean": 0.106893, + "median": 0.09527, + "std": 0.040269, + "sem": 0.001645, + "min": 0.014863, + "max": 0.277673, "recall-0.025": 0.003333, "recall-0.05": 0.021667, - "recall-0.1": 0.585, - "recall-0.15": 0.855, - "recall-0.25": 0.988333, + "recall-0.1": 0.583333, + "recall-0.15": 0.851667, + "recall-0.25": 0.986667, "recall-0.5": 1.0, "num_labels": 600 }, "shoulder_left": { "count": 600, - "mean": 0.038602, - "median": 0.027579, - "std": 0.034741, - "sem": 0.001419, - "min": 0.001432, - "max": 0.172853, - "recall-0.025": 0.418333, + "mean": 0.038618, + "median": 0.027617, + "std": 0.034715, + "sem": 0.001418, + "min": 0.001444, + "max": 0.172838, + "recall-0.025": 0.416667, "recall-0.05": 0.811667, "recall-0.1": 0.931667, "recall-0.15": 0.965, @@ -100,30 +100,30 @@ Results of the model in various experiments on different datasets. \ }, "shoulder_right": { "count": 600, - "mean": 0.045855, - "median": 0.034435, - "std": 0.039731, - "sem": 0.001623, - "min": 0.006883, - "max": 0.240549, - "recall-0.025": 0.298333, + "mean": 0.045936, + "median": 0.034699, + "std": 0.039847, + "sem": 0.001628, + "min": 0.006882, + "max": 0.240502, + "recall-0.025": 0.296667, "recall-0.05": 0.775, - "recall-0.1": 0.908333, - "recall-0.15": 0.945, + "recall-0.1": 0.91, + "recall-0.15": 0.943333, "recall-0.25": 1.0, "recall-0.5": 1.0, "num_labels": 600 }, "elbow_left": { "count": 600, - "mean": 0.045211, - "median": 0.033767, - "std": 0.037653, + "mean": 0.045176, + "median": 0.033657, + "std": 0.03765, "sem": 0.001538, - "min": 0.004845, + "min": 0.004846, "max": 0.194312, "recall-0.025": 0.26, - "recall-0.05": 0.781667, + "recall-0.05": 0.783333, "recall-0.1": 0.923333, "recall-0.15": 0.951667, "recall-0.25": 1.0, @@ -132,15 +132,15 @@ Results of the model in various experiments on different datasets. \ }, "elbow_right": { "count": 600, - "mean": 0.044041, - "median": 0.032214, - "std": 0.038365, - "sem": 0.001568, - "min": 0.004559, - "max": 0.407069, + "mean": 0.044116, + "median": 0.032216, + "std": 0.038507, + "sem": 0.001573, + "min": 0.00456, + "max": 0.407211, "recall-0.025": 0.27, "recall-0.05": 0.795, - "recall-0.1": 0.928333, + "recall-0.1": 0.926667, "recall-0.15": 0.941667, "recall-0.25": 0.998333, "recall-0.5": 1.0, @@ -148,14 +148,14 @@ Results of the model in various experiments on different datasets. \ }, "wrist_left": { "count": 600, - "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, + "mean": 0.039961, + "median": 0.022359, + "std": 0.044036, + "sem": 0.001799, + "min": 0.003546, + "max": 0.252803, + "recall-0.025": 0.546667, + "recall-0.05": 0.756667, "recall-0.1": 0.911667, "recall-0.15": 0.928333, "recall-0.25": 0.998333, @@ -164,14 +164,14 @@ Results of the model in various experiments on different datasets. \ }, "wrist_right": { "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, + "mean": 0.040687, + "median": 0.025118, + "std": 0.044607, + "sem": 0.001826, + "min": 0.003512, + "max": 0.308803, + "recall-0.025": 0.493333, + "recall-0.05": 0.793333, "recall-0.1": 0.913333, "recall-0.15": 0.925, "recall-0.25": 0.993333, @@ -180,29 +180,29 @@ Results of the model in various experiments on different datasets. \ }, "hip_left": { "count": 600, - "mean": 0.070231, - "median": 0.058914, - "std": 0.035311, - "sem": 0.001443, + "mean": 0.070519, + "median": 0.05939, + "std": 0.035655, + "sem": 0.001457, "min": 0.02269, - "max": 0.216665, + "max": 0.216077, "recall-0.025": 0.001667, - "recall-0.05": 0.22, - "recall-0.1": 0.875, - "recall-0.15": 0.946667, + "recall-0.05": 0.215, + "recall-0.1": 0.876667, + "recall-0.15": 0.945, "recall-0.25": 1.0, "recall-0.5": 1.0, "num_labels": 600 }, "hip_right": { "count": 600, - "mean": 0.086387, - "median": 0.083718, - "std": 0.02924, - "sem": 0.001195, - "min": 0.010679, - "max": 0.219502, - "recall-0.025": 0.011667, + "mean": 0.086451, + "median": 0.083767, + "std": 0.029159, + "sem": 0.001191, + "min": 0.010684, + "max": 0.219496, + "recall-0.025": 0.01, "recall-0.05": 0.058333, "recall-0.1": 0.865, "recall-0.15": 0.948333, @@ -212,12 +212,12 @@ Results of the model in various experiments on different datasets. \ }, "knee_left": { "count": 598, - "mean": 0.052822, - "median": 0.04235, - "std": 0.046029, + "mean": 0.052824, + "median": 0.042349, + "std": 0.046021, "sem": 0.001884, - "min": 0.01399, - "max": 0.493631, + "min": 0.013983, + "max": 0.493296, "recall-0.025": 0.058333, "recall-0.05": 0.701667, "recall-0.1": 0.926667, @@ -228,14 +228,14 @@ Results of the model in various experiments on different datasets. \ }, "knee_right": { "count": 600, - "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, + "mean": 0.045506, + "median": 0.034196, + "std": 0.037417, + "sem": 0.001529, + "min": 0.009812, + "max": 0.296591, + "recall-0.025": 0.096667, + "recall-0.05": 0.811667, "recall-0.1": 0.928333, "recall-0.15": 0.948333, "recall-0.25": 0.998333, @@ -244,31 +244,31 @@ Results of the model in various experiments on different datasets. \ }, "ankle_left": { "count": 598, - "mean": 0.089465, - "median": 0.08257, - "std": 0.031872, - "sem": 0.001304, + "mean": 0.089437, + "median": 0.082569, + "std": 0.031801, + "sem": 0.001302, "min": 0.049959, - "max": 0.353694, + "max": 0.353718, "recall-0.025": 0.0, "recall-0.05": 0.001667, "recall-0.1": 0.871667, "recall-0.15": 0.94, - "recall-0.25": 0.991667, + "recall-0.25": 0.993333, "recall-0.5": 0.996667, "num_labels": 600 }, "ankle_right": { "count": 600, - "mean": 0.077006, + "mean": 0.076937, "median": 0.066672, - "std": 0.037945, - "sem": 0.00155, - "min": 0.035939, - "max": 0.277096, + "std": 0.037873, + "sem": 0.001547, + "min": 0.035934, + "max": 0.277986, "recall-0.025": 0.0, "recall-0.05": 0.031667, - "recall-0.1": 0.908333, + "recall-0.1": 0.91, "recall-0.15": 0.931667, "recall-0.25": 0.993333, "recall-0.5": 1.0, @@ -277,17 +277,17 @@ Results of the model in various experiments on different datasets. \ "joint_recalls": { "num_labels": 7800, "recall-0.025": 0.18833, - "recall-0.05": 0.50474, - "recall-0.1": 0.88205, - "recall-0.15": 0.93564, + "recall-0.05": 0.50397, + "recall-0.1": 0.88244, + "recall-0.15": 0.935, "recall-0.25": 0.99564, "recall-0.5": 0.99923 } } { "total_parts": 8400, - "correct_parts": 8133, - "pcp": 0.968214 + "correct_parts": 8130, + "pcp": 0.967857 } ``` @@ -295,91 +295,91 @@ Results of the model in various experiments on different datasets. \ ```json { - "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 + "img_loading": 0.0416135, + "demosaicing": 0.000731345, + "avg_time_2d": 0.0141532, + "avg_time_3d": 0.000124298, + "time_tracks": 9.70313e-07, + "fps": 66.6231 } { "triangulator_calls": 301, - "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 + "init_time": 2.95916e-06, + "undistort_time": 1.40603e-05, + "project_time": 2.07553e-06, + "match_time": 8.05351e-06, + "pairs_time": 3.94961e-06, + "pair_scoring_time": 2.84605e-05, + "grouping_time": 6.64004e-06, + "full_time": 2.84679e-05, + "merge_time": 1.1701e-05, + "post_time": 7.4822e-06, + "convert_time": 1.33063e-07, + "total_time": 0.000114217 } { "person_nums": { "total_frames": 301, "total_labels": 477, - "total_preds": 839, + "total_preds": 825, "considered_empty": 0, "valid_preds": 477, - "invalid_preds": 362, + "invalid_preds": 348, "missing": 0, - "invalid_fraction": 0.43147, - "precision": 0.56853, + "invalid_fraction": 0.42182, + "precision": 0.57818, "recall": 1.0, - "f1": 0.72492, - "non_empty": 839 + "f1": 0.73272, + "non_empty": 825 }, "mpjpe": { "count": 477, - "mean": 0.047475, - "median": 0.042505, - "std": 0.01481, - "sem": 0.000679, - "min": 0.028778, - "max": 0.107262, + "mean": 0.047529, + "median": 0.042564, + "std": 0.0148, + "sem": 0.000678, + "min": 0.029198, + "max": 0.10776, "recall-0.025": 0.0, - "recall-0.05": 0.725367, - "recall-0.1": 0.985325, + "recall-0.05": 0.719078, + "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": 0.459533, - "ap-0.1": 0.75171, - "ap-0.15": 0.762056, - "ap-0.25": 0.762056, - "ap-0.5": 0.762056 + "ap-0.05": 0.45134, + "ap-0.1": 0.75071, + "ap-0.15": 0.759981, + "ap-0.25": 0.759981, + "ap-0.5": 0.759981 }, "head": { "count": 477, - "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, + "mean": 0.053024, + "median": 0.04912, + "std": 0.024696, + "sem": 0.001132, + "min": 0.006585, + "max": 0.161091, + "recall-0.025": 0.104822, + "recall-0.05": 0.515723, "recall-0.1": 0.937107, - "recall-0.15": 0.993711, + "recall-0.15": 0.995807, "recall-0.25": 1.0, "recall-0.5": 1.0, "num_labels": 477 }, "shoulder_left": { "count": 477, - "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, + "mean": 0.041982, + "median": 0.03704, + "std": 0.020719, + "sem": 0.00095, + "min": 0.004365, + "max": 0.13292, + "recall-0.025": 0.178197, + "recall-0.05": 0.750524, "recall-0.1": 0.985325, "recall-0.15": 1.0, "recall-0.25": 1.0, @@ -388,14 +388,14 @@ Results of the model in various experiments on different datasets. \ }, "shoulder_right": { "count": 477, - "mean": 0.049593, - "median": 0.046469, - "std": 0.022897, + "mean": 0.049633, + "median": 0.046464, + "std": 0.022889, "sem": 0.001049, - "min": 0.005334, - "max": 0.148157, + "min": 0.005335, + "max": 0.148122, "recall-0.025": 0.100629, - "recall-0.05": 0.561845, + "recall-0.05": 0.555556, "recall-0.1": 0.955975, "recall-0.15": 1.0, "recall-0.25": 1.0, @@ -404,15 +404,15 @@ Results of the model in various experiments on different datasets. \ }, "elbow_left": { "count": 477, - "mean": 0.039987, - "median": 0.03197, - "std": 0.026065, - "sem": 0.001195, - "min": 0.003618, - "max": 0.145663, - "recall-0.025": 0.312369, + "mean": 0.03995, + "median": 0.031969, + "std": 0.026265, + "sem": 0.001204, + "min": 0.003617, + "max": 0.14567, + "recall-0.025": 0.318658, "recall-0.05": 0.756813, - "recall-0.1": 0.955975, + "recall-0.1": 0.953878, "recall-0.15": 1.0, "recall-0.25": 1.0, "recall-0.5": 1.0, @@ -420,47 +420,47 @@ Results of the model in various experiments on different datasets. \ }, "elbow_right": { "count": 477, - "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, + "mean": 0.053497, + "median": 0.043869, + "std": 0.040999, + "sem": 0.001879, + "min": 0.003559, + "max": 0.242974, + "recall-0.025": 0.268344, + "recall-0.05": 0.557652, "recall-0.1": 0.897275, - "recall-0.15": 0.962264, + "recall-0.15": 0.960168, "recall-0.25": 1.0, "recall-0.5": 1.0, "num_labels": 477 }, "wrist_left": { "count": 477, - "mean": 0.05886, - "median": 0.053989, - "std": 0.037537, - "sem": 0.001721, - "min": 0.00164, - "max": 0.32449, + "mean": 0.059237, + "median": 0.05399, + "std": 0.038883, + "sem": 0.001782, + "min": 0.001651, + "max": 0.324459, "recall-0.025": 0.146751, - "recall-0.05": 0.415094, + "recall-0.05": 0.410901, "recall-0.1": 0.91195, "recall-0.15": 0.966457, - "recall-0.25": 0.993711, + "recall-0.25": 0.991614, "recall-0.5": 1.0, "num_labels": 477 }, "wrist_right": { "count": 477, - "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, + "mean": 0.057787, + "median": 0.053705, + "std": 0.030874, + "sem": 0.001415, + "min": 0.008652, + "max": 0.208649, + "recall-0.025": 0.111111, + "recall-0.05": 0.431866, + "recall-0.1": 0.909853, "recall-0.15": 0.983229, "recall-0.25": 1.0, "recall-0.5": 1.0, @@ -468,15 +468,15 @@ Results of the model in various experiments on different datasets. \ }, "hip_left": { "count": 477, - "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": 0.628931, - "recall-0.1": 0.958071, + "mean": 0.047811, + "median": 0.043, + "std": 0.025686, + "sem": 0.001177, + "min": 0.00812, + "max": 0.14594, + "recall-0.025": 0.178197, + "recall-0.05": 0.633124, + "recall-0.1": 0.960168, "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": 0.057591, - "median": 0.058504, - "std": 0.023873, - "sem": 0.001094, - "min": 0.006301, + "mean": 0.057545, + "median": 0.058293, + "std": 0.023761, + "sem": 0.001089, + "min": 0.006259, "max": 0.132422, - "recall-0.025": 0.102725, + "recall-0.025": 0.100629, "recall-0.05": 0.354298, - "recall-0.1": 0.943396, + "recall-0.1": 0.947589, "recall-0.15": 1.0, "recall-0.25": 1.0, "recall-0.5": 1.0, @@ -500,14 +500,14 @@ Results of the model in various experiments on different datasets. \ }, "knee_left": { "count": 477, - "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, + "mean": 0.040136, + "median": 0.037389, + "std": 0.024609, + "sem": 0.001128, + "min": 0.004686, + "max": 0.19011, + "recall-0.025": 0.262055, + "recall-0.05": 0.756813, "recall-0.1": 0.972746, "recall-0.15": 0.989518, "recall-0.25": 1.0, @@ -516,14 +516,14 @@ Results of the model in various experiments on different datasets. \ }, "knee_right": { "count": 477, - "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, + "mean": 0.039722, + "median": 0.035548, + "std": 0.023046, + "sem": 0.001056, + "min": 0.005824, + "max": 0.18497, + "recall-0.025": 0.322851, + "recall-0.05": 0.737945, "recall-0.1": 0.974843, "recall-0.15": 0.997904, "recall-0.25": 1.0, @@ -532,12 +532,12 @@ Results of the model in various experiments on different datasets. \ }, "ankle_left": { "count": 477, - "mean": 0.036416, + "mean": 0.03646, "median": 0.027617, - "std": 0.030557, + "std": 0.030575, "sem": 0.001401, - "min": 0.004893, - "max": 0.223793, + "min": 0.004888, + "max": 0.223792, "recall-0.025": 0.42348, "recall-0.05": 0.819706, "recall-0.1": 0.947589, @@ -548,14 +548,14 @@ Results of the model in various experiments on different datasets. \ }, "ankle_right": { "count": 477, - "mean": 0.041098, - "median": 0.030845, - "std": 0.038414, - "sem": 0.001761, - "min": 0.003445, - "max": 0.28852, + "mean": 0.041099, + "median": 0.030824, + "std": 0.038377, + "sem": 0.001759, + "min": 0.003453, + "max": 0.288516, "recall-0.025": 0.301887, - "recall-0.05": 0.807128, + "recall-0.05": 0.805031, "recall-0.1": 0.930818, "recall-0.15": 0.966457, "recall-0.25": 0.995807, @@ -564,18 +564,18 @@ Results of the model in various experiments on different datasets. \ }, "joint_recalls": { "num_labels": 6201, - "recall-0.025": 0.21609, - "recall-0.05": 0.62329, - "recall-0.1": 0.94356, + "recall-0.025": 0.21577, + "recall-0.05": 0.62071, + "recall-0.1": 0.9442, "recall-0.15": 0.98742, - "recall-0.25": 0.99903, + "recall-0.25": 0.99871, "recall-0.5": 1.0 } } { "total_parts": 6678, - "correct_parts": 6625, - "pcp": 0.992063 + "correct_parts": 6623, + "pcp": 0.991764 } { "total_parts": { @@ -603,27 +603,27 @@ Results of the model in various experiments on different datasets. \ ```json { - "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 + "img_loading": 0.00485674, + "demosaicing": 0.000178004, + "avg_time_2d": 0.00682724, + "avg_time_3d": 4.18954e-05, + "time_tracks": 7.86929e-07, + "fps": 141.886 } { "triangulator_calls": 222, - "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 + "init_time": 2.5477e-06, + "undistort_time": 5.94999e-06, + "project_time": 1.09126e-06, + "match_time": 2.94959e-06, + "pairs_time": 5.10059e-07, + "pair_scoring_time": 5.51768e-06, + "grouping_time": 1.417e-06, + "full_time": 6.99931e-06, + "merge_time": 3.11002e-06, + "post_time": 6.43899e-06, + "convert_time": 1.12405e-07, + "total_time": 3.68841e-05 } { "person_nums": { @@ -642,12 +642,12 @@ Results of the model in various experiments on different datasets. \ }, "mpjpe": { "count": 376, - "mean": 0.075162, - "median": 0.072556, - "std": 0.014034, + "mean": 0.075175, + "median": 0.072514, + "std": 0.014048, "sem": 0.000725, "min": 0.039602, - "max": 0.1325, + "max": 0.132521, "recall-0.025": 0.0, "recall-0.05": 0.00266, "recall-0.1": 0.93883, @@ -657,19 +657,19 @@ Results of the model in various experiments on different datasets. \ "num_labels": 376, "ap-0.025": 0.0, "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 + "ap-0.1": 0.861308, + "ap-0.15": 0.967878, + "ap-0.25": 0.967878, + "ap-0.5": 0.967878 }, "head": { "count": 376, - "mean": 0.062777, - "median": 0.061742, - "std": 0.025212, + "mean": 0.062787, + "median": 0.061735, + "std": 0.025219, "sem": 0.001302, "min": 0.009563, - "max": 0.198442, + "max": 0.198443, "recall-0.025": 0.050532, "recall-0.05": 0.305851, "recall-0.1": 0.933511, @@ -680,14 +680,14 @@ Results of the model in various experiments on different datasets. \ }, "shoulder_left": { "count": 376, - "mean": 0.066762, - "median": 0.064778, - "std": 0.029588, + "mean": 0.066771, + "median": 0.064782, + "std": 0.029586, "sem": 0.001528, - "min": 0.013559, + "min": 0.013587, "max": 0.205286, "recall-0.025": 0.045213, - "recall-0.05": 0.321809, + "recall-0.05": 0.324468, "recall-0.1": 0.885638, "recall-0.15": 0.984043, "recall-0.25": 1.0, @@ -696,12 +696,12 @@ Results of the model in various experiments on different datasets. \ }, "shoulder_right": { "count": 376, - "mean": 0.069569, - "median": 0.06227, - "std": 0.031907, + "mean": 0.069575, + "median": 0.062291, + "std": 0.031906, "sem": 0.001648, "min": 0.017146, - "max": 0.198854, + "max": 0.198847, "recall-0.025": 0.018617, "recall-0.05": 0.31117, "recall-0.1": 0.840426, @@ -712,11 +712,11 @@ Results of the model in various experiments on different datasets. \ }, "elbow_left": { "count": 376, - "mean": 0.090032, - "median": 0.073021, - "std": 0.053197, + "mean": 0.090051, + "median": 0.073047, + "std": 0.053193, "sem": 0.002747, - "min": 0.013567, + "min": 0.01359, "max": 0.283982, "recall-0.025": 0.026596, "recall-0.05": 0.236702, @@ -728,14 +728,14 @@ Results of the model in various experiments on different datasets. \ }, "elbow_right": { "count": 376, - "mean": 0.077673, - "median": 0.070847, - "std": 0.037779, + "mean": 0.077676, + "median": 0.070849, + "std": 0.037776, "sem": 0.001951, - "min": 0.001558, - "max": 0.184804, + "min": 0.001535, + "max": 0.184782, "recall-0.025": 0.037234, - "recall-0.05": 0.276596, + "recall-0.05": 0.273936, "recall-0.1": 0.726064, "recall-0.15": 0.941489, "recall-0.25": 1.0, @@ -744,31 +744,31 @@ Results of the model in various experiments on different datasets. \ }, "wrist_left": { "count": 376, - "mean": 0.13004, - "median": 0.115432, - "std": 0.068219, - "sem": 0.003523, + "mean": 0.130202, + "median": 0.115431, + "std": 0.068412, + "sem": 0.003533, "min": 0.017061, - "max": 0.345868, + "max": 0.345869, "recall-0.025": 0.013298, "recall-0.05": 0.077128, "recall-0.1": 0.396277, "recall-0.15": 0.672872, - "recall-0.25": 0.922872, + "recall-0.25": 0.920213, "recall-0.5": 1.0, "num_labels": 376 }, "wrist_right": { "count": 376, - "mean": 0.101756, - "median": 0.096874, - "std": 0.044372, - "sem": 0.002291, - "min": 0.00426, - "max": 0.279842, + "mean": 0.101915, + "median": 0.097169, + "std": 0.044277, + "sem": 0.002286, + "min": 0.004787, + "max": 0.279385, "recall-0.025": 0.005319, - "recall-0.05": 0.101064, - "recall-0.1": 0.523936, + "recall-0.05": 0.098404, + "recall-0.1": 0.518617, "recall-0.15": 0.861702, "recall-0.25": 0.992021, "recall-0.5": 1.0, @@ -776,15 +776,15 @@ Results of the model in various experiments on different datasets. \ }, "hip_left": { "count": 376, - "mean": 0.067438, - "median": 0.064184, - "std": 0.024754, - "sem": 0.001278, - "min": 0.014493, - "max": 0.166706, + "mean": 0.067307, + "median": 0.064029, + "std": 0.024666, + "sem": 0.001274, + "min": 0.0145, + "max": 0.166806, "recall-0.025": 0.018617, "recall-0.05": 0.239362, - "recall-0.1": 0.893617, + "recall-0.1": 0.896277, "recall-0.15": 0.994681, "recall-0.25": 1.0, "recall-0.5": 1.0, @@ -792,12 +792,12 @@ Results of the model in various experiments on different datasets. \ }, "hip_right": { "count": 376, - "mean": 0.063234, + "mean": 0.06325, "median": 0.061541, - "std": 0.027789, + "std": 0.027798, "sem": 0.001435, - "min": 0.011516, - "max": 0.197949, + "min": 0.011523, + "max": 0.198033, "recall-0.025": 0.045213, "recall-0.05": 0.367021, "recall-0.1": 0.917553, @@ -808,14 +808,14 @@ Results of the model in various experiments on different datasets. \ }, "knee_left": { "count": 376, - "mean": 0.057101, + "mean": 0.057125, "median": 0.055438, - "std": 0.023745, + "std": 0.023744, "sem": 0.001226, - "min": 0.006714, - "max": 0.175629, + "min": 0.006713, + "max": 0.175696, "recall-0.025": 0.071809, - "recall-0.05": 0.390957, + "recall-0.05": 0.385638, "recall-0.1": 0.954787, "recall-0.15": 0.992021, "recall-0.25": 1.0, @@ -824,12 +824,12 @@ Results of the model in various experiments on different datasets. \ }, "knee_right": { "count": 376, - "mean": 0.054043, - "median": 0.049743, - "std": 0.027289, - "sem": 0.001409, - "min": 0.011142, - "max": 0.228754, + "mean": 0.054064, + "median": 0.049777, + "std": 0.027297, + "sem": 0.00141, + "min": 0.011141, + "max": 0.228731, "recall-0.025": 0.077128, "recall-0.05": 0.505319, "recall-0.1": 0.952128, @@ -840,30 +840,30 @@ Results of the model in various experiments on different datasets. \ }, "ankle_left": { "count": 376, - "mean": 0.071464, - "median": 0.065404, - "std": 0.04228, - "sem": 0.002183, + "mean": 0.071354, + "median": 0.065376, + "std": 0.0421, + "sem": 0.002174, "min": 0.010298, - "max": 0.378232, + "max": 0.377448, "recall-0.025": 0.045213, - "recall-0.05": 0.329787, + "recall-0.05": 0.327128, "recall-0.1": 0.861702, - "recall-0.15": 0.954787, + "recall-0.15": 0.957447, "recall-0.25": 0.992021, "recall-0.5": 1.0, "num_labels": 376 }, "ankle_right": { "count": 376, - "mean": 0.065216, - "median": 0.052692, - "std": 0.047867, - "sem": 0.002472, + "mean": 0.065194, + "median": 0.052495, + "std": 0.047915, + "sem": 0.002474, "min": 0.0034, - "max": 0.378972, + "max": 0.378845, "recall-0.025": 0.069149, - "recall-0.05": 0.43617, + "recall-0.05": 0.43883, "recall-0.1": 0.87234, "recall-0.15": 0.952128, "recall-0.25": 0.986702, @@ -873,17 +873,17 @@ Results of the model in various experiments on different datasets. \ "joint_recalls": { "num_labels": 4888, "recall-0.025": 0.03948, - "recall-0.05": 0.29828, + "recall-0.05": 0.29746, "recall-0.1": 0.7989, - "recall-0.15": 0.93453, + "recall-0.15": 0.93494, "recall-0.25": 0.99018, "recall-0.5": 1.0 } } { "total_parts": 5264, - "correct_parts": 5013, - "pcp": 0.952318 + "correct_parts": 5012, + "pcp": 0.952128 } ``` @@ -891,217 +891,217 @@ Results of the model in various experiments on different datasets. \ ```json { - "img_loading": 0.0112842, - "demosaicing": 0.0002937, - "avg_time_2d": 0.00802104, - "avg_time_3d": 4.47021e-05, + "img_loading": 0.0114051, + "demosaicing": 0.000340845, + "avg_time_2d": 0.00789336, + "avg_time_3d": 4.69614e-05, "time_tracks": 0, - "fps": 119.625 + "fps": 120.756 } { "triangulator_calls": 629, - "init_time": 2.94223e-06, - "undistort_time": 6.10058e-06, - "project_time": 9.93347e-07, - "match_time": 2.58504e-06, - "pairs_time": 6.79809e-07, - "pair_scoring_time": 1.11914e-05, - "grouping_time": 1.97036e-06, - "full_time": 4.47083e-06, - "merge_time": 2.49551e-06, - "post_time": 6.14432e-06, - "convert_time": 9.18299e-08, - "total_time": 3.99006e-05 + "init_time": 2.78539e-06, + "undistort_time": 6.20571e-06, + "project_time": 1.18053e-06, + "match_time": 2.69834e-06, + "pairs_time": 7.10981e-07, + "pair_scoring_time": 1.22553e-05, + "grouping_time": 2.12015e-06, + "full_time": 4.79941e-06, + "merge_time": 2.5872e-06, + "post_time": 6.32515e-06, + "convert_time": 1.09377e-07, + "total_time": 4.2016e-05 } { "person_nums": { "total_frames": 629, "total_labels": 1061, - "total_preds": 1050, + "total_preds": 1062, "considered_empty": 0, - "valid_preds": 825, - "invalid_preds": 225, - "missing": 236, - "invalid_fraction": 0.21429, - "precision": 0.78571, - "recall": 0.77757, - "f1": 0.78162, - "non_empty": 1050 + "valid_preds": 827, + "invalid_preds": 235, + "missing": 234, + "invalid_fraction": 0.22128, + "precision": 0.77872, + "recall": 0.77945, + "f1": 0.77909, + "non_empty": 1062 }, "mpjpe": { - "count": 825, - "mean": 0.119337, - "median": 0.098377, - "std": 0.070877, - "sem": 0.002469, - "min": 0.04872, - "max": 0.491718, + "count": 827, + "mean": 0.119903, + "median": 0.099111, + "std": 0.071566, + "sem": 0.00249, + "min": 0.048707, + "max": 0.488972, "recall-0.025": 0.0, "recall-0.05": 0.00377, - "recall-0.1": 0.401508, - "recall-0.15": 0.63902, - "recall-0.25": 0.738926, - "recall-0.5": 0.777568, + "recall-0.1": 0.39868, + "recall-0.15": 0.639962, + "recall-0.25": 0.739868, + "recall-0.5": 0.779453, "num_labels": 1061, "ap-0.025": 0.0, - "ap-0.05": 9e-05, - "ap-0.1": 0.271938, - "ap-0.15": 0.542185, - "ap-0.25": 0.676521, - "ap-0.5": 0.718642 + "ap-0.05": 9.1e-05, + "ap-0.1": 0.268563, + "ap-0.15": 0.542431, + "ap-0.25": 0.676753, + "ap-0.5": 0.719505 }, "head": { - "count": 819, - "mean": 0.068329, - "median": 0.052317, - "std": 0.067437, - "sem": 0.002358, - "min": 0.002475, + "count": 821, + "mean": 0.068302, + "median": 0.052341, + "std": 0.066384, + "sem": 0.002318, + "min": 0.002515, "max": 0.480278, "recall-0.025": 0.099906, "recall-0.05": 0.363808, "recall-0.1": 0.667295, - "recall-0.15": 0.721018, - "recall-0.25": 0.745523, - "recall-0.5": 0.771913, + "recall-0.15": 0.72196, + "recall-0.25": 0.747408, + "recall-0.5": 0.773798, "num_labels": 1061 }, "shoulder_left": { - "count": 819, - "mean": 0.06186, - "median": 0.043083, - "std": 0.063876, - "sem": 0.002233, + "count": 821, + "mean": 0.062306, + "median": 0.043307, + "std": 0.063859, + "sem": 0.00223, "min": 0.003718, "max": 0.488998, - "recall-0.025": 0.179076, - "recall-0.05": 0.453346, - "recall-0.1": 0.664467, - "recall-0.15": 0.719133, - "recall-0.25": 0.744581, - "recall-0.5": 0.771913, + "recall-0.025": 0.175306, + "recall-0.05": 0.452403, + "recall-0.1": 0.663525, + "recall-0.15": 0.72196, + "recall-0.25": 0.746466, + "recall-0.5": 0.773798, "num_labels": 1061 }, "shoulder_right": { - "count": 820, - "mean": 0.061407, - "median": 0.040702, - "std": 0.066413, - "sem": 0.002321, + "count": 821, + "mean": 0.061694, + "median": 0.041019, + "std": 0.066289, + "sem": 0.002315, "min": 0.004707, "max": 0.455456, - "recall-0.025": 0.148916, - "recall-0.05": 0.477851, + "recall-0.025": 0.146089, + "recall-0.05": 0.473139, "recall-0.1": 0.666352, "recall-0.15": 0.727615, - "recall-0.25": 0.747408, - "recall-0.5": 0.772856, + "recall-0.25": 0.748351, + "recall-0.5": 0.773798, "num_labels": 1061 }, "elbow_left": { - "count": 809, - "mean": 0.107177, - "median": 0.076085, - "std": 0.090417, - "sem": 0.003181, - "min": 0.004829, - "max": 0.486117, + "count": 810, + "mean": 0.107332, + "median": 0.076471, + "std": 0.090306, + "sem": 0.003175, + "min": 0.004828, + "max": 0.48749, "recall-0.025": 0.063148, - "recall-0.05": 0.250707, - "recall-0.1": 0.470311, - "recall-0.15": 0.572102, - "recall-0.25": 0.69934, - "recall-0.5": 0.762488, + "recall-0.05": 0.248822, + "recall-0.1": 0.469369, + "recall-0.15": 0.573044, + "recall-0.25": 0.700283, + "recall-0.5": 0.763431, "num_labels": 1061 }, "elbow_right": { - "count": 814, - "mean": 0.089325, - "median": 0.061903, - "std": 0.084838, - "sem": 0.002975, + "count": 815, + "mean": 0.089647, + "median": 0.062492, + "std": 0.084945, + "sem": 0.002977, "min": 0.004284, "max": 0.489631, "recall-0.025": 0.099906, - "recall-0.05": 0.307257, - "recall-0.1": 0.553252, - "recall-0.15": 0.65033, + "recall-0.05": 0.305372, + "recall-0.1": 0.552309, + "recall-0.15": 0.651272, "recall-0.25": 0.719133, - "recall-0.5": 0.767201, + "recall-0.5": 0.768143, "num_labels": 1061 }, "wrist_left": { - "count": 806, - "mean": 0.128427, - "median": 0.094458, - "std": 0.106105, - "sem": 0.00374, + "count": 808, + "mean": 0.128872, + "median": 0.094531, + "std": 0.10626, + "sem": 0.003741, "min": 0.006274, "max": 0.494712, "recall-0.025": 0.070688, - "recall-0.05": 0.224317, - "recall-0.1": 0.395853, - "recall-0.15": 0.507069, - "recall-0.25": 0.656927, - "recall-0.5": 0.759661, + "recall-0.05": 0.222432, + "recall-0.1": 0.396795, + "recall-0.15": 0.506126, + "recall-0.25": 0.65787, + "recall-0.5": 0.761546, "num_labels": 1061 }, "wrist_right": { - "count": 805, - "mean": 0.110827, - "median": 0.074243, - "std": 0.099388, - "sem": 0.003505, - "min": 0.003687, + "count": 806, + "mean": 0.11067, + "median": 0.074186, + "std": 0.099256, + "sem": 0.003498, + "min": 0.003686, "max": 0.464818, - "recall-0.025": 0.094251, - "recall-0.05": 0.268615, - "recall-0.1": 0.476909, + "recall-0.025": 0.096136, + "recall-0.05": 0.267672, + "recall-0.1": 0.477851, "recall-0.15": 0.558907, - "recall-0.25": 0.667295, - "recall-0.5": 0.758718, + "recall-0.25": 0.66918, + "recall-0.5": 0.759661, "num_labels": 1061 }, "hip_left": { - "count": 813, - "mean": 0.193263, - "median": 0.174425, - "std": 0.084701, - "sem": 0.002972, - "min": 0.042393, + "count": 816, + "mean": 0.194315, + "median": 0.174495, + "std": 0.08574, + "sem": 0.003003, + "min": 0.042394, "max": 0.494933, "recall-0.025": 0.0, "recall-0.05": 0.004713, "recall-0.1": 0.059378, - "recall-0.15": 0.27427, - "recall-0.25": 0.61263, - "recall-0.5": 0.766258, + "recall-0.15": 0.272385, + "recall-0.25": 0.611687, + "recall-0.5": 0.769086, "num_labels": 1061 }, "hip_right": { - "count": 807, - "mean": 0.187515, - "median": 0.172762, - "std": 0.07808, - "sem": 0.00275, - "min": 0.033064, - "max": 0.487878, + "count": 809, + "mean": 0.188027, + "median": 0.173017, + "std": 0.078646, + "sem": 0.002767, + "min": 0.033078, + "max": 0.488741, "recall-0.025": 0.0, "recall-0.05": 0.002828, "recall-0.1": 0.069746, - "recall-0.15": 0.27427, - "recall-0.25": 0.626767, - "recall-0.5": 0.760603, + "recall-0.15": 0.276155, + "recall-0.25": 0.624882, + "recall-0.5": 0.762488, "num_labels": 1061 }, "joint_recalls": { "num_labels": 9549, - "recall-0.025": 0.08367, - "recall-0.05": 0.26128, - "recall-0.1": 0.44664, + "recall-0.025": 0.08325, + "recall-0.05": 0.25982, + "recall-0.1": 0.44643, "recall-0.15": 0.55597, - "recall-0.25": 0.69044, - "recall-0.5": 0.76511 + "recall-0.25": 0.69128, + "recall-0.5": 0.76678 } } { @@ -1115,27 +1115,27 @@ Results of the model in various experiments on different datasets. \ ```json { - "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 + "img_loading": 0.0476989, + "demosaicing": 0.00103554, + "avg_time_2d": 0.0161932, + "avg_time_3d": 0.000152174, + "time_tracks": 1.44395e-06, + "fps": 57.5296 } { "triangulator_calls": 420, - "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 + "init_time": 3.17324e-06, + "undistort_time": 1.62273e-05, + "project_time": 2.83951e-06, + "match_time": 1.22493e-05, + "pairs_time": 8.00881e-06, + "pair_scoring_time": 3.63034e-05, + "grouping_time": 7.96531e-06, + "full_time": 3.12978e-05, + "merge_time": 1.3845e-05, + "post_time": 8.58648e-06, + "convert_time": 1.71993e-07, + "total_time": 0.000140902 } { "person_nums": { @@ -1154,36 +1154,36 @@ Results of the model in various experiments on different datasets. \ }, "mpjpe": { "count": 1463, - "mean": 0.030572, - "median": 0.028132, - "std": 0.012776, - "sem": 0.000334, - "min": 0.01063, - "max": 0.124385, - "recall-0.025": 0.369031, - "recall-0.05": 0.931105, + "mean": 0.030581, + "median": 0.028167, + "std": 0.012876, + "sem": 0.000337, + "min": 0.010634, + "max": 0.124726, + "recall-0.025": 0.366303, + "recall-0.05": 0.929741, "recall-0.1": 0.993179, "recall-0.15": 0.997954, "recall-0.25": 0.997954, "recall-0.5": 0.997954, "num_labels": 1466, - "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 + "ap-0.025": 0.242392, + "ap-0.05": 0.913771, + "ap-0.1": 0.989421, + "ap-0.15": 0.995868, + "ap-0.25": 0.995868, + "ap-0.5": 0.995868 }, "nose": { "count": 1462, - "mean": 0.015217, - "median": 0.011493, - "std": 0.018892, - "sem": 0.000494, + "mean": 0.01516, + "median": 0.011504, + "std": 0.018799, + "sem": 0.000492, "min": 0.00149, "max": 0.300311, - "recall-0.025": 0.91866, - "recall-0.05": 0.968558, + "recall-0.025": 0.920027, + "recall-0.05": 0.969241, "recall-0.1": 0.993848, "recall-0.15": 0.995899, "recall-0.25": 0.996582, @@ -1192,14 +1192,14 @@ Results of the model in various experiments on different datasets. \ }, "shoulder_left": { "count": 1463, - "mean": 0.016689, - "median": 0.014665, - "std": 0.010884, - "sem": 0.000285, - "min": 0.000564, + "mean": 0.016721, + "median": 0.014636, + "std": 0.011011, + "sem": 0.000288, + "min": 0.000574, "max": 0.104098, - "recall-0.025": 0.844475, - "recall-0.05": 0.982265, + "recall-0.025": 0.841746, + "recall-0.05": 0.981583, "recall-0.1": 0.997271, "recall-0.15": 0.997954, "recall-0.25": 0.997954, @@ -1208,13 +1208,13 @@ Results of the model in various experiments on different datasets. \ }, "shoulder_right": { "count": 1462, - "mean": 0.016612, - "median": 0.014272, - "std": 0.011142, - "sem": 0.000292, - "min": 0.001248, + "mean": 0.01674, + "median": 0.014373, + "std": 0.011316, + "sem": 0.000296, + "min": 0.001247, "max": 0.147753, - "recall-0.025": 0.833447, + "recall-0.025": 0.831399, "recall-0.05": 0.986348, "recall-0.1": 0.99727, "recall-0.15": 0.997952, @@ -1224,30 +1224,30 @@ Results of the model in various experiments on different datasets. \ }, "elbow_left": { "count": 1462, - "mean": 0.022011, - "median": 0.015913, - "std": 0.02096, - "sem": 0.000548, - "min": 0.00084, - "max": 0.281775, - "recall-0.025": 0.752901, - "recall-0.05": 0.916041, - "recall-0.1": 0.990444, - "recall-0.15": 0.995222, + "mean": 0.021764, + "median": 0.015915, + "std": 0.020191, + "sem": 0.000528, + "min": 0.000835, + "max": 0.282226, + "recall-0.025": 0.755631, + "recall-0.05": 0.918771, + "recall-0.1": 0.992491, + "recall-0.15": 0.996587, "recall-0.25": 0.996587, "recall-0.5": 0.997952, "num_labels": 1465 }, "elbow_right": { "count": 1462, - "mean": 0.020344, - "median": 0.015717, - "std": 0.015692, - "sem": 0.000411, - "min": 0.001752, + "mean": 0.020403, + "median": 0.015834, + "std": 0.015666, + "sem": 0.00041, + "min": 0.001753, "max": 0.161231, - "recall-0.025": 0.801777, - "recall-0.05": 0.945318, + "recall-0.025": 0.796309, + "recall-0.05": 0.947368, "recall-0.1": 0.997266, "recall-0.15": 0.998633, "recall-0.25": 0.999316, @@ -1256,46 +1256,46 @@ Results of the model in various experiments on different datasets. \ }, "wrist_left": { "count": 1432, - "mean": 0.03242, - "median": 0.015947, - "std": 0.048128, - "sem": 0.001272, - "min": 0.00015, - "max": 0.400667, - "recall-0.025": 0.698047, - "recall-0.05": 0.856346, - "recall-0.1": 0.927476, + "mean": 0.032919, + "median": 0.01602, + "std": 0.048959, + "sem": 0.001294, + "min": 0.000146, + "max": 0.409096, + "recall-0.025": 0.694561, + "recall-0.05": 0.854254, + "recall-0.1": 0.922594, "recall-0.15": 0.962343, - "recall-0.25": 0.982566, + "recall-0.25": 0.981869, "recall-0.5": 0.998605, "num_labels": 1434 }, "wrist_right": { "count": 1456, - "mean": 0.025538, - "median": 0.016124, - "std": 0.031791, - "sem": 0.000833, - "min": 0.001381, - "max": 0.279434, - "recall-0.025": 0.703297, + "mean": 0.025174, + "median": 0.015955, + "std": 0.030744, + "sem": 0.000806, + "min": 0.001377, + "max": 0.251157, + "recall-0.025": 0.709478, "recall-0.05": 0.904533, - "recall-0.1": 0.971154, - "recall-0.15": 0.98489, - "recall-0.25": 0.998626, + "recall-0.1": 0.972527, + "recall-0.15": 0.986264, + "recall-0.25": 0.999313, "recall-0.5": 1.0, "num_labels": 1456 }, "hip_left": { "count": 1462, - "mean": 0.035237, - "median": 0.030458, - "std": 0.023117, - "sem": 0.000605, - "min": 0.002484, + "mean": 0.035139, + "median": 0.030395, + "std": 0.023063, + "sem": 0.000603, + "min": 0.002446, "max": 0.231182, - "recall-0.025": 0.346075, - "recall-0.05": 0.842321, + "recall-0.025": 0.348805, + "recall-0.05": 0.844369, "recall-0.1": 0.980887, "recall-0.15": 0.992491, "recall-0.25": 0.997952, @@ -1304,15 +1304,15 @@ Results of the model in various experiments on different datasets. \ }, "hip_right": { "count": 1463, - "mean": 0.036829, - "median": 0.032162, - "std": 0.024043, - "sem": 0.000629, - "min": 0.003239, + "mean": 0.036813, + "median": 0.031924, + "std": 0.024101, + "sem": 0.00063, + "min": 0.003243, "max": 0.27157, - "recall-0.025": 0.33015, + "recall-0.025": 0.326739, "recall-0.05": 0.804911, - "recall-0.1": 0.978172, + "recall-0.1": 0.976808, "recall-0.15": 0.994543, "recall-0.25": 0.997271, "recall-0.5": 0.997954, @@ -1320,82 +1320,82 @@ Results of the model in various experiments on different datasets. \ }, "knee_left": { "count": 1462, - "mean": 0.037451, - "median": 0.032777, - "std": 0.029225, - "sem": 0.000765, - "min": 0.00406, - "max": 0.464241, - "recall-0.025": 0.296928, - "recall-0.05": 0.812969, - "recall-0.1": 0.980205, - "recall-0.15": 0.989761, - "recall-0.25": 0.993857, + "mean": 0.037196, + "median": 0.032554, + "std": 0.029923, + "sem": 0.000783, + "min": 0.003956, + "max": 0.464559, + "recall-0.025": 0.298976, + "recall-0.05": 0.819113, + "recall-0.1": 0.98157, + "recall-0.15": 0.989078, + "recall-0.25": 0.993174, "recall-0.5": 0.997952, "num_labels": 1465 }, "knee_right": { "count": 1456, - "mean": 0.037347, - "median": 0.031036, - "std": 0.02543, - "sem": 0.000667, - "min": 0.004194, - "max": 0.363111, + "mean": 0.037218, + "median": 0.031065, + "std": 0.02514, + "sem": 0.000659, + "min": 0.004193, + "max": 0.362976, "recall-0.025": 0.371487, - "recall-0.05": 0.768334, - "recall-0.1": 0.970528, - "recall-0.15": 0.995202, + "recall-0.05": 0.770391, + "recall-0.1": 0.971213, + "recall-0.15": 0.995888, "recall-0.25": 0.997258, "recall-0.5": 0.997944, "num_labels": 1459 }, "ankle_left": { "count": 1460, - "mean": 0.050611, - "median": 0.032049, - "std": 0.054472, - "sem": 0.001426, - "min": 0.003265, + "mean": 0.051282, + "median": 0.032048, + "std": 0.055936, + "sem": 0.001464, + "min": 0.003262, "max": 0.439571, - "recall-0.025": 0.370472, - "recall-0.05": 0.697881, - "recall-0.1": 0.879699, - "recall-0.15": 0.945318, - "recall-0.25": 0.982228, + "recall-0.025": 0.371155, + "recall-0.05": 0.696514, + "recall-0.1": 0.874915, + "recall-0.15": 0.9419, + "recall-0.25": 0.980861, "recall-0.5": 0.997949, "num_labels": 1463 }, "ankle_right": { "count": 1453, - "mean": 0.048936, - "median": 0.031418, - "std": 0.058915, - "sem": 0.001546, - "min": 0.002507, - "max": 0.485436, - "recall-0.025": 0.367123, - "recall-0.05": 0.755479, - "recall-0.1": 0.894521, - "recall-0.15": 0.926027, - "recall-0.25": 0.974658, + "mean": 0.048843, + "median": 0.031411, + "std": 0.059069, + "sem": 0.00155, + "min": 0.002506, + "max": 0.485437, + "recall-0.025": 0.370548, + "recall-0.05": 0.75411, + "recall-0.1": 0.89589, + "recall-0.15": 0.927397, + "recall-0.25": 0.973973, "recall-0.5": 0.995205, "num_labels": 1460 }, "joint_recalls": { "num_labels": 18990, - "recall-0.025": 0.58662, - "recall-0.05": 0.86445, - "recall-0.1": 0.96593, - "recall-0.15": 0.98246, - "recall-0.25": 0.99279, + "recall-0.025": 0.58678, + "recall-0.05": 0.86524, + "recall-0.1": 0.9654, + "recall-0.15": 0.98252, + "recall-0.25": 0.99258, "recall-0.5": 0.99768 } } { "total_parts": 20444, - "correct_parts": 20255, - "pcp": 0.990755 + "correct_parts": 20253, + "pcp": 0.990657 } ``` @@ -1403,287 +1403,287 @@ Results of the model in various experiments on different datasets. \ ```json { - "img_loading": 0.0297065, - "demosaicing": 0.000688111, - "avg_time_2d": 0.0099169, - "avg_time_3d": 6.60544e-05, - "time_tracks": 1.16308e-06, - "fps": 93.7012 + "img_loading": 0.0286912, + "demosaicing": 0.000675156, + "avg_time_2d": 0.00968984, + "avg_time_3d": 6.76462e-05, + "time_tracks": 1.21813e-06, + "fps": 95.8418 } { "triangulator_calls": 420, - "init_time": 2.94144e-06, - "undistort_time": 9.86922e-06, - "project_time": 1.48401e-06, - "match_time": 7.04053e-06, - "pairs_time": 2.2787e-06, - "pair_scoring_time": 1.10473e-05, - "grouping_time": 2.84531e-06, - "full_time": 9.9795e-06, - "merge_time": 5.23312e-06, - "post_time": 7.87855e-06, - "convert_time": 1.79293e-07, - "total_time": 6.10098e-05 + "init_time": 2.95448e-06, + "undistort_time": 9.8886e-06, + "project_time": 1.47588e-06, + "match_time": 7.19948e-06, + "pairs_time": 2.40176e-06, + "pair_scoring_time": 1.14575e-05, + "grouping_time": 2.84857e-06, + "full_time": 1.07532e-05, + "merge_time": 5.31043e-06, + "post_time": 7.79394e-06, + "convert_time": 1.92512e-07, + "total_time": 6.25098e-05 } { "person_nums": { "total_frames": 420, "total_labels": 1466, - "total_preds": 1405, + "total_preds": 1416, "considered_empty": 0, - "valid_preds": 1387, + "valid_preds": 1398, "invalid_preds": 18, - "missing": 79, - "invalid_fraction": 0.01281, - "precision": 0.98719, - "recall": 0.94611, - "f1": 0.96621, - "non_empty": 1405 + "missing": 68, + "invalid_fraction": 0.01271, + "precision": 0.98729, + "recall": 0.95362, + "f1": 0.97016, + "non_empty": 1416 }, "mpjpe": { - "count": 1387, - "mean": 0.057809, - "median": 0.045733, - "std": 0.039393, - "sem": 0.001058, + "count": 1398, + "mean": 0.059101, + "median": 0.04586, + "std": 0.04178, + "sem": 0.001118, "min": 0.018518, "max": 0.348157, - "recall-0.025": 0.017735, - "recall-0.05": 0.549795, - "recall-0.1": 0.851296, - "recall-0.15": 0.912005, - "recall-0.25": 0.939973, - "recall-0.5": 0.946112, + "recall-0.025": 0.019782, + "recall-0.05": 0.55457, + "recall-0.1": 0.85266, + "recall-0.15": 0.911323, + "recall-0.25": 0.94543, + "recall-0.5": 0.953615, "num_labels": 1466, - "ap-0.025": 0.004084, - "ap-0.05": 0.446064, - "ap-0.1": 0.826788, - "ap-0.15": 0.900299, - "ap-0.25": 0.930765, - "ap-0.5": 0.937125 + "ap-0.025": 0.00436, + "ap-0.05": 0.452427, + "ap-0.1": 0.829639, + "ap-0.15": 0.899666, + "ap-0.25": 0.936339, + "ap-0.5": 0.944756 }, "nose": { - "count": 1386, - "mean": 0.024278, - "median": 0.0185, - "std": 0.018718, + "count": 1397, + "mean": 0.024345, + "median": 0.018574, + "std": 0.018777, "sem": 0.000503, "min": 0.00138, "max": 0.185287, - "recall-0.025": 0.616541, - "recall-0.05": 0.857143, - "recall-0.1": 0.93985, - "recall-0.15": 0.946685, - "recall-0.25": 0.947368, - "recall-0.5": 0.947368, + "recall-0.025": 0.62201, + "recall-0.05": 0.861244, + "recall-0.1": 0.947368, + "recall-0.15": 0.954204, + "recall-0.25": 0.954887, + "recall-0.5": 0.954887, "num_labels": 1463 }, "shoulder_left": { - "count": 1387, - "mean": 0.020631, - "median": 0.016653, - "std": 0.016094, - "sem": 0.000432, - "min": 0.000838, + "count": 1398, + "mean": 0.020475, + "median": 0.016522, + "std": 0.015927, + "sem": 0.000426, + "min": 0.000837, "max": 0.233408, - "recall-0.025": 0.706003, - "recall-0.05": 0.911323, - "recall-0.1": 0.939973, - "recall-0.15": 0.944748, - "recall-0.25": 0.946112, - "recall-0.5": 0.946112, + "recall-0.025": 0.712824, + "recall-0.05": 0.920191, + "recall-0.1": 0.947476, + "recall-0.15": 0.952251, + "recall-0.25": 0.953615, + "recall-0.5": 0.953615, "num_labels": 1466 }, "shoulder_right": { - "count": 1386, - "mean": 0.023485, - "median": 0.017809, - "std": 0.021117, - "sem": 0.000567, - "min": 0.002084, + "count": 1397, + "mean": 0.023511, + "median": 0.017947, + "std": 0.021111, + "sem": 0.000565, + "min": 0.00209, "max": 0.215048, - "recall-0.025": 0.656655, - "recall-0.05": 0.883276, - "recall-0.1": 0.937201, - "recall-0.15": 0.939932, - "recall-0.25": 0.946075, - "recall-0.5": 0.946075, + "recall-0.025": 0.657338, + "recall-0.05": 0.892833, + "recall-0.1": 0.94471, + "recall-0.15": 0.94744, + "recall-0.25": 0.953584, + "recall-0.5": 0.953584, "num_labels": 1465 }, "elbow_left": { - "count": 1386, - "mean": 0.033508, - "median": 0.021443, - "std": 0.03405, - "sem": 0.000915, - "min": 0.00105, + "count": 1397, + "mean": 0.033405, + "median": 0.02151, + "std": 0.033516, + "sem": 0.000897, + "min": 0.001051, "max": 0.406529, - "recall-0.025": 0.551536, - "recall-0.05": 0.765188, - "recall-0.1": 0.890102, - "recall-0.15": 0.939932, - "recall-0.25": 0.942662, - "recall-0.5": 0.946075, + "recall-0.025": 0.554266, + "recall-0.05": 0.769283, + "recall-0.1": 0.899659, + "recall-0.15": 0.948805, + "recall-0.25": 0.950171, + "recall-0.5": 0.953584, "num_labels": 1465 }, "elbow_right": { - "count": 1386, - "mean": 0.031599, - "median": 0.021155, - "std": 0.032062, - "sem": 0.000862, + "count": 1397, + "mean": 0.031867, + "median": 0.021353, + "std": 0.032144, + "sem": 0.00086, "min": 0.002016, "max": 0.325627, - "recall-0.025": 0.579631, - "recall-0.05": 0.797676, - "recall-0.1": 0.912509, - "recall-0.15": 0.936432, - "recall-0.25": 0.945318, - "recall-0.5": 0.947368, + "recall-0.025": 0.578264, + "recall-0.05": 0.799727, + "recall-0.1": 0.919344, + "recall-0.15": 0.943267, + "recall-0.25": 0.952837, + "recall-0.5": 0.954887, "num_labels": 1463 }, "wrist_left": { - "count": 1357, - "mean": 0.052803, - "median": 0.024023, - "std": 0.064029, - "sem": 0.001739, + "count": 1368, + "mean": 0.05222, + "median": 0.02395, + "std": 0.063323, + "sem": 0.001713, "min": 0.001228, "max": 0.492913, - "recall-0.025": 0.488145, - "recall-0.05": 0.656904, - "recall-0.1": 0.788006, - "recall-0.15": 0.848675, - "recall-0.25": 0.933054, - "recall-0.5": 0.946304, + "recall-0.025": 0.493026, + "recall-0.05": 0.663877, + "recall-0.1": 0.797768, + "recall-0.15": 0.857741, + "recall-0.25": 0.94212, + "recall-0.5": 0.953975, "num_labels": 1434 }, "wrist_right": { - "count": 1380, - "mean": 0.048042, - "median": 0.024233, - "std": 0.060625, - "sem": 0.001633, + "count": 1391, + "mean": 0.04731, + "median": 0.024331, + "std": 0.059494, + "sem": 0.001596, "min": 0.001712, "max": 0.405436, - "recall-0.025": 0.489698, - "recall-0.05": 0.686813, - "recall-0.1": 0.831044, - "recall-0.15": 0.885302, - "recall-0.25": 0.921016, - "recall-0.5": 0.947802, + "recall-0.025": 0.492445, + "recall-0.05": 0.696429, + "recall-0.1": 0.841346, + "recall-0.15": 0.893544, + "recall-0.25": 0.930632, + "recall-0.5": 0.955357, "num_labels": 1456 }, "hip_left": { - "count": 1386, - "mean": 0.043694, - "median": 0.038134, - "std": 0.027801, - "sem": 0.000747, - "min": 0.001201, + "count": 1397, + "mean": 0.043899, + "median": 0.03817, + "std": 0.02864, + "sem": 0.000767, + "min": 0.001204, "max": 0.370723, - "recall-0.025": 0.20273, - "recall-0.05": 0.67099, - "recall-0.1": 0.916724, - "recall-0.15": 0.940614, - "recall-0.25": 0.94471, - "recall-0.5": 0.946075, + "recall-0.025": 0.208191, + "recall-0.05": 0.675085, + "recall-0.1": 0.921502, + "recall-0.15": 0.945392, + "recall-0.25": 0.951536, + "recall-0.5": 0.953584, "num_labels": 1465 }, "hip_right": { - "count": 1387, - "mean": 0.052384, - "median": 0.044002, - "std": 0.034873, - "sem": 0.000937, - "min": 0.004905, + "count": 1398, + "mean": 0.05264, + "median": 0.044366, + "std": 0.034175, + "sem": 0.000914, + "min": 0.004871, "max": 0.27157, - "recall-0.025": 0.156889, - "recall-0.05": 0.547749, - "recall-0.1": 0.880628, - "recall-0.15": 0.92633, - "recall-0.25": 0.944065, - "recall-0.5": 0.946112, + "recall-0.025": 0.154843, + "recall-0.05": 0.54502, + "recall-0.1": 0.888131, + "recall-0.15": 0.934516, + "recall-0.25": 0.952251, + "recall-0.5": 0.953615, "num_labels": 1466 }, "knee_left": { - "count": 1372, - "mean": 0.059338, - "median": 0.041103, - "std": 0.066615, - "sem": 0.001799, + "count": 1380, + "mean": 0.061346, + "median": 0.041129, + "std": 0.070944, + "sem": 0.00191, "min": 0.003716, "max": 0.396038, - "recall-0.025": 0.217065, + "recall-0.025": 0.217747, "recall-0.05": 0.592491, - "recall-0.1": 0.840273, - "recall-0.15": 0.873038, - "recall-0.25": 0.907167, - "recall-0.5": 0.936519, + "recall-0.1": 0.838908, + "recall-0.15": 0.872355, + "recall-0.25": 0.906485, + "recall-0.5": 0.94198, "num_labels": 1465 }, "knee_right": { - "count": 1372, - "mean": 0.064953, - "median": 0.046186, - "std": 0.065917, - "sem": 0.00178, - "min": 0.006358, - "max": 0.413608, + "count": 1380, + "mean": 0.066633, + "median": 0.04619, + "std": 0.069088, + "sem": 0.00186, + "min": 0.006541, + "max": 0.388464, "recall-0.025": 0.141193, - "recall-0.05": 0.517478, - "recall-0.1": 0.836875, - "recall-0.15": 0.866347, - "recall-0.25": 0.9061, - "recall-0.5": 0.94037, + "recall-0.05": 0.518849, + "recall-0.1": 0.835504, + "recall-0.15": 0.865661, + "recall-0.25": 0.906785, + "recall-0.5": 0.945853, "num_labels": 1459 }, "ankle_left": { - "count": 1313, - "mean": 0.109506, - "median": 0.071209, - "std": 0.111954, - "sem": 0.003091, + "count": 1312, + "mean": 0.109621, + "median": 0.071312, + "std": 0.111595, + "sem": 0.003082, "min": 0.002475, - "max": 0.497978, - "recall-0.025": 0.168831, - "recall-0.05": 0.368421, - "recall-0.1": 0.578947, - "recall-0.15": 0.686945, - "recall-0.25": 0.77512, - "recall-0.5": 0.897471, + "max": 0.498301, + "recall-0.025": 0.170882, + "recall-0.05": 0.367738, + "recall-0.1": 0.576897, + "recall-0.15": 0.683527, + "recall-0.25": 0.773753, + "recall-0.5": 0.896787, "num_labels": 1463 }, "ankle_right": { - "count": 1303, - "mean": 0.111553, - "median": 0.052471, - "std": 0.120445, - "sem": 0.003338, + "count": 1302, + "mean": 0.111899, + "median": 0.05281, + "std": 0.120706, + "sem": 0.003347, "min": 0.002089, "max": 0.499606, - "recall-0.025": 0.173288, - "recall-0.05": 0.425342, - "recall-0.1": 0.585616, - "recall-0.15": 0.642466, - "recall-0.25": 0.74589, - "recall-0.5": 0.892466, + "recall-0.025": 0.174658, + "recall-0.05": 0.423973, + "recall-0.1": 0.584247, + "recall-0.15": 0.641096, + "recall-0.25": 0.744521, + "recall-0.5": 0.891781, "num_labels": 1460 }, "joint_recalls": { "num_labels": 18990, - "recall-0.025": 0.39563, - "recall-0.05": 0.66751, - "recall-0.1": 0.83665, - "recall-0.15": 0.87509, - "recall-0.25": 0.90758, - "recall-0.5": 0.93697 + "recall-0.025": 0.39784, + "recall-0.05": 0.67109, + "recall-0.1": 0.84171, + "recall-0.15": 0.87978, + "recall-0.25": 0.91311, + "recall-0.5": 0.94297 } } { "total_parts": 20444, - "correct_parts": 18490, - "pcp": 0.904422 + "correct_parts": 18597, + "pcp": 0.909656 } ``` @@ -1691,27 +1691,27 @@ Results of the model in various experiments on different datasets. \ ```json { - "img_loading": 0.0676695, - "demosaicing": 0.00167722, - "avg_time_2d": 0.0236274, - "avg_time_3d": 0.000277402, - "time_tracks": 1.6014e-06, - "fps": 39.0875 + "img_loading": 0.0678357, + "demosaicing": 0.00151633, + "avg_time_2d": 0.0226435, + "avg_time_3d": 0.000285064, + "time_tracks": 1.5904e-06, + "fps": 40.9056 } { "triangulator_calls": 420, - "init_time": 4.12762e-06, - "undistort_time": 2.27581e-05, - "project_time": 4.2093e-06, - "match_time": 1.80837e-05, - "pairs_time": 1.92128e-05, - "pair_scoring_time": 7.41403e-05, - "grouping_time": 1.65973e-05, - "full_time": 6.08105e-05, - "merge_time": 2.83742e-05, - "post_time": 9.35338e-06, - "convert_time": 1.858e-07, - "total_time": 0.000258086 + "init_time": 4.41714e-06, + "undistort_time": 2.29106e-05, + "project_time": 4.19705e-06, + "match_time": 1.83661e-05, + "pairs_time": 1.93374e-05, + "pair_scoring_time": 7.74751e-05, + "grouping_time": 1.68026e-05, + "full_time": 6.39011e-05, + "merge_time": 2.87738e-05, + "post_time": 9.13097e-06, + "convert_time": 1.80321e-07, + "total_time": 0.000265727 } { "person_nums": { @@ -1730,36 +1730,36 @@ Results of the model in various experiments on different datasets. \ }, "mpjpe": { "count": 1465, - "mean": 0.027872, - "median": 0.024928, - "std": 0.011052, + "mean": 0.027912, + "median": 0.024864, + "std": 0.011069, "sem": 0.000289, - "min": 0.010042, + "min": 0.010041, "max": 0.11011, - "recall-0.025": 0.505457, - "recall-0.05": 0.952933, + "recall-0.025": 0.508186, + "recall-0.05": 0.951569, "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": 0.360471, - "ap-0.05": 0.930742, - "ap-0.1": 0.989824, - "ap-0.15": 0.99048, - "ap-0.25": 0.99048, - "ap-0.5": 0.99048 + "ap-0.025": 0.370102, + "ap-0.05": 0.928863, + "ap-0.1": 0.99006, + "ap-0.15": 0.990717, + "ap-0.25": 0.990717, + "ap-0.5": 0.990717 }, "nose": { "count": 1462, - "mean": 0.013451, - "median": 0.010507, - "std": 0.016174, - "sem": 0.000423, + "mean": 0.013476, + "median": 0.010623, + "std": 0.016122, + "sem": 0.000422, "min": 0.002442, "max": 0.300311, - "recall-0.025": 0.931647, - "recall-0.05": 0.984279, + "recall-0.025": 0.933698, + "recall-0.05": 0.984962, "recall-0.1": 0.996582, "recall-0.15": 0.996582, "recall-0.25": 0.996582, @@ -1768,13 +1768,13 @@ Results of the model in various experiments on different datasets. \ }, "shoulder_left": { "count": 1465, - "mean": 0.014367, - "median": 0.012587, - "std": 0.009017, - "sem": 0.000236, - "min": 0.000678, + "mean": 0.014312, + "median": 0.012484, + "std": 0.009094, + "sem": 0.000238, + "min": 0.000661, "max": 0.091593, - "recall-0.025": 0.889495, + "recall-0.025": 0.888131, "recall-0.05": 0.991814, "recall-0.1": 0.999318, "recall-0.15": 0.999318, @@ -1786,11 +1786,11 @@ Results of the model in various experiments on different datasets. \ "count": 1464, "mean": 0.015886, "median": 0.013121, - "std": 0.010646, + "std": 0.010617, "sem": 0.000278, - "min": 0.000866, - "max": 0.108435, - "recall-0.025": 0.845734, + "min": 0.000865, + "max": 0.108463, + "recall-0.025": 0.840956, "recall-0.05": 0.9843, "recall-0.1": 0.998635, "recall-0.15": 0.999317, @@ -1800,12 +1800,12 @@ Results of the model in various experiments on different datasets. \ }, "elbow_left": { "count": 1464, - "mean": 0.0188, - "median": 0.015688, - "std": 0.013281, - "sem": 0.000347, - "min": 0.000432, - "max": 0.142625, + "mean": 0.018804, + "median": 0.015614, + "std": 0.013323, + "sem": 0.000348, + "min": 0.000435, + "max": 0.143475, "recall-0.025": 0.8, "recall-0.05": 0.966553, "recall-0.1": 0.99727, @@ -1816,14 +1816,14 @@ Results of the model in various experiments on different datasets. \ }, "elbow_right": { "count": 1462, - "mean": 0.018846, - "median": 0.015574, - "std": 0.014075, - "sem": 0.000368, - "min": 0.001389, - "max": 0.15785, - "recall-0.025": 0.840055, - "recall-0.05": 0.958305, + "mean": 0.018815, + "median": 0.015589, + "std": 0.013859, + "sem": 0.000363, + "min": 0.00139, + "max": 0.157851, + "recall-0.025": 0.838004, + "recall-0.05": 0.959672, "recall-0.1": 0.995215, "recall-0.15": 0.998633, "recall-0.25": 0.999316, @@ -1832,15 +1832,15 @@ Results of the model in various experiments on different datasets. \ }, "wrist_left": { "count": 1433, - "mean": 0.02331, - "median": 0.015059, - "std": 0.026221, + "mean": 0.023385, + "median": 0.014934, + "std": 0.026207, "sem": 0.000693, - "min": 0.000898, - "max": 0.222116, - "recall-0.025": 0.737099, - "recall-0.05": 0.911437, - "recall-0.1": 0.969317, + "min": 0.000895, + "max": 0.222135, + "recall-0.025": 0.736402, + "recall-0.05": 0.912134, + "recall-0.1": 0.970711, "recall-0.15": 0.988842, "recall-0.25": 0.999303, "recall-0.5": 0.999303, @@ -1848,30 +1848,30 @@ Results of the model in various experiments on different datasets. \ }, "wrist_right": { "count": 1456, - "mean": 0.022755, - "median": 0.014112, - "std": 0.029818, - "sem": 0.000782, - "min": 0.001174, - "max": 0.311362, - "recall-0.025": 0.76511, - "recall-0.05": 0.923764, - "recall-0.1": 0.973901, - "recall-0.15": 0.985577, - "recall-0.25": 0.997253, + "mean": 0.022494, + "median": 0.014149, + "std": 0.028591, + "sem": 0.00075, + "min": 0.001176, + "max": 0.311342, + "recall-0.025": 0.763736, + "recall-0.05": 0.924451, + "recall-0.1": 0.974588, + "recall-0.15": 0.987637, + "recall-0.25": 0.99794, "recall-0.5": 1.0, "num_labels": 1456 }, "hip_left": { "count": 1464, - "mean": 0.029562, - "median": 0.027611, - "std": 0.01559, + "mean": 0.029548, + "median": 0.027553, + "std": 0.015593, "sem": 0.000408, - "min": 0.001996, - "max": 0.12705, - "recall-0.025": 0.436177, - "recall-0.05": 0.898294, + "min": 0.002006, + "max": 0.126962, + "recall-0.025": 0.438225, + "recall-0.05": 0.904437, "recall-0.1": 0.996587, "recall-0.15": 0.999317, "recall-0.25": 0.999317, @@ -1880,14 +1880,14 @@ Results of the model in various experiments on different datasets. \ }, "hip_right": { "count": 1465, - "mean": 0.032376, - "median": 0.028909, - "std": 0.018656, - "sem": 0.000488, - "min": 0.001585, - "max": 0.196952, - "recall-0.025": 0.389495, - "recall-0.05": 0.867667, + "mean": 0.032259, + "median": 0.028938, + "std": 0.018439, + "sem": 0.000482, + "min": 0.001582, + "max": 0.196928, + "recall-0.025": 0.38472, + "recall-0.05": 0.873124, "recall-0.1": 0.993179, "recall-0.15": 0.995907, "recall-0.25": 0.999318, @@ -1896,31 +1896,31 @@ Results of the model in various experiments on different datasets. \ }, "knee_left": { "count": 1464, - "mean": 0.031951, - "median": 0.028307, - "std": 0.018777, - "sem": 0.000491, - "min": 0.002743, - "max": 0.153637, - "recall-0.025": 0.417065, - "recall-0.05": 0.865529, - "recall-0.1": 0.990444, - "recall-0.15": 0.997952, + "mean": 0.032001, + "median": 0.02845, + "std": 0.019158, + "sem": 0.000501, + "min": 0.002739, + "max": 0.154697, + "recall-0.025": 0.412969, + "recall-0.05": 0.866212, + "recall-0.1": 0.989761, + "recall-0.15": 0.996587, "recall-0.25": 0.999317, "recall-0.5": 0.999317, "num_labels": 1465 }, "knee_right": { "count": 1458, - "mean": 0.034502, - "median": 0.030849, - "std": 0.019855, - "sem": 0.00052, - "min": 0.002456, + "mean": 0.034393, + "median": 0.030733, + "std": 0.019885, + "sem": 0.000521, + "min": 0.002469, "max": 0.205948, "recall-0.025": 0.374914, - "recall-0.05": 0.818369, - "recall-0.1": 0.986977, + "recall-0.05": 0.823167, + "recall-0.1": 0.986292, "recall-0.15": 0.998629, "recall-0.25": 0.999315, "recall-0.5": 0.999315, @@ -1928,50 +1928,50 @@ Results of the model in various experiments on different datasets. \ }, "ankle_left": { "count": 1461, - "mean": 0.054406, - "median": 0.033161, - "std": 0.058541, - "sem": 0.001532, - "min": 0.002262, + "mean": 0.055102, + "median": 0.03342, + "std": 0.059329, + "sem": 0.001553, + "min": 0.002282, "max": 0.458662, - "recall-0.025": 0.36637, - "recall-0.05": 0.660971, - "recall-0.1": 0.856459, - "recall-0.15": 0.922078, - "recall-0.25": 0.980861, + "recall-0.025": 0.36432, + "recall-0.05": 0.65892, + "recall-0.1": 0.854409, + "recall-0.15": 0.91866, + "recall-0.25": 0.980178, "recall-0.5": 0.998633, "num_labels": 1463 }, "ankle_right": { "count": 1457, - "mean": 0.050245, - "median": 0.030058, - "std": 0.06195, - "sem": 0.001624, - "min": 0.001983, - "max": 0.48623, - "recall-0.025": 0.380822, - "recall-0.05": 0.750685, - "recall-0.1": 0.886301, - "recall-0.15": 0.932877, + "mean": 0.050498, + "median": 0.029992, + "std": 0.062564, + "sem": 0.00164, + "min": 0.00199, + "max": 0.486959, + "recall-0.025": 0.382877, + "recall-0.05": 0.74863, + "recall-0.1": 0.884247, + "recall-0.15": 0.932192, "recall-0.25": 0.971918, "recall-0.5": 0.997945, "num_labels": 1460 }, "joint_recalls": { "num_labels": 18990, - "recall-0.025": 0.62828, - "recall-0.05": 0.89073, - "recall-0.1": 0.97199, - "recall-0.15": 0.98531, - "recall-0.25": 0.99505, + "recall-0.025": 0.62717, + "recall-0.05": 0.89189, + "recall-0.1": 0.97183, + "recall-0.15": 0.98494, + "recall-0.25": 0.9951, "recall-0.5": 0.99884 } } { "total_parts": 20444, - "correct_parts": 20350, - "pcp": 0.995402 + "correct_parts": 20349, + "pcp": 0.995353 } ``` @@ -1979,27 +1979,27 @@ Results of the model in various experiments on different datasets. \ ```json { - "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 + "img_loading": 0.0915405, + "demosaicing": 0.00211264, + "avg_time_2d": 0.0311659, + "avg_time_3d": 0.000517466, + "time_tracks": 2.19316e-06, + "fps": 29.5874 } { "triangulator_calls": 420, - "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 + "init_time": 4.98336e-06, + "undistort_time": 3.17399e-05, + "project_time": 5.86371e-06, + "match_time": 2.60939e-05, + "pairs_time": 4.20705e-05, + "pair_scoring_time": 0.000157701, + "grouping_time": 3.23783e-05, + "full_time": 0.000117173, + "merge_time": 5.81695e-05, + "post_time": 9.63227e-06, + "convert_time": 1.90412e-07, + "total_time": 0.000486233 } { "person_nums": { @@ -2018,35 +2018,35 @@ Results of the model in various experiments on different datasets. \ }, "mpjpe": { "count": 1465, - "mean": 0.023806, - "median": 0.021658, - "std": 0.00879, - "sem": 0.00023, - "min": 0.009663, - "max": 0.096886, - "recall-0.025": 0.682128, - "recall-0.05": 0.982947, + "mean": 0.023897, + "median": 0.021836, + "std": 0.008972, + "sem": 0.000234, + "min": 0.00958, + "max": 0.096891, + "recall-0.025": 0.684857, + "recall-0.05": 0.980218, "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": 0.584467, - "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 + "ap-0.025": 0.591307, + "ap-0.05": 0.971858, + "ap-0.1": 0.996704, + "ap-0.15": 0.996704, + "ap-0.25": 0.996704, + "ap-0.5": 0.996704 }, "nose": { "count": 1462, - "mean": 0.010782, - "median": 0.009544, - "std": 0.007008, - "sem": 0.000183, - "min": 0.001122, - "max": 0.086262, - "recall-0.025": 0.976077, + "mean": 0.010811, + "median": 0.00956, + "std": 0.007015, + "sem": 0.000184, + "min": 0.001123, + "max": 0.086257, + "recall-0.025": 0.975393, "recall-0.05": 0.991798, "recall-0.1": 0.999316, "recall-0.15": 0.999316, @@ -2056,13 +2056,13 @@ Results of the model in various experiments on different datasets. \ }, "shoulder_left": { "count": 1465, - "mean": 0.012724, - "median": 0.010939, - "std": 0.008208, - "sem": 0.000215, - "min": 0.000842, - "max": 0.087706, - "recall-0.025": 0.927694, + "mean": 0.012718, + "median": 0.010792, + "std": 0.008266, + "sem": 0.000216, + "min": 0.000499, + "max": 0.08771, + "recall-0.025": 0.927012, "recall-0.05": 0.994543, "recall-0.1": 0.999318, "recall-0.15": 0.999318, @@ -2072,12 +2072,12 @@ Results of the model in various experiments on different datasets. \ }, "shoulder_right": { "count": 1464, - "mean": 0.013941, - "median": 0.012155, - "std": 0.008239, + "mean": 0.013916, + "median": 0.012123, + "std": 0.008226, "sem": 0.000215, - "min": 0.001171, - "max": 0.080622, + "min": 0.000962, + "max": 0.080607, "recall-0.025": 0.905119, "recall-0.05": 0.995222, "recall-0.1": 0.999317, @@ -2088,14 +2088,14 @@ Results of the model in various experiments on different datasets. \ }, "elbow_left": { "count": 1464, - "mean": 0.016635, - "median": 0.014151, - "std": 0.010417, - "sem": 0.000272, - "min": 0.001207, - "max": 0.104334, - "recall-0.025": 0.847782, - "recall-0.05": 0.98157, + "mean": 0.016653, + "median": 0.014174, + "std": 0.010453, + "sem": 0.000273, + "min": 0.001205, + "max": 0.104333, + "recall-0.025": 0.845051, + "recall-0.05": 0.982253, "recall-0.1": 0.998635, "recall-0.15": 0.999317, "recall-0.25": 0.999317, @@ -2104,13 +2104,13 @@ Results of the model in various experiments on different datasets. \ }, "elbow_right": { "count": 1462, - "mean": 0.015649, - "median": 0.013987, - "std": 0.011082, + "mean": 0.015588, + "median": 0.013904, + "std": 0.011101, "sem": 0.00029, - "min": 0.001251, - "max": 0.166764, - "recall-0.025": 0.917293, + "min": 0.00109, + "max": 0.167189, + "recall-0.025": 0.921394, "recall-0.05": 0.984279, "recall-0.1": 0.995899, "recall-0.15": 0.997949, @@ -2121,14 +2121,14 @@ Results of the model in various experiments on different datasets. \ "wrist_left": { "count": 1433, "mean": 0.0165, - "median": 0.011812, - "std": 0.018503, - "sem": 0.000489, - "min": 0.000716, - "max": 0.179281, - "recall-0.025": 0.875174, + "median": 0.011758, + "std": 0.018734, + "sem": 0.000495, + "min": 0.000713, + "max": 0.179278, + "recall-0.025": 0.876569, "recall-0.05": 0.964435, - "recall-0.1": 0.984658, + "recall-0.1": 0.985356, "recall-0.15": 0.994421, "recall-0.25": 0.999303, "recall-0.5": 0.999303, @@ -2136,14 +2136,14 @@ Results of the model in various experiments on different datasets. \ }, "wrist_right": { "count": 1456, - "mean": 0.016116, - "median": 0.012142, - "std": 0.016424, - "sem": 0.000431, + "mean": 0.016099, + "median": 0.011995, + "std": 0.016535, + "sem": 0.000433, "min": 0.000362, - "max": 0.236957, - "recall-0.025": 0.864011, - "recall-0.05": 0.969093, + "max": 0.236763, + "recall-0.025": 0.863324, + "recall-0.05": 0.96978, "recall-0.1": 0.992445, "recall-0.15": 0.99794, "recall-0.25": 1.0, @@ -2152,14 +2152,14 @@ Results of the model in various experiments on different datasets. \ }, "hip_left": { "count": 1464, - "mean": 0.027235, - "median": 0.0248, - "std": 0.014897, - "sem": 0.000389, - "min": 0.002087, - "max": 0.11068, - "recall-0.025": 0.50785, - "recall-0.05": 0.930375, + "mean": 0.027044, + "median": 0.024654, + "std": 0.014669, + "sem": 0.000384, + "min": 0.002099, + "max": 0.106657, + "recall-0.025": 0.513993, + "recall-0.05": 0.932423, "recall-0.1": 0.99727, "recall-0.15": 0.999317, "recall-0.25": 0.999317, @@ -2168,14 +2168,14 @@ Results of the model in various experiments on different datasets. \ }, "hip_right": { "count": 1465, - "mean": 0.027224, - "median": 0.025357, - "std": 0.01308, - "sem": 0.000342, + "mean": 0.027001, + "median": 0.02533, + "std": 0.012888, + "sem": 0.000337, "min": 0.001421, - "max": 0.161695, - "recall-0.025": 0.49045, - "recall-0.05": 0.954297, + "max": 0.161685, + "recall-0.025": 0.493861, + "recall-0.05": 0.95839, "recall-0.1": 0.998636, "recall-0.15": 0.998636, "recall-0.25": 0.999318, @@ -2184,13 +2184,13 @@ Results of the model in various experiments on different datasets. \ }, "knee_left": { "count": 1464, - "mean": 0.02793, - "median": 0.025703, - "std": 0.014731, - "sem": 0.000385, - "min": 0.001888, - "max": 0.107717, - "recall-0.025": 0.478498, + "mean": 0.02781, + "median": 0.025697, + "std": 0.014681, + "sem": 0.000384, + "min": 0.002694, + "max": 0.116493, + "recall-0.025": 0.479863, "recall-0.05": 0.928328, "recall-0.1": 0.99727, "recall-0.15": 0.999317, @@ -2200,15 +2200,15 @@ Results of the model in various experiments on different datasets. \ }, "knee_right": { "count": 1458, - "mean": 0.031086, - "median": 0.027085, - "std": 0.018138, - "sem": 0.000475, - "min": 0.001948, - "max": 0.159891, - "recall-0.025": 0.43523, - "recall-0.05": 0.881426, - "recall-0.1": 0.988348, + "mean": 0.031047, + "median": 0.027014, + "std": 0.018427, + "sem": 0.000483, + "min": 0.002767, + "max": 0.179135, + "recall-0.025": 0.435915, + "recall-0.05": 0.882111, + "recall-0.1": 0.986977, "recall-0.15": 0.998629, "recall-0.25": 0.999315, "recall-0.5": 0.999315, @@ -2216,50 +2216,50 @@ Results of the model in various experiments on different datasets. \ }, "ankle_left": { "count": 1461, - "mean": 0.046375, - "median": 0.030042, - "std": 0.047543, - "sem": 0.001244, - "min": 0.002652, - "max": 0.385631, - "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, + "mean": 0.047472, + "median": 0.03036, + "std": 0.049479, + "sem": 0.001295, + "min": 0.002656, + "max": 0.386574, + "recall-0.025": 0.404648, + "recall-0.05": 0.706083, + "recall-0.1": 0.894053, + "recall-0.15": 0.943267, + "recall-0.25": 0.989064, "recall-0.5": 0.998633, "num_labels": 1463 }, "ankle_right": { "count": 1458, - "mean": 0.045756, - "median": 0.027306, - "std": 0.054394, - "sem": 0.001425, - "min": 0.002526, - "max": 0.431889, - "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, + "mean": 0.046453, + "median": 0.027428, + "std": 0.055542, + "sem": 0.001455, + "min": 0.002525, + "max": 0.431976, + "recall-0.025": 0.446575, + "recall-0.05": 0.764384, + "recall-0.1": 0.894521, + "recall-0.15": 0.938356, + "recall-0.25": 0.980137, "recall-0.5": 0.99863, "num_labels": 1460 }, "joint_recalls": { "num_labels": 18990, - "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-0.025": 0.69831, + "recall-0.05": 0.92691, + "recall-0.1": 0.97967, + "recall-0.15": 0.9891, + "recall-0.25": 0.99679, "recall-0.5": 0.99889 } } { "total_parts": 20444, - "correct_parts": 20388, - "pcp": 0.997261 + "correct_parts": 20384, + "pcp": 0.997065 } ``` @@ -2267,73 +2267,73 @@ Results of the model in various experiments on different datasets. \ ```json { - "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 + "img_loading": 0.31289, + "demosaicing": 0.0108092, + "avg_time_2d": 0.0944395, + "avg_time_3d": 0.00522869, + "time_tracks": 5.76185e-06, + "fps": 9.05115 } { "triangulator_calls": 420, - "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 + "init_time": 1.43643e-05, + "undistort_time": 9.86604e-05, + "project_time": 1.87811e-05, + "match_time": 8.29644e-05, + "pairs_time": 0.0004774, + "pair_scoring_time": 0.00219603, + "grouping_time": 0.000309822, + "full_time": 0.00111105, + "merge_time": 0.000683619, + "post_time": 1.11574e-05, + "convert_time": 2.17771e-07, + "total_time": 0.00500431 } { "person_nums": { "total_frames": 420, "total_labels": 1466, - "total_preds": 1513, + "total_preds": 1510, "considered_empty": 0, "valid_preds": 1465, - "invalid_preds": 48, + "invalid_preds": 45, "missing": 1, - "invalid_fraction": 0.03173, - "precision": 0.96827, + "invalid_fraction": 0.0298, + "precision": 0.9702, "recall": 0.99932, - "f1": 0.98355, - "non_empty": 1513 + "f1": 0.98454, + "non_empty": 1510 }, "mpjpe": { "count": 1465, - "mean": 0.019218, - "median": 0.018002, - "std": 0.006801, - "sem": 0.000178, - "min": 0.008759, - "max": 0.110571, - "recall-0.025": 0.844475, + "mean": 0.019337, + "median": 0.018061, + "std": 0.006908, + "sem": 0.000181, + "min": 0.008816, + "max": 0.110172, + "recall-0.025": 0.841746, "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": 0.788471, - "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 + "ap-0.025": 0.786577, + "ap-0.05": 0.988924, + "ap-0.1": 0.991959, + "ap-0.15": 0.993564, + "ap-0.25": 0.993564, + "ap-0.5": 0.993564 }, "nose": { "count": 1462, - "mean": 0.009202, + "mean": 0.009196, "median": 0.008072, - "std": 0.006421, + "std": 0.006434, "sem": 0.000168, - "min": 0.000316, - "max": 0.078737, + "min": 0.000408, + "max": 0.078769, "recall-0.025": 0.983595, "recall-0.05": 0.991798, "recall-0.1": 0.999316, @@ -2344,13 +2344,13 @@ Results of the model in various experiments on different datasets. \ }, "shoulder_left": { "count": 1465, - "mean": 0.010479, - "median": 0.009473, - "std": 0.006154, + "mean": 0.01048, + "median": 0.009412, + "std": 0.006161, "sem": 0.000161, - "min": 0.000509, - "max": 0.055245, - "recall-0.025": 0.965894, + "min": 0.000709, + "max": 0.05523, + "recall-0.025": 0.964529, "recall-0.05": 0.998636, "recall-0.1": 0.999318, "recall-0.15": 0.999318, @@ -2360,13 +2360,13 @@ Results of the model in various experiments on different datasets. \ }, "shoulder_right": { "count": 1464, - "mean": 0.012072, - "median": 0.010542, - "std": 0.00732, + "mean": 0.012023, + "median": 0.010515, + "std": 0.007305, "sem": 0.000191, - "min": 0.001145, - "max": 0.131999, - "recall-0.025": 0.958362, + "min": 0.001027, + "max": 0.131975, + "recall-0.025": 0.959044, "recall-0.05": 0.99727, "recall-0.1": 0.998635, "recall-0.15": 0.999317, @@ -2376,13 +2376,13 @@ Results of the model in various experiments on different datasets. \ }, "elbow_left": { "count": 1464, - "mean": 0.01323, - "median": 0.01193, - "std": 0.007403, - "sem": 0.000194, - "min": 0.001236, + "mean": 0.013259, + "median": 0.011982, + "std": 0.007396, + "sem": 0.000193, + "min": 0.001235, "max": 0.064667, - "recall-0.025": 0.939932, + "recall-0.025": 0.940614, "recall-0.05": 0.995222, "recall-0.1": 0.999317, "recall-0.15": 0.999317, @@ -2392,14 +2392,14 @@ Results of the model in various experiments on different datasets. \ }, "elbow_right": { "count": 1462, - "mean": 0.013621, - "median": 0.012222, - "std": 0.008791, - "sem": 0.00023, - "min": 0.000584, - "max": 0.179166, + "mean": 0.013587, + "median": 0.012229, + "std": 0.008719, + "sem": 0.000228, + "min": 0.000508, + "max": 0.179165, "recall-0.025": 0.93985, - "recall-0.05": 0.990431, + "recall-0.05": 0.991114, "recall-0.1": 0.998633, "recall-0.15": 0.998633, "recall-0.25": 0.999316, @@ -2408,15 +2408,15 @@ Results of the model in various experiments on different datasets. \ }, "wrist_left": { "count": 1433, - "mean": 0.014097, - "median": 0.010201, - "std": 0.016478, - "sem": 0.000435, - "min": 0.000725, - "max": 0.147509, - "recall-0.025": 0.900279, + "mean": 0.014093, + "median": 0.010183, + "std": 0.016557, + "sem": 0.000438, + "min": 0.000574, + "max": 0.149411, + "recall-0.025": 0.901674, "recall-0.05": 0.970711, - "recall-0.1": 0.990237, + "recall-0.1": 0.98954, "recall-0.15": 0.999303, "recall-0.25": 0.999303, "recall-0.5": 0.999303, @@ -2424,14 +2424,14 @@ Results of the model in various experiments on different datasets. \ }, "wrist_right": { "count": 1456, - "mean": 0.014067, - "median": 0.010358, - "std": 0.013166, - "sem": 0.000345, - "min": 0.000904, - "max": 0.104131, - "recall-0.025": 0.89011, - "recall-0.05": 0.975275, + "mean": 0.014011, + "median": 0.010354, + "std": 0.013071, + "sem": 0.000343, + "min": 0.000942, + "max": 0.105567, + "recall-0.025": 0.889423, + "recall-0.05": 0.976648, "recall-0.1": 0.998626, "recall-0.15": 1.0, "recall-0.25": 1.0, @@ -2440,14 +2440,14 @@ Results of the model in various experiments on different datasets. \ }, "hip_left": { "count": 1464, - "mean": 0.021179, - "median": 0.018677, - "std": 0.011676, + "mean": 0.021108, + "median": 0.018657, + "std": 0.011653, "sem": 0.000305, - "min": 0.001625, - "max": 0.087413, - "recall-0.025": 0.743345, - "recall-0.05": 0.96587, + "min": 0.001198, + "max": 0.088111, + "recall-0.025": 0.746075, + "recall-0.05": 0.965188, "recall-0.1": 0.999317, "recall-0.15": 0.999317, "recall-0.25": 0.999317, @@ -2456,14 +2456,14 @@ Results of the model in various experiments on different datasets. \ }, "hip_right": { "count": 1465, - "mean": 0.022227, - "median": 0.021685, - "std": 0.011141, - "sem": 0.000291, - "min": 0.001131, - "max": 0.241688, - "recall-0.025": 0.626876, - "recall-0.05": 0.991132, + "mean": 0.022102, + "median": 0.021624, + "std": 0.01111, + "sem": 0.00029, + "min": 0.001318, + "max": 0.241686, + "recall-0.025": 0.635061, + "recall-0.05": 0.99045, "recall-0.1": 0.997954, "recall-0.15": 0.998636, "recall-0.25": 0.999318, @@ -2472,13 +2472,13 @@ Results of the model in various experiments on different datasets. \ }, "knee_left": { "count": 1464, - "mean": 0.022631, - "median": 0.021197, - "std": 0.011455, - "sem": 0.000299, - "min": 0.001447, - "max": 0.11389, - "recall-0.025": 0.645051, + "mean": 0.022536, + "median": 0.021123, + "std": 0.011465, + "sem": 0.0003, + "min": 0.001596, + "max": 0.113885, + "recall-0.025": 0.648464, "recall-0.05": 0.980205, "recall-0.1": 0.996587, "recall-0.15": 0.999317, @@ -2488,15 +2488,15 @@ Results of the model in various experiments on different datasets. \ }, "knee_right": { "count": 1458, - "mean": 0.025106, - "median": 0.023777, - "std": 0.015218, - "sem": 0.000399, - "min": 0.001766, - "max": 0.177469, - "recall-0.025": 0.543523, - "recall-0.05": 0.967101, - "recall-0.1": 0.989719, + "mean": 0.025059, + "median": 0.023716, + "std": 0.015207, + "sem": 0.000398, + "min": 0.001642, + "max": 0.177471, + "recall-0.025": 0.542838, + "recall-0.05": 0.966415, + "recall-0.1": 0.990404, "recall-0.15": 0.997944, "recall-0.25": 0.999315, "recall-0.5": 0.999315, @@ -2504,50 +2504,50 @@ Results of the model in various experiments on different datasets. \ }, "ankle_left": { "count": 1462, - "mean": 0.035099, - "median": 0.02398, - "std": 0.031942, - "sem": 0.000836, - "min": 0.001969, - "max": 0.245439, - "recall-0.025": 0.524949, - "recall-0.05": 0.803828, - "recall-0.1": 0.938483, - "recall-0.15": 0.993165, + "mean": 0.03617, + "median": 0.024096, + "std": 0.033091, + "sem": 0.000866, + "min": 0.001968, + "max": 0.244776, + "recall-0.025": 0.526316, + "recall-0.05": 0.78879, + "recall-0.1": 0.930964, + "recall-0.15": 0.991114, "recall-0.25": 0.999316, "recall-0.5": 0.999316, "num_labels": 1463 }, "ankle_right": { "count": 1458, - "mean": 0.035597, - "median": 0.024811, - "std": 0.033369, - "sem": 0.000874, - "min": 0.001251, - "max": 0.285853, - "recall-0.025": 0.504795, - "recall-0.05": 0.785616, - "recall-0.1": 0.945205, - "recall-0.15": 0.980822, + "mean": 0.036542, + "median": 0.024962, + "std": 0.03449, + "sem": 0.000904, + "min": 0.00085, + "max": 0.285832, + "recall-0.025": 0.50137, + "recall-0.05": 0.771918, + "recall-0.1": 0.941781, + "recall-0.15": 0.979452, "recall-0.25": 0.99726, "recall-0.5": 0.99863, "num_labels": 1460 }, "joint_recalls": { "num_labels": 18990, - "recall-0.025": 0.78183, - "recall-0.05": 0.95466, - "recall-0.1": 0.9882, - "recall-0.15": 0.997, + "recall-0.025": 0.78246, + "recall-0.05": 0.95234, + "recall-0.1": 0.98741, + "recall-0.15": 0.99663, "recall-0.25": 0.99879, "recall-0.5": 0.99889 } } { "total_parts": 20444, - "correct_parts": 20407, - "pcp": 0.99819 + "correct_parts": 20406, + "pcp": 0.998141 } ``` @@ -2555,198 +2555,198 @@ Results of the model in various experiments on different datasets. \ ```json { - "img_loading": 0.0333032, - "demosaicing": 0.000678538, - "avg_time_2d": 0.00855362, - "avg_time_3d": 3.34318e-05, + "img_loading": 0.0328029, + "demosaicing": 0.000688804, + "avg_time_2d": 0.00827343, + "avg_time_3d": 3.32605e-05, "time_tracks": 0, - "fps": 107.926 + "fps": 111.167 } { "triangulator_calls": 479, - "init_time": 2.85557e-06, - "undistort_time": 5.00831e-06, - "project_time": 1.57223e-08, - "match_time": 1.63528e-08, - "pairs_time": 2.45347e-07, - "pair_scoring_time": 8.26703e-06, - "grouping_time": 1.86644e-06, - "full_time": 3.91752e-06, - "merge_time": 1.97073e-06, - "post_time": 5.02243e-06, - "convert_time": 6.73194e-08, - "total_time": 2.94875e-05 + "init_time": 2.76712e-06, + "undistort_time": 4.95355e-06, + "project_time": 1.56639e-08, + "match_time": 1.61253e-08, + "pairs_time": 2.38084e-07, + "pair_scoring_time": 8.52777e-06, + "grouping_time": 1.85979e-06, + "full_time": 4.0354e-06, + "merge_time": 1.96859e-06, + "post_time": 4.91382e-06, + "convert_time": 7.42255e-08, + "total_time": 2.96032e-05 } { "person_nums": { "total_frames": 479, "total_labels": 479, - "total_preds": 536, + "total_preds": 537, "considered_empty": 0, - "valid_preds": 450, - "invalid_preds": 86, - "missing": 29, - "invalid_fraction": 0.16045, - "precision": 0.83955, - "recall": 0.93946, - "f1": 0.8867, - "non_empty": 536 + "valid_preds": 449, + "invalid_preds": 88, + "missing": 30, + "invalid_fraction": 0.16387, + "precision": 0.83613, + "recall": 0.93737, + "f1": 0.88386, + "non_empty": 537 }, "mpjpe": { - "count": 450, - "mean": 0.069548, - "median": 0.053796, - "std": 0.046737, - "sem": 0.002206, - "min": 0.018892, + "count": 449, + "mean": 0.069741, + "median": 0.053886, + "std": 0.046986, + "sem": 0.00222, + "min": 0.018891, "max": 0.466521, "recall-0.025": 0.029228, - "recall-0.05": 0.411273, - "recall-0.1": 0.772443, - "recall-0.15": 0.895616, - "recall-0.25": 0.931106, - "recall-0.5": 0.939457, + "recall-0.05": 0.409186, + "recall-0.1": 0.768267, + "recall-0.15": 0.893528, + "recall-0.25": 0.929019, + "recall-0.5": 0.93737, "num_labels": 479, - "ap-0.025": 0.000907, - "ap-0.05": 0.188984, - "ap-0.1": 0.601213, - "ap-0.15": 0.797465, - "ap-0.25": 0.858608, - "ap-0.5": 0.869387 + "ap-0.025": 0.000911, + "ap-0.05": 0.186696, + "ap-0.1": 0.597781, + "ap-0.15": 0.799116, + "ap-0.25": 0.85986, + "ap-0.5": 0.870546 }, "head": { - "count": 427, - "mean": 0.038565, - "median": 0.033179, - "std": 0.030443, - "sem": 0.001475, + "count": 426, + "mean": 0.038598, + "median": 0.033208, + "std": 0.030481, + "sem": 0.001479, "min": 0.001558, "max": 0.409887, "recall-0.025": 0.30531, - "recall-0.05": 0.730088, - "recall-0.1": 0.933628, - "recall-0.15": 0.938053, - "recall-0.25": 0.940265, - "recall-0.5": 0.94469, + "recall-0.05": 0.727876, + "recall-0.1": 0.931416, + "recall-0.15": 0.935841, + "recall-0.25": 0.938053, + "recall-0.5": 0.942478, "num_labels": 452 }, "shoulder_left": { - "count": 428, - "mean": 0.042418, - "median": 0.03683, - "std": 0.020828, + "count": 427, + "mean": 0.042352, + "median": 0.036816, + "std": 0.020814, "sem": 0.001008, - "min": 0.009033, + "min": 0.009034, "max": 0.211904, "recall-0.025": 0.11674, "recall-0.05": 0.718062, - "recall-0.1": 0.92511, - "recall-0.15": 0.940529, - "recall-0.25": 0.942731, - "recall-0.5": 0.942731, + "recall-0.1": 0.922907, + "recall-0.15": 0.938326, + "recall-0.25": 0.940529, + "recall-0.5": 0.940529, "num_labels": 454 }, "shoulder_right": { - "count": 439, - "mean": 0.028957, - "median": 0.027681, - "std": 0.009688, + "count": 438, + "mean": 0.028932, + "median": 0.027676, + "std": 0.009681, "sem": 0.000463, - "min": 0.003649, + "min": 0.00365, "max": 0.072742, - "recall-0.025": 0.357602, - "recall-0.05": 0.907923, - "recall-0.1": 0.940043, - "recall-0.15": 0.940043, - "recall-0.25": 0.940043, - "recall-0.5": 0.940043, + "recall-0.025": 0.35546, + "recall-0.05": 0.905782, + "recall-0.1": 0.937901, + "recall-0.15": 0.937901, + "recall-0.25": 0.937901, + "recall-0.5": 0.937901, "num_labels": 467 }, "elbow_left": { - "count": 416, - "mean": 0.032055, - "median": 0.024549, - "std": 0.024764, - "sem": 0.001216, - "min": 0.002712, - "max": 0.194997, - "recall-0.025": 0.491991, - "recall-0.05": 0.810069, - "recall-0.1": 0.924485, - "recall-0.15": 0.949657, - "recall-0.25": 0.951945, - "recall-0.5": 0.951945, + "count": 415, + "mean": 0.032092, + "median": 0.024574, + "std": 0.024782, + "sem": 0.001218, + "min": 0.002713, + "max": 0.194995, + "recall-0.025": 0.489703, + "recall-0.05": 0.80778, + "recall-0.1": 0.922197, + "recall-0.15": 0.947368, + "recall-0.25": 0.949657, + "recall-0.5": 0.949657, "num_labels": 437 }, "elbow_right": { - "count": 418, - "mean": 0.026785, - "median": 0.024022, - "std": 0.018091, + "count": 417, + "mean": 0.02677, + "median": 0.024014, + "std": 0.018069, "sem": 0.000886, - "min": 0.001053, + "min": 0.001051, "max": 0.195409, - "recall-0.025": 0.514739, - "recall-0.05": 0.879819, - "recall-0.1": 0.943311, - "recall-0.15": 0.943311, - "recall-0.25": 0.947846, - "recall-0.5": 0.947846, + "recall-0.025": 0.512472, + "recall-0.05": 0.877551, + "recall-0.1": 0.941043, + "recall-0.15": 0.941043, + "recall-0.25": 0.945578, + "recall-0.5": 0.945578, "num_labels": 441 }, "wrist_left": { - "count": 410, - "mean": 0.032896, - "median": 0.026993, - "std": 0.025916, - "sem": 0.001281, + "count": 409, + "mean": 0.032891, + "median": 0.026981, + "std": 0.025927, + "sem": 0.001284, "min": 0.002241, "max": 0.233265, "recall-0.025": 0.412844, - "recall-0.05": 0.816514, - "recall-0.1": 0.919725, - "recall-0.15": 0.926606, - "recall-0.25": 0.940367, - "recall-0.5": 0.940367, + "recall-0.05": 0.81422, + "recall-0.1": 0.917431, + "recall-0.15": 0.924312, + "recall-0.25": 0.938073, + "recall-0.5": 0.938073, "num_labels": 436 }, "wrist_right": { - "count": 420, - "mean": 0.028259, - "median": 0.023784, - "std": 0.029343, - "sem": 0.001433, + "count": 419, + "mean": 0.028269, + "median": 0.023805, + "std": 0.029367, + "sem": 0.001436, "min": 0.002123, "max": 0.396389, - "recall-0.025": 0.502242, - "recall-0.05": 0.890135, - "recall-0.1": 0.923767, - "recall-0.15": 0.930493, - "recall-0.25": 0.939462, - "recall-0.5": 0.941704, + "recall-0.025": 0.5, + "recall-0.05": 0.887892, + "recall-0.1": 0.921525, + "recall-0.15": 0.928251, + "recall-0.25": 0.93722, + "recall-0.5": 0.939462, "num_labels": 446 }, "hip_left": { - "count": 300, - "mean": 0.101259, - "median": 0.09611, - "std": 0.035117, - "sem": 0.002031, - "min": 0.023338, + "count": 299, + "mean": 0.10124, + "median": 0.096106, + "std": 0.035167, + "sem": 0.002037, + "min": 0.023332, "max": 0.342152, "recall-0.025": 0.003185, "recall-0.05": 0.025478, - "recall-0.1": 0.55414, - "recall-0.15": 0.89172, - "recall-0.25": 0.942675, - "recall-0.5": 0.955414, + "recall-0.1": 0.550955, + "recall-0.15": 0.888535, + "recall-0.25": 0.93949, + "recall-0.5": 0.952229, "num_labels": 314 }, "hip_right": { "count": 247, - "mean": 0.082515, + "mean": 0.082514, "median": 0.080743, - "std": 0.03141, + "std": 0.031409, "sem": 0.002003, "min": 0.021341, "max": 0.343203, @@ -2759,27 +2759,27 @@ Results of the model in various experiments on different datasets. \ "num_labels": 260 }, "knee_left": { - "count": 251, - "mean": 0.1059, - "median": 0.089904, - "std": 0.071384, - "sem": 0.004515, - "min": 0.012383, + "count": 249, + "mean": 0.105764, + "median": 0.089743, + "std": 0.071632, + "sem": 0.004549, + "min": 0.012371, "max": 0.481831, "recall-0.025": 0.01087, "recall-0.05": 0.105072, - "recall-0.1": 0.532609, - "recall-0.15": 0.768116, - "recall-0.25": 0.884058, - "recall-0.5": 0.90942, + "recall-0.1": 0.528986, + "recall-0.15": 0.76087, + "recall-0.25": 0.876812, + "recall-0.5": 0.902174, "num_labels": 276 }, "knee_right": { "count": 198, - "mean": 0.077039, + "mean": 0.077003, "median": 0.054873, - "std": 0.077159, - "sem": 0.005497, + "std": 0.077132, + "sem": 0.005495, "min": 0.016417, "max": 0.47833, "recall-0.025": 0.060465, @@ -2791,29 +2791,29 @@ Results of the model in various experiments on different datasets. \ "num_labels": 215 }, "ankle_left": { - "count": 86, - "mean": 0.240931, - "median": 0.234565, - "std": 0.122027, - "sem": 0.013236, + "count": 87, + "mean": 0.243746, + "median": 0.23705, + "std": 0.124558, + "sem": 0.013431, "min": 0.02336, - "max": 0.478584, + "max": 0.490082, "recall-0.025": 0.007576, "recall-0.05": 0.037879, - "recall-0.1": 0.090909, + "recall-0.1": 0.098485, "recall-0.15": 0.159091, "recall-0.25": 0.363636, - "recall-0.5": 0.651515, + "recall-0.5": 0.659091, "num_labels": 132 }, "ankle_right": { "count": 71, - "mean": 0.226365, - "median": 0.210912, - "std": 0.129179, - "sem": 0.01544, - "min": 0.02477, - "max": 0.489598, + "mean": 0.225923, + "median": 0.208668, + "std": 0.129437, + "sem": 0.015471, + "min": 0.024771, + "max": 0.489905, "recall-0.025": 0.007874, "recall-0.05": 0.055118, "recall-0.1": 0.102362, @@ -2824,18 +2824,18 @@ Results of the model in various experiments on different datasets. \ }, "joint_recalls": { "num_labels": 4457, - "recall-0.025": 0.27305, - "recall-0.05": 0.6105, - "recall-0.1": 0.81467, - "recall-0.15": 0.87413, - "recall-0.25": 0.90038, - "recall-0.5": 0.92035 + "recall-0.025": 0.27238, + "recall-0.05": 0.60826, + "recall-0.1": 0.81288, + "recall-0.15": 0.87121, + "recall-0.25": 0.89791, + "recall-0.5": 0.919 } } { "total_parts": 4313, - "correct_parts": 3919, - "pcp": 0.908648 + "correct_parts": 3910, + "pcp": 0.906562 } ``` @@ -2843,27 +2843,27 @@ Results of the model in various experiments on different datasets. \ ```json { - "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 + "img_loading": 0.017131, + "demosaicing": 0.000534311, + "avg_time_2d": 0.00967172, + "avg_time_3d": 6.58453e-05, + "time_tracks": 7.14611e-07, + "fps": 97.3464 } { "triangulator_calls": 390, - "init_time": 3.56284e-06, - "undistort_time": 7.3621e-06, - "project_time": 1.43096e-06, - "match_time": 3.31098e-06, - "pairs_time": 6.62828e-07, - "pair_scoring_time": 1.19765e-05, - "grouping_time": 3.01562e-06, - "full_time": 1.45329e-05, - "merge_time": 5.97178e-06, - "post_time": 6.26503e-06, - "convert_time": 1.07297e-07, - "total_time": 5.84334e-05 + "init_time": 3.62797e-06, + "undistort_time": 7.42405e-06, + "project_time": 1.39386e-06, + "match_time": 3.34252e-06, + "pairs_time": 6.42449e-07, + "pair_scoring_time": 1.26207e-05, + "grouping_time": 3.05494e-06, + "full_time": 1.53741e-05, + "merge_time": 6.06812e-06, + "post_time": 6.34942e-06, + "convert_time": 1.09736e-07, + "total_time": 6.02468e-05 } { "person_nums": { @@ -2882,36 +2882,36 @@ Results of the model in various experiments on different datasets. \ }, "mpjpe": { "count": 780, - "mean": 0.06014, - "median": 0.057675, - "std": 0.013345, - "sem": 0.000478, - "min": 0.043081, - "max": 0.219433, + "mean": 0.060113, + "median": 0.057707, + "std": 0.013246, + "sem": 0.000475, + "min": 0.043077, + "max": 0.219434, "recall-0.025": 0.0, - "recall-0.05": 0.058974, + "recall-0.05": 0.061538, "recall-0.1": 0.989744, - "recall-0.15": 0.99359, + "recall-0.15": 0.994872, "recall-0.25": 1.0, "recall-0.5": 1.0, "num_labels": 780, "ap-0.025": 0.0, - "ap-0.05": 0.005004, - "ap-0.1": 0.989373, - "ap-0.15": 0.993255, + "ap-0.05": 0.005148, + "ap-0.1": 0.989382, + "ap-0.15": 0.99454, "ap-0.25": 1.0, "ap-0.5": 1.0 }, "head": { "count": 780, - "mean": 0.033024, - "median": 0.028914, - "std": 0.018606, - "sem": 0.000667, - "min": 0.003336, - "max": 0.236729, - "recall-0.025": 0.369231, - "recall-0.05": 0.839744, + "mean": 0.033159, + "median": 0.028955, + "std": 0.018731, + "sem": 0.000671, + "min": 0.004624, + "max": 0.236675, + "recall-0.025": 0.366667, + "recall-0.05": 0.837179, "recall-0.1": 0.99359, "recall-0.15": 0.997436, "recall-0.25": 1.0, @@ -2920,31 +2920,31 @@ Results of the model in various experiments on different datasets. \ }, "shoulder_left": { "count": 780, - "mean": 0.06398, - "median": 0.061682, - "std": 0.023194, - "sem": 0.000831, - "min": 0.003706, - "max": 0.192847, + "mean": 0.064051, + "median": 0.061697, + "std": 0.023558, + "sem": 0.000844, + "min": 0.003707, + "max": 0.192821, "recall-0.025": 0.010256, "recall-0.05": 0.310256, "recall-0.1": 0.962821, - "recall-0.15": 0.994872, + "recall-0.15": 0.99359, "recall-0.25": 1.0, "recall-0.5": 1.0, "num_labels": 780 }, "shoulder_right": { "count": 780, - "mean": 0.064423, - "median": 0.06234, - "std": 0.017967, - "sem": 0.000644, - "min": 0.00645, - "max": 0.157344, + "mean": 0.064567, + "median": 0.06245, + "std": 0.018131, + "sem": 0.00065, + "min": 0.006446, + "max": 0.157333, "recall-0.025": 0.014103, "recall-0.05": 0.174359, - "recall-0.1": 0.962821, + "recall-0.1": 0.960256, "recall-0.15": 0.998718, "recall-0.25": 1.0, "recall-0.5": 1.0, @@ -2952,14 +2952,14 @@ Results of the model in various experiments on different datasets. \ }, "elbow_left": { "count": 780, - "mean": 0.056511, - "median": 0.048275, - "std": 0.030203, - "sem": 0.001082, + "mean": 0.056616, + "median": 0.04832, + "std": 0.030178, + "sem": 0.001081, "min": 0.015892, "max": 0.320733, "recall-0.025": 0.017949, - "recall-0.05": 0.535897, + "recall-0.05": 0.533333, "recall-0.1": 0.935897, "recall-0.15": 0.982051, "recall-0.25": 0.994872, @@ -2968,47 +2968,47 @@ Results of the model in various experiments on different datasets. \ }, "elbow_right": { "count": 780, - "mean": 0.064215, - "median": 0.061608, - "std": 0.024896, - "sem": 0.000892, - "min": 0.015015, - "max": 0.216922, + "mean": 0.064323, + "median": 0.061696, + "std": 0.025221, + "sem": 0.000904, + "min": 0.015007, + "max": 0.216964, "recall-0.025": 0.001282, "recall-0.05": 0.280769, "recall-0.1": 0.94359, - "recall-0.15": 0.973077, + "recall-0.15": 0.971795, "recall-0.25": 1.0, "recall-0.5": 1.0, "num_labels": 780 }, "wrist_left": { "count": 776, - "mean": 0.048531, - "median": 0.043412, - "std": 0.034692, - "sem": 0.001246, - "min": 0.006671, - "max": 0.430452, - "recall-0.025": 0.133333, - "recall-0.05": 0.673077, - "recall-0.1": 0.947436, - "recall-0.15": 0.979487, - "recall-0.25": 0.988462, + "mean": 0.047961, + "median": 0.04334, + "std": 0.031823, + "sem": 0.001143, + "min": 0.006666, + "max": 0.346955, + "recall-0.025": 0.135897, + "recall-0.05": 0.671795, + "recall-0.1": 0.95, + "recall-0.15": 0.980769, + "recall-0.25": 0.989744, "recall-0.5": 0.994872, "num_labels": 780 }, "wrist_right": { "count": 772, - "mean": 0.065856, - "median": 0.064591, - "std": 0.035934, - "sem": 0.001294, - "min": 0.013844, - "max": 0.347423, + "mean": 0.065912, + "median": 0.064657, + "std": 0.035896, + "sem": 0.001293, + "min": 0.013831, + "max": 0.347419, "recall-0.025": 0.016667, "recall-0.05": 0.341026, - "recall-0.1": 0.921795, + "recall-0.1": 0.920513, "recall-0.15": 0.960256, "recall-0.25": 0.985897, "recall-0.5": 0.989744, @@ -3016,15 +3016,15 @@ Results of the model in various experiments on different datasets. \ }, "hip_left": { "count": 780, - "mean": 0.083555, - "median": 0.084407, - "std": 0.020482, - "sem": 0.000734, - "min": 0.027865, - "max": 0.144259, + "mean": 0.083475, + "median": 0.08424, + "std": 0.020303, + "sem": 0.000727, + "min": 0.027843, + "max": 0.144276, "recall-0.025": 0.0, - "recall-0.05": 0.061538, - "recall-0.1": 0.784615, + "recall-0.05": 0.058974, + "recall-0.1": 0.787179, "recall-0.15": 1.0, "recall-0.25": 1.0, "recall-0.5": 1.0, @@ -3032,28 +3032,28 @@ Results of the model in various experiments on different datasets. \ }, "hip_right": { "count": 780, - "mean": 0.105803, - "median": 0.104465, - "std": 0.018178, - "sem": 0.000651, - "min": 0.05627, - "max": 0.17111, + "mean": 0.105619, + "median": 0.104048, + "std": 0.018122, + "sem": 0.000649, + "min": 0.056273, + "max": 0.171113, "recall-0.025": 0.0, "recall-0.05": 0.0, - "recall-0.1": 0.391026, - "recall-0.15": 0.980769, + "recall-0.1": 0.396154, + "recall-0.15": 0.982051, "recall-0.25": 1.0, "recall-0.5": 1.0, "num_labels": 780 }, "knee_left": { "count": 780, - "mean": 0.048299, - "median": 0.04682, - "std": 0.019933, - "sem": 0.000714, - "min": 0.012707, - "max": 0.202218, + "mean": 0.048284, + "median": 0.046831, + "std": 0.019912, + "sem": 0.000713, + "min": 0.012695, + "max": 0.202215, "recall-0.025": 0.057692, "recall-0.05": 0.616667, "recall-0.1": 0.957692, @@ -3064,12 +3064,12 @@ Results of the model in various experiments on different datasets. \ }, "knee_right": { "count": 780, - "mean": 0.052462, - "median": 0.050225, - "std": 0.018164, - "sem": 0.000651, + "mean": 0.052479, + "median": 0.050223, + "std": 0.018155, + "sem": 0.00065, "min": 0.01206, - "max": 0.132138, + "max": 0.132145, "recall-0.025": 0.021795, "recall-0.05": 0.491026, "recall-0.1": 0.985897, @@ -3080,12 +3080,12 @@ Results of the model in various experiments on different datasets. \ }, "ankle_left": { "count": 780, - "mean": 0.050036, - "median": 0.046745, - "std": 0.016743, + "mean": 0.050057, + "median": 0.046748, + "std": 0.016752, "sem": 0.0006, - "min": 0.003176, - "max": 0.223271, + "min": 0.003099, + "max": 0.223277, "recall-0.025": 0.010256, "recall-0.05": 0.638462, "recall-0.1": 0.980769, @@ -3096,13 +3096,13 @@ Results of the model in various experiments on different datasets. \ }, "ankle_right": { "count": 780, - "mean": 0.034577, - "median": 0.030189, - "std": 0.018474, + "mean": 0.034573, + "median": 0.03019, + "std": 0.018482, "sem": 0.000662, - "min": 0.007645, - "max": 0.26262, - "recall-0.025": 0.294872, + "min": 0.007648, + "max": 0.262682, + "recall-0.025": 0.296154, "recall-0.05": 0.873077, "recall-0.1": 0.994872, "recall-0.15": 0.996154, @@ -3112,18 +3112,18 @@ Results of the model in various experiments on different datasets. \ }, "joint_recalls": { "num_labels": 10140, - "recall-0.025": 0.07239, - "recall-0.05": 0.44852, - "recall-0.1": 0.90434, + "recall-0.025": 0.07249, + "recall-0.05": 0.44773, + "recall-0.1": 0.90473, "recall-0.15": 0.98836, - "recall-0.25": 0.99744, + "recall-0.25": 0.99753, "recall-0.5": 0.99882 } } { "total_parts": 10920, - "correct_parts": 10806, - "pcp": 0.98956 + "correct_parts": 10804, + "pcp": 0.989377 } ``` @@ -3131,27 +3131,27 @@ Results of the model in various experiments on different datasets. \ ```json { - "img_loading": 0.109176, - "demosaicing": 0.00278284, - "avg_time_2d": 0.0182905, - "avg_time_3d": 0.000181146, - "time_tracks": 9.5166e-07, - "fps": 47.0467 + "img_loading": 0.10629, + "demosaicing": 0.00275472, + "avg_time_2d": 0.0177096, + "avg_time_3d": 0.000186646, + "time_tracks": 9.80225e-07, + "fps": 48.4216 } { "triangulator_calls": 210, - "init_time": 3.0223e-06, - "undistort_time": 1.5911e-05, - "project_time": 2.70853e-06, - "match_time": 9.89257e-06, - "pairs_time": 5.23378e-06, - "pair_scoring_time": 4.18337e-05, - "grouping_time": 1.22786e-05, - "full_time": 4.92026e-05, - "merge_time": 2.1051e-05, - "post_time": 8.00654e-06, - "convert_time": 1.46814e-07, - "total_time": 0.000169521 + "init_time": 3.40603e-06, + "undistort_time": 1.63098e-05, + "project_time": 2.73116e-06, + "match_time": 1.0022e-05, + "pairs_time": 5.36449e-06, + "pair_scoring_time": 4.37462e-05, + "grouping_time": 1.2529e-05, + "full_time": 5.16409e-05, + "merge_time": 2.12021e-05, + "post_time": 8.01499e-06, + "convert_time": 1.49248e-07, + "total_time": 0.000175354 } { "person_nums": { @@ -3170,36 +3170,36 @@ Results of the model in various experiments on different datasets. \ }, "mpjpe": { "count": 630, - "mean": 0.052814, - "median": 0.048901, - "std": 0.017799, + "mean": 0.052849, + "median": 0.048895, + "std": 0.017804, "sem": 0.00071, - "min": 0.030026, - "max": 0.140544, + "min": 0.030234, + "max": 0.140538, "recall-0.025": 0.0, - "recall-0.05": 0.549206, + "recall-0.05": 0.546032, "recall-0.1": 0.957143, "recall-0.15": 1.0, "recall-0.25": 1.0, "recall-0.5": 1.0, "num_labels": 630, "ap-0.025": 0.0, - "ap-0.05": 0.36398, - "ap-0.1": 0.948533, + "ap-0.05": 0.362133, + "ap-0.1": 0.948621, "ap-0.15": 1.0, "ap-0.25": 1.0, "ap-0.5": 1.0 }, "head": { "count": 598, - "mean": 0.039499, - "median": 0.037655, - "std": 0.012398, - "sem": 0.000507, - "min": 0.015282, - "max": 0.093636, + "mean": 0.039555, + "median": 0.037805, + "std": 0.012424, + "sem": 0.000508, + "min": 0.01528, + "max": 0.09366, "recall-0.025": 0.102007, - "recall-0.05": 0.804348, + "recall-0.05": 0.802676, "recall-0.1": 1.0, "recall-0.15": 1.0, "recall-0.25": 1.0, @@ -3208,12 +3208,12 @@ Results of the model in various experiments on different datasets. \ }, "shoulder_left": { "count": 630, - "mean": 0.058967, - "median": 0.056501, - "std": 0.018046, - "sem": 0.00072, - "min": 0.021049, - "max": 0.13335, + "mean": 0.058916, + "median": 0.056499, + "std": 0.018044, + "sem": 0.000719, + "min": 0.021048, + "max": 0.133346, "recall-0.025": 0.009524, "recall-0.05": 0.347619, "recall-0.1": 0.988889, @@ -3224,14 +3224,14 @@ Results of the model in various experiments on different datasets. \ }, "shoulder_right": { "count": 630, - "mean": 0.06143, - "median": 0.061029, - "std": 0.019247, - "sem": 0.000767, - "min": 0.015158, - "max": 0.129927, + "mean": 0.061413, + "median": 0.060925, + "std": 0.019157, + "sem": 0.000764, + "min": 0.015159, + "max": 0.129931, "recall-0.025": 0.004762, - "recall-0.05": 0.334921, + "recall-0.05": 0.330159, "recall-0.1": 0.965079, "recall-0.15": 1.0, "recall-0.25": 1.0, @@ -3240,15 +3240,15 @@ Results of the model in various experiments on different datasets. \ }, "elbow_left": { "count": 630, - "mean": 0.049694, - "median": 0.04674, - "std": 0.019761, - "sem": 0.000788, - "min": 0.004776, - "max": 0.150097, - "recall-0.025": 0.063492, - "recall-0.05": 0.580952, - "recall-0.1": 0.979365, + "mean": 0.049804, + "median": 0.046899, + "std": 0.019914, + "sem": 0.000794, + "min": 0.004773, + "max": 0.150107, + "recall-0.025": 0.065079, + "recall-0.05": 0.57619, + "recall-0.1": 0.977778, "recall-0.15": 0.998413, "recall-0.25": 1.0, "recall-0.5": 1.0, @@ -3256,14 +3256,14 @@ Results of the model in various experiments on different datasets. \ }, "elbow_right": { "count": 629, - "mean": 0.049361, - "median": 0.046448, - "std": 0.024362, - "sem": 0.000972, - "min": 0.00534, - "max": 0.167672, + "mean": 0.049562, + "median": 0.046552, + "std": 0.024249, + "sem": 0.000968, + "min": 0.005339, + "max": 0.167691, "recall-0.025": 0.128776, - "recall-0.05": 0.588235, + "recall-0.05": 0.586645, "recall-0.1": 0.952305, "recall-0.15": 0.99682, "recall-0.25": 1.0, @@ -3272,29 +3272,29 @@ Results of the model in various experiments on different datasets. \ }, "wrist_left": { "count": 630, - "mean": 0.046061, - "median": 0.040686, - "std": 0.024542, - "sem": 0.000979, + "mean": 0.046446, + "median": 0.040935, + "std": 0.025193, + "sem": 0.001005, "min": 0.004704, - "max": 0.17701, - "recall-0.025": 0.157143, - "recall-0.05": 0.660317, + "max": 0.177023, + "recall-0.025": 0.15873, + "recall-0.05": 0.657143, "recall-0.1": 0.960317, - "recall-0.15": 0.995238, + "recall-0.15": 0.993651, "recall-0.25": 1.0, "recall-0.5": 1.0, "num_labels": 630 }, "wrist_right": { "count": 625, - "mean": 0.050698, - "median": 0.046406, - "std": 0.023717, - "sem": 0.000949, - "min": 0.007026, - "max": 0.225441, - "recall-0.025": 0.0896, + "mean": 0.050731, + "median": 0.045962, + "std": 0.023683, + "sem": 0.000948, + "min": 0.00702, + "max": 0.225405, + "recall-0.025": 0.0864, "recall-0.05": 0.5664, "recall-0.1": 0.9632, "recall-0.15": 0.9984, @@ -3304,14 +3304,14 @@ Results of the model in various experiments on different datasets. \ }, "hip_left": { "count": 630, - "mean": 0.052194, - "median": 0.048885, - "std": 0.02136, - "sem": 0.000852, - "min": 0.004154, - "max": 0.146755, + "mean": 0.052218, + "median": 0.048807, + "std": 0.021349, + "sem": 0.000851, + "min": 0.004146, + "max": 0.146733, "recall-0.025": 0.05873, - "recall-0.05": 0.526984, + "recall-0.05": 0.528571, "recall-0.1": 0.966667, "recall-0.15": 1.0, "recall-0.25": 1.0, @@ -3320,15 +3320,15 @@ Results of the model in various experiments on different datasets. \ }, "hip_right": { "count": 629, - "mean": 0.053081, - "median": 0.049733, - "std": 0.02405, - "sem": 0.00096, - "min": 0.00992, - "max": 0.129218, - "recall-0.025": 0.114467, - "recall-0.05": 0.502385, - "recall-0.1": 0.955485, + "mean": 0.052966, + "median": 0.050031, + "std": 0.023917, + "sem": 0.000954, + "min": 0.006639, + "max": 0.129223, + "recall-0.025": 0.116057, + "recall-0.05": 0.499205, + "recall-0.1": 0.957075, "recall-0.15": 1.0, "recall-0.25": 1.0, "recall-0.5": 1.0, @@ -3336,14 +3336,14 @@ Results of the model in various experiments on different datasets. \ }, "knee_left": { "count": 628, - "mean": 0.047936, - "median": 0.036391, - "std": 0.046826, - "sem": 0.00187, - "min": 0.007665, + "mean": 0.047826, + "median": 0.03631, + "std": 0.046774, + "sem": 0.001868, + "min": 0.007664, "max": 0.367525, - "recall-0.025": 0.232484, - "recall-0.05": 0.719745, + "recall-0.025": 0.235669, + "recall-0.05": 0.721338, "recall-0.1": 0.93949, "recall-0.15": 0.958599, "recall-0.25": 0.984076, @@ -3352,14 +3352,14 @@ Results of the model in various experiments on different datasets. \ }, "knee_right": { "count": 629, - "mean": 0.055006, - "median": 0.037933, - "std": 0.071761, + "mean": 0.054903, + "median": 0.037932, + "std": 0.071775, "sem": 0.002864, - "min": 0.004541, + "min": 0.004537, "max": 0.495748, - "recall-0.025": 0.216216, - "recall-0.05": 0.715421, + "recall-0.025": 0.217806, + "recall-0.05": 0.717011, "recall-0.1": 0.934817, "recall-0.15": 0.952305, "recall-0.25": 0.957075, @@ -3368,14 +3368,14 @@ Results of the model in various experiments on different datasets. \ }, "ankle_left": { "count": 619, - "mean": 0.057236, - "median": 0.043058, - "std": 0.069902, - "sem": 0.002812, - "min": 0.010858, - "max": 0.487315, - "recall-0.025": 0.092084, - "recall-0.05": 0.678514, + "mean": 0.057299, + "median": 0.043043, + "std": 0.070152, + "sem": 0.002822, + "min": 0.010861, + "max": 0.487316, + "recall-0.025": 0.095315, + "recall-0.05": 0.675283, "recall-0.1": 0.949919, "recall-0.15": 0.959612, "recall-0.25": 0.966074, @@ -3384,14 +3384,14 @@ Results of the model in various experiments on different datasets. \ }, "ankle_right": { "count": 602, - "mean": 0.047152, - "median": 0.041546, - "std": 0.044331, - "sem": 0.001808, - "min": 0.004139, - "max": 0.447056, - "recall-0.025": 0.172026, - "recall-0.05": 0.696141, + "mean": 0.047131, + "median": 0.041545, + "std": 0.044402, + "sem": 0.001811, + "min": 0.00643, + "max": 0.451767, + "recall-0.025": 0.173633, + "recall-0.05": 0.697749, "recall-0.1": 0.940514, "recall-0.15": 0.951768, "recall-0.25": 0.954984, @@ -3400,9 +3400,9 @@ Results of the model in various experiments on different datasets. \ }, "joint_recalls": { "num_labels": 8129, - "recall-0.025": 0.1101, - "recall-0.05": 0.59195, - "recall-0.1": 0.96014, + "recall-0.025": 0.11084, + "recall-0.05": 0.59085, + "recall-0.1": 0.96027, "recall-0.15": 0.98487, "recall-0.25": 0.98917, "recall-0.5": 0.99754 @@ -3410,8 +3410,8 @@ Results of the model in various experiments on different datasets. \ } { "total_parts": 8725, - "correct_parts": 8613, - "pcp": 0.987163 + "correct_parts": 8610, + "pcp": 0.986819 } ``` @@ -3421,27 +3421,27 @@ Results of the model in various experiments on different datasets. \ ```json { - "img_loading": 0.0235913, - "demosaicing": 0.000629685, - "avg_time_2d": 0.00831252, - "avg_time_3d": 3.5924e-05, + "img_loading": 0.0238378, + "demosaicing": 0.000636266, + "avg_time_2d": 0.00815636, + "avg_time_3d": 3.58057e-05, "time_tracks": 0, - "fps": 111.382 + "fps": 113.27 } { "triangulator_calls": 200, - "init_time": 2.50549e-06, - "undistort_time": 3.82929e-06, - "project_time": 1.548e-08, - "match_time": 1.6865e-08, - "pairs_time": 1.9984e-07, - "pair_scoring_time": 6.28122e-06, - "grouping_time": 1.34159e-06, - "full_time": 7.70199e-06, - "merge_time": 3.25516e-06, - "post_time": 4.86803e-06, - "convert_time": 5.664e-08, - "total_time": 3.03064e-05 + "init_time": 2.48301e-06, + "undistort_time": 3.87892e-06, + "project_time": 1.631e-08, + "match_time": 1.7425e-08, + "pairs_time": 1.91205e-07, + "pair_scoring_time": 6.51435e-06, + "grouping_time": 1.34391e-06, + "full_time": 8.08203e-06, + "merge_time": 3.25998e-06, + "post_time": 4.78512e-06, + "convert_time": 6.6235e-08, + "total_time": 3.08763e-05 } { "person_nums": { @@ -3460,20 +3460,20 @@ Results of the model in various experiments on different datasets. \ }, "mpjpe": { "count": 200, - "mean": 0.023651, - "median": 0.022282, - "std": 0.008704, - "sem": 0.000617, + "mean": 0.023709, + "median": 0.022283, + "std": 0.008745, + "sem": 0.00062, "min": 0.010617, - "max": 0.07701, - "recall-0.025": 0.67, + "max": 0.077054, + "recall-0.025": 0.665, "recall-0.05": 0.985, "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": 0.587964, + "ap-0.025": 0.583388, "ap-0.05": 0.984394, "ap-0.1": 1.0, "ap-0.15": 1.0, @@ -3482,15 +3482,15 @@ Results of the model in various experiments on different datasets. \ }, "nose": { "count": 200, - "mean": 0.037471, - "median": 0.025849, - "std": 0.033736, - "sem": 0.002391, - "min": 0.003578, - "max": 0.182061, + "mean": 0.037665, + "median": 0.025859, + "std": 0.033979, + "sem": 0.002409, + "min": 0.003582, + "max": 0.182065, "recall-0.025": 0.48, "recall-0.05": 0.77, - "recall-0.1": 0.92, + "recall-0.1": 0.915, "recall-0.15": 0.99, "recall-0.25": 1.0, "recall-0.5": 1.0, @@ -3499,11 +3499,11 @@ Results of the model in various experiments on different datasets. \ "shoulder_left": { "count": 200, "mean": 0.019542, - "median": 0.016913, - "std": 0.011441, + "median": 0.016914, + "std": 0.011442, "sem": 0.000811, - "min": 0.003239, - "max": 0.068476, + "min": 0.003235, + "max": 0.068561, "recall-0.025": 0.75, "recall-0.05": 0.97, "recall-0.1": 1.0, @@ -3514,8 +3514,8 @@ Results of the model in various experiments on different datasets. \ }, "shoulder_right": { "count": 200, - "mean": 0.024473, - "median": 0.022001, + "mean": 0.024472, + "median": 0.022002, "std": 0.013062, "sem": 0.000926, "min": 0.003333, @@ -3530,12 +3530,12 @@ Results of the model in various experiments on different datasets. \ }, "elbow_left": { "count": 200, - "mean": 0.016917, - "median": 0.014005, - "std": 0.012098, - "sem": 0.000858, - "min": 0.002057, - "max": 0.083023, + "mean": 0.016871, + "median": 0.014007, + "std": 0.012136, + "sem": 0.00086, + "min": 0.001833, + "max": 0.083017, "recall-0.025": 0.825, "recall-0.05": 0.975, "recall-0.1": 1.0, @@ -3546,13 +3546,13 @@ Results of the model in various experiments on different datasets. \ }, "elbow_right": { "count": 200, - "mean": 0.021862, - "median": 0.016362, - "std": 0.01859, - "sem": 0.001318, - "min": 0.001919, - "max": 0.113716, - "recall-0.025": 0.68, + "mean": 0.022, + "median": 0.016392, + "std": 0.018578, + "sem": 0.001317, + "min": 0.00192, + "max": 0.113715, + "recall-0.025": 0.675, "recall-0.05": 0.925, "recall-0.1": 0.99, "recall-0.15": 1.0, @@ -3562,14 +3562,14 @@ Results of the model in various experiments on different datasets. \ }, "wrist_left": { "count": 200, - "mean": 0.024778, - "median": 0.017865, - "std": 0.032387, - "sem": 0.002296, - "min": 0.000992, - "max": 0.31434, - "recall-0.025": 0.675, - "recall-0.05": 0.935, + "mean": 0.024847, + "median": 0.017968, + "std": 0.032377, + "sem": 0.002295, + "min": 0.000995, + "max": 0.314149, + "recall-0.025": 0.67, + "recall-0.05": 0.93, "recall-0.1": 0.985, "recall-0.15": 0.985, "recall-0.25": 0.99, @@ -3578,12 +3578,12 @@ Results of the model in various experiments on different datasets. \ }, "wrist_right": { "count": 200, - "mean": 0.027136, - "median": 0.020619, + "mean": 0.027141, + "median": 0.020606, "std": 0.023658, "sem": 0.001677, "min": 0.001005, - "max": 0.184163, + "max": 0.183924, "recall-0.025": 0.625, "recall-0.05": 0.885, "recall-0.1": 0.985, @@ -3594,12 +3594,12 @@ Results of the model in various experiments on different datasets. \ }, "hip_left": { "count": 200, - "mean": 0.033183, + "mean": 0.033142, "median": 0.029266, - "std": 0.018397, - "sem": 0.001304, - "min": 0.007033, - "max": 0.150463, + "std": 0.018181, + "sem": 0.001289, + "min": 0.007035, + "max": 0.150308, "recall-0.025": 0.355, "recall-0.05": 0.825, "recall-0.1": 0.995, @@ -3610,14 +3610,14 @@ Results of the model in various experiments on different datasets. \ }, "hip_right": { "count": 200, - "mean": 0.030501, - "median": 0.029556, - "std": 0.01442, - "sem": 0.001022, - "min": 0.002675, - "max": 0.075937, - "recall-0.025": 0.37, - "recall-0.05": 0.9, + "mean": 0.030878, + "median": 0.029959, + "std": 0.014802, + "sem": 0.001049, + "min": 0.002668, + "max": 0.082366, + "recall-0.025": 0.36, + "recall-0.05": 0.895, "recall-0.1": 1.0, "recall-0.15": 1.0, "recall-0.25": 1.0, @@ -3626,12 +3626,12 @@ Results of the model in various experiments on different datasets. \ }, "knee_left": { "count": 200, - "mean": 0.021163, + "mean": 0.021165, "median": 0.014626, - "std": 0.028913, - "sem": 0.00205, - "min": 0.002767, - "max": 0.277156, + "std": 0.028929, + "sem": 0.002051, + "min": 0.002765, + "max": 0.277651, "recall-0.025": 0.78, "recall-0.05": 0.96, "recall-0.1": 0.975, @@ -3642,14 +3642,14 @@ Results of the model in various experiments on different datasets. \ }, "knee_right": { "count": 200, - "mean": 0.017396, - "median": 0.013855, - "std": 0.01809, - "sem": 0.001282, + "mean": 0.017451, + "median": 0.013863, + "std": 0.018193, + "sem": 0.00129, "min": 0.001389, - "max": 0.180907, + "max": 0.18093, "recall-0.025": 0.83, - "recall-0.05": 0.985, + "recall-0.05": 0.98, "recall-0.1": 0.99, "recall-0.15": 0.995, "recall-0.25": 1.0, @@ -3658,12 +3658,12 @@ Results of the model in various experiments on different datasets. \ }, "ankle_left": { "count": 200, - "mean": 0.015375, + "mean": 0.015379, "median": 0.011036, - "std": 0.023223, - "sem": 0.001646, - "min": 0.001616, - "max": 0.260494, + "std": 0.023267, + "sem": 0.001649, + "min": 0.001617, + "max": 0.261342, "recall-0.025": 0.93, "recall-0.05": 0.975, "recall-0.1": 0.985, @@ -3674,12 +3674,12 @@ Results of the model in various experiments on different datasets. \ }, "ankle_right": { "count": 200, - "mean": 0.017668, - "median": 0.010219, - "std": 0.031758, + "mean": 0.017662, + "median": 0.010218, + "std": 0.03176, "sem": 0.002251, "min": 0.00132, - "max": 0.333612, + "max": 0.333445, "recall-0.025": 0.885, "recall-0.05": 0.955, "recall-0.1": 0.975, @@ -3690,9 +3690,9 @@ Results of the model in various experiments on different datasets. \ }, "joint_recalls": { "num_labels": 2600, - "recall-0.025": 0.67577, - "recall-0.05": 0.92346, - "recall-0.1": 0.98462, + "recall-0.025": 0.67423, + "recall-0.05": 0.92231, + "recall-0.1": 0.98423, "recall-0.15": 0.995, "recall-0.25": 0.99808, "recall-0.5": 1.0 @@ -3709,27 +3709,27 @@ Results of the model in various experiments on different datasets. \ ```json { - "img_loading": 0.0234196, - "demosaicing": 0.000593971, - "avg_time_2d": 0.0114823, - "avg_time_3d": 0.000122483, + "img_loading": 0.0236518, + "demosaicing": 0.000602851, + "avg_time_2d": 0.0113845, + "avg_time_3d": 0.000125986, "time_tracks": 0, - "fps": 81.9754 + "fps": 82.5534 } { "triangulator_calls": 200, - "init_time": 2.87368e-06, - "undistort_time": 2.52289e-05, - "project_time": 1.6155e-08, - "match_time": 1.621e-08, - "pairs_time": 1.89415e-07, - "pair_scoring_time": 5.94676e-06, - "grouping_time": 1.37823e-06, - "full_time": 4.40063e-05, - "merge_time": 1.42778e-05, - "post_time": 2.30319e-05, - "convert_time": 3.4937e-07, - "total_time": 0.000117547 + "init_time": 2.97396e-06, + "undistort_time": 2.5562e-05, + "project_time": 1.603e-08, + "match_time": 1.6665e-08, + "pairs_time": 1.9097e-07, + "pair_scoring_time": 6.17438e-06, + "grouping_time": 1.39008e-06, + "full_time": 4.7166e-05, + "merge_time": 1.44189e-05, + "post_time": 2.28388e-05, + "convert_time": 3.08945e-07, + "total_time": 0.000121292 } { "person_nums": { @@ -3748,12 +3748,12 @@ Results of the model in various experiments on different datasets. \ }, "mpjpe": { "count": 200, - "mean": 0.04567, - "median": 0.042488, - "std": 0.01579, - "sem": 0.001119, - "min": 0.02021, - "max": 0.097066, + "mean": 0.045694, + "median": 0.042585, + "std": 0.01577, + "sem": 0.001118, + "min": 0.020208, + "max": 0.097037, "recall-0.025": 0.025, "recall-0.05": 0.715, "recall-0.1": 1.0, @@ -3761,8 +3761,8 @@ Results of the model in various experiments on different datasets. \ "recall-0.25": 1.0, "recall-0.5": 1.0, "num_labels": 200, - "ap-0.025": 0.01062, - "ap-0.05": 0.62701, + "ap-0.025": 0.0106, + "ap-0.05": 0.626969, "ap-0.1": 1.0, "ap-0.15": 1.0, "ap-0.25": 1.0, @@ -3770,14 +3770,14 @@ Results of the model in various experiments on different datasets. \ }, "nose": { "count": 200, - "mean": 0.047652, - "median": 0.031058, - "std": 0.040438, - "sem": 0.002867, - "min": 0.003116, - "max": 0.214291, - "recall-0.025": 0.41, - "recall-0.05": 0.665, + "mean": 0.047529, + "median": 0.031086, + "std": 0.040302, + "sem": 0.002857, + "min": 0.003118, + "max": 0.214701, + "recall-0.025": 0.405, + "recall-0.05": 0.67, "recall-0.1": 0.86, "recall-0.15": 0.98, "recall-0.25": 1.0, @@ -3786,13 +3786,13 @@ Results of the model in various experiments on different datasets. \ }, "eye_left": { "count": 200, - "mean": 0.039569, - "median": 0.027184, - "std": 0.032373, - "sem": 0.002295, + "mean": 0.03943, + "median": 0.027036, + "std": 0.032423, + "sem": 0.002298, "min": 0.006846, - "max": 0.176459, - "recall-0.025": 0.445, + "max": 0.176441, + "recall-0.025": 0.45, "recall-0.05": 0.77, "recall-0.1": 0.925, "recall-0.15": 0.99, @@ -3802,13 +3802,13 @@ Results of the model in various experiments on different datasets. \ }, "eye_right": { "count": 200, - "mean": 0.045434, - "median": 0.032483, - "std": 0.036927, - "sem": 0.002618, + "mean": 0.044906, + "median": 0.030087, + "std": 0.036909, + "sem": 0.002616, "min": 0.003578, - "max": 0.213848, - "recall-0.025": 0.405, + "max": 0.214001, + "recall-0.025": 0.415, "recall-0.05": 0.64, "recall-0.1": 0.915, "recall-0.15": 0.985, @@ -3819,11 +3819,11 @@ Results of the model in various experiments on different datasets. \ "ear_left": { "count": 200, "mean": 0.030034, - "median": 0.024802, - "std": 0.023356, + "median": 0.024801, + "std": 0.02336, "sem": 0.001656, - "min": 0.004202, - "max": 0.219616, + "min": 0.004206, + "max": 0.219648, "recall-0.025": 0.515, "recall-0.05": 0.855, "recall-0.1": 0.99, @@ -3834,13 +3834,13 @@ Results of the model in various experiments on different datasets. \ }, "ear_right": { "count": 200, - "mean": 0.043015, - "median": 0.039425, - "std": 0.026459, - "sem": 0.001876, + "mean": 0.042982, + "median": 0.03939, + "std": 0.026424, + "sem": 0.001873, "min": 0.002505, - "max": 0.138899, - "recall-0.025": 0.295, + "max": 0.1389, + "recall-0.025": 0.29, "recall-0.05": 0.63, "recall-0.1": 0.97, "recall-0.15": 1.0, @@ -3850,14 +3850,14 @@ Results of the model in various experiments on different datasets. \ }, "shoulder_left": { "count": 200, - "mean": 0.023877, + "mean": 0.023787, "median": 0.021513, - "std": 0.014109, - "sem": 0.001, - "min": 0.002461, - "max": 0.104549, + "std": 0.013992, + "sem": 0.000992, + "min": 0.002459, + "max": 0.104556, "recall-0.025": 0.63, - "recall-0.05": 0.95, + "recall-0.05": 0.955, "recall-0.1": 0.995, "recall-0.15": 1.0, "recall-0.25": 1.0, @@ -3867,11 +3867,11 @@ Results of the model in various experiments on different datasets. \ "shoulder_right": { "count": 200, "mean": 0.02695, - "median": 0.0233, - "std": 0.014795, + "median": 0.023297, + "std": 0.014794, "sem": 0.001049, "min": 0.004178, - "max": 0.072909, + "max": 0.072926, "recall-0.025": 0.545, "recall-0.05": 0.905, "recall-0.1": 1.0, @@ -3883,11 +3883,11 @@ Results of the model in various experiments on different datasets. \ "elbow_left": { "count": 200, "mean": 0.021677, - "median": 0.016634, - "std": 0.023216, - "sem": 0.001646, + "median": 0.01665, + "std": 0.023203, + "sem": 0.001645, "min": 0.002008, - "max": 0.247412, + "max": 0.246988, "recall-0.025": 0.73, "recall-0.05": 0.95, "recall-0.1": 0.99, @@ -3898,9 +3898,9 @@ Results of the model in various experiments on different datasets. \ }, "elbow_right": { "count": 200, - "mean": 0.024505, - "median": 0.017624, - "std": 0.019537, + "mean": 0.024507, + "median": 0.017626, + "std": 0.019539, "sem": 0.001385, "min": 0.003031, "max": 0.103508, @@ -3914,62 +3914,62 @@ Results of the model in various experiments on different datasets. \ }, "wrist_left": { "count": 200, - "mean": 0.027435, + "mean": 0.026496, "median": 0.017966, - "std": 0.029582, - "sem": 0.002097, - "min": 0.003329, - "max": 0.23237, - "recall-0.025": 0.645, - "recall-0.05": 0.895, - "recall-0.1": 0.97, - "recall-0.15": 0.98, + "std": 0.02648, + "sem": 0.001877, + "min": 0.003326, + "max": 0.218792, + "recall-0.025": 0.65, + "recall-0.05": 0.9, + "recall-0.1": 0.975, + "recall-0.15": 0.985, "recall-0.25": 1.0, "recall-0.5": 1.0, "num_labels": 200 }, "wrist_right": { "count": 200, - "mean": 0.036665, - "median": 0.022618, - "std": 0.048261, - "sem": 0.003421, - "min": 0.002976, - "max": 0.371082, + "mean": 0.036509, + "median": 0.022616, + "std": 0.047237, + "sem": 0.003349, + "min": 0.002978, + "max": 0.371018, "recall-0.025": 0.575, "recall-0.05": 0.825, "recall-0.1": 0.95, "recall-0.15": 0.97, - "recall-0.25": 0.98, + "recall-0.25": 0.985, "recall-0.5": 1.0, "num_labels": 200 }, "hip_left": { "count": 200, - "mean": 0.035064, - "median": 0.029984, - "std": 0.022685, - "sem": 0.001608, - "min": 0.005819, - "max": 0.176941, - "recall-0.025": 0.38, - "recall-0.05": 0.815, - "recall-0.1": 0.98, - "recall-0.15": 0.995, + "mean": 0.034698, + "median": 0.030328, + "std": 0.020265, + "sem": 0.001437, + "min": 0.005821, + "max": 0.124855, + "recall-0.025": 0.37, + "recall-0.05": 0.81, + "recall-0.1": 0.99, + "recall-0.15": 1.0, "recall-0.25": 1.0, "recall-0.5": 1.0, "num_labels": 200 }, "hip_right": { "count": 200, - "mean": 0.033735, - "median": 0.030102, - "std": 0.018224, - "sem": 0.001292, - "min": 0.00097, - "max": 0.117044, + "mean": 0.033585, + "median": 0.030385, + "std": 0.017921, + "sem": 0.00127, + "min": 0.000974, + "max": 0.116796, "recall-0.025": 0.38, - "recall-0.05": 0.85, + "recall-0.05": 0.855, "recall-0.1": 0.995, "recall-0.15": 1.0, "recall-0.25": 1.0, @@ -3978,12 +3978,12 @@ Results of the model in various experiments on different datasets. \ }, "knee_left": { "count": 200, - "mean": 0.020595, - "median": 0.015311, + "mean": 0.020597, + "median": 0.015317, "std": 0.021856, "sem": 0.001549, - "min": 0.002048, - "max": 0.197537, + "min": 0.002049, + "max": 0.197592, "recall-0.025": 0.76, "recall-0.05": 0.945, "recall-0.1": 0.98, @@ -3994,12 +3994,12 @@ Results of the model in various experiments on different datasets. \ }, "knee_right": { "count": 200, - "mean": 0.021333, - "median": 0.015069, - "std": 0.024815, - "sem": 0.001759, + "mean": 0.021335, + "median": 0.015065, + "std": 0.024825, + "sem": 0.00176, "min": 0.002367, - "max": 0.216081, + "max": 0.216296, "recall-0.025": 0.81, "recall-0.05": 0.94, "recall-0.1": 0.975, @@ -4010,12 +4010,12 @@ Results of the model in various experiments on different datasets. \ }, "ankle_left": { "count": 200, - "mean": 0.017341, - "median": 0.012738, - "std": 0.020491, - "sem": 0.001453, + "mean": 0.01734, + "median": 0.012737, + "std": 0.020488, + "sem": 0.001452, "min": 0.001469, - "max": 0.155266, + "max": 0.155261, "recall-0.025": 0.865, "recall-0.05": 0.965, "recall-0.1": 0.975, @@ -4026,12 +4026,12 @@ Results of the model in various experiments on different datasets. \ }, "ankle_right": { "count": 200, - "mean": 0.017116, - "median": 0.0125, - "std": 0.021011, + "mean": 0.017118, + "median": 0.012501, + "std": 0.021012, "sem": 0.001489, "min": 0.001497, - "max": 0.193888, + "max": 0.193882, "recall-0.025": 0.86, "recall-0.05": 0.965, "recall-0.1": 0.985, @@ -4042,14 +4042,14 @@ Results of the model in various experiments on different datasets. \ }, "foot_toe_big_left": { "count": 200, - "mean": 0.029415, - "median": 0.019869, - "std": 0.033826, - "sem": 0.002398, - "min": 0.00136, - "max": 0.292789, - "recall-0.025": 0.61, - "recall-0.05": 0.885, + "mean": 0.029202, + "median": 0.019657, + "std": 0.033802, + "sem": 0.002396, + "min": 0.001359, + "max": 0.293063, + "recall-0.025": 0.615, + "recall-0.05": 0.89, "recall-0.1": 0.965, "recall-0.15": 0.98, "recall-0.25": 0.995, @@ -4058,12 +4058,12 @@ Results of the model in various experiments on different datasets. \ }, "foot_toe_small_left": { "count": 200, - "mean": 0.0235, - "median": 0.016685, - "std": 0.03086, - "sem": 0.002188, - "min": 0.001576, - "max": 0.302265, + "mean": 0.023459, + "median": 0.016682, + "std": 0.03085, + "sem": 0.002187, + "min": 0.001577, + "max": 0.302547, "recall-0.025": 0.745, "recall-0.05": 0.945, "recall-0.1": 0.965, @@ -4074,14 +4074,14 @@ Results of the model in various experiments on different datasets. \ }, "foot_heel_left": { "count": 200, - "mean": 0.024912, - "median": 0.019353, - "std": 0.027076, - "sem": 0.001919, - "min": 0.001328, + "mean": 0.024914, + "median": 0.019354, + "std": 0.027085, + "sem": 0.00192, + "min": 0.001326, "max": 0.250806, "recall-0.025": 0.69, - "recall-0.05": 0.955, + "recall-0.05": 0.96, "recall-0.1": 0.98, "recall-0.15": 0.99, "recall-0.25": 0.995, @@ -4090,12 +4090,12 @@ Results of the model in various experiments on different datasets. \ }, "foot_toe_big_right": { "count": 200, - "mean": 0.02901, - "median": 0.02184, - "std": 0.030211, - "sem": 0.002142, - "min": 0.001041, - "max": 0.268712, + "mean": 0.028907, + "median": 0.021849, + "std": 0.030185, + "sem": 0.00214, + "min": 0.001044, + "max": 0.268684, "recall-0.025": 0.61, "recall-0.05": 0.92, "recall-0.1": 0.96, @@ -4106,12 +4106,12 @@ Results of the model in various experiments on different datasets. \ }, "foot_toe_small_right": { "count": 200, - "mean": 0.030329, - "median": 0.020855, - "std": 0.036213, - "sem": 0.002567, + "mean": 0.03032, + "median": 0.020842, + "std": 0.036222, + "sem": 0.002568, "min": 0.001543, - "max": 0.272089, + "max": 0.272519, "recall-0.025": 0.59, "recall-0.05": 0.885, "recall-0.1": 0.965, @@ -4122,12 +4122,12 @@ Results of the model in various experiments on different datasets. \ }, "foot_heel_right": { "count": 200, - "mean": 0.024686, - "median": 0.018502, - "std": 0.024944, - "sem": 0.001768, - "min": 0.002751, - "max": 0.192564, + "mean": 0.024638, + "median": 0.018515, + "std": 0.024969, + "sem": 0.00177, + "min": 0.002749, + "max": 0.192561, "recall-0.025": 0.7, "recall-0.05": 0.925, "recall-0.1": 0.98, @@ -4138,30 +4138,30 @@ Results of the model in various experiments on different datasets. \ }, "face_jaw_right_1": { "count": 200, - "mean": 0.100806, - "median": 0.086277, - "std": 0.059757, - "sem": 0.004236, - "min": 0.009981, - "max": 0.381206, - "recall-0.025": 0.045, + "mean": 0.101389, + "median": 0.086282, + "std": 0.060224, + "sem": 0.004269, + "min": 0.00998, + "max": 0.381396, + "recall-0.025": 0.04, "recall-0.05": 0.22, - "recall-0.1": 0.575, - "recall-0.15": 0.795, + "recall-0.1": 0.57, + "recall-0.15": 0.79, "recall-0.25": 0.985, "recall-0.5": 1.0, "num_labels": 200 }, "face_jaw_right_2": { "count": 200, - "mean": 0.10077, - "median": 0.081581, - "std": 0.056336, - "sem": 0.003994, - "min": 0.016171, - "max": 0.363404, + "mean": 0.10034, + "median": 0.080606, + "std": 0.056658, + "sem": 0.004016, + "min": 0.016163, + "max": 0.363598, "recall-0.025": 0.01, - "recall-0.05": 0.165, + "recall-0.05": 0.175, "recall-0.1": 0.605, "recall-0.15": 0.825, "recall-0.25": 0.985, @@ -4170,31 +4170,31 @@ Results of the model in various experiments on different datasets. \ }, "face_jaw_right_3": { "count": 200, - "mean": 0.105189, - "median": 0.089891, - "std": 0.06148, - "sem": 0.004358, + "mean": 0.104006, + "median": 0.088197, + "std": 0.061925, + "sem": 0.00439, "min": 0.011698, - "max": 0.361765, + "max": 0.361975, "recall-0.025": 0.02, - "recall-0.05": 0.155, - "recall-0.1": 0.57, - "recall-0.15": 0.77, - "recall-0.25": 0.98, + "recall-0.05": 0.165, + "recall-0.1": 0.58, + "recall-0.15": 0.785, + "recall-0.25": 0.975, "recall-0.5": 1.0, "num_labels": 200 }, "face_jaw_right_4": { "count": 200, - "mean": 0.111188, - "median": 0.098492, - "std": 0.06834, - "sem": 0.004845, - "min": 0.008216, - "max": 0.418485, + "mean": 0.110835, + "median": 0.096513, + "std": 0.068358, + "sem": 0.004846, + "min": 0.008217, + "max": 0.418697, "recall-0.025": 0.04, - "recall-0.05": 0.195, - "recall-0.1": 0.505, + "recall-0.05": 0.19, + "recall-0.1": 0.515, "recall-0.15": 0.725, "recall-0.25": 0.965, "recall-0.5": 1.0, @@ -4202,31 +4202,31 @@ Results of the model in various experiments on different datasets. \ }, "face_jaw_right_5": { "count": 200, - "mean": 0.106364, - "median": 0.094474, - "std": 0.062977, - "sem": 0.004464, - "min": 0.008237, - "max": 0.32865, + "mean": 0.107173, + "median": 0.094807, + "std": 0.063554, + "sem": 0.004505, + "min": 0.008238, + "max": 0.328855, "recall-0.025": 0.055, "recall-0.05": 0.21, - "recall-0.1": 0.52, - "recall-0.15": 0.71, + "recall-0.1": 0.515, + "recall-0.15": 0.7, "recall-0.25": 0.99, "recall-0.5": 1.0, "num_labels": 200 }, "face_jaw_right_6": { "count": 199, - "mean": 0.094395, - "median": 0.079471, - "std": 0.060745, - "sem": 0.004317, - "min": 0.002111, - "max": 0.312948, + "mean": 0.094276, + "median": 0.079472, + "std": 0.0606, + "sem": 0.004307, + "min": 0.002105, + "max": 0.313123, "recall-0.025": 0.095, - "recall-0.05": 0.305, - "recall-0.1": 0.605, + "recall-0.05": 0.3, + "recall-0.1": 0.61, "recall-0.15": 0.735, "recall-0.25": 0.985, "recall-0.5": 0.995, @@ -4234,14 +4234,14 @@ Results of the model in various experiments on different datasets. \ }, "face_jaw_right_7": { "count": 200, - "mean": 0.086687, - "median": 0.073141, - "std": 0.062301, - "sem": 0.004416, - "min": 0.003043, - "max": 0.439512, - "recall-0.025": 0.165, - "recall-0.05": 0.39, + "mean": 0.08754, + "median": 0.076566, + "std": 0.061752, + "sem": 0.004377, + "min": 0.003054, + "max": 0.439218, + "recall-0.025": 0.15, + "recall-0.05": 0.375, "recall-0.1": 0.62, "recall-0.15": 0.835, "recall-0.25": 0.99, @@ -4250,46 +4250,46 @@ Results of the model in various experiments on different datasets. \ }, "face_jaw_right_8": { "count": 200, - "mean": 0.070683, - "median": 0.053598, - "std": 0.052587, - "sem": 0.003728, - "min": 0.007072, - "max": 0.298629, - "recall-0.025": 0.22, - "recall-0.05": 0.485, - "recall-0.1": 0.715, - "recall-0.15": 0.915, + "mean": 0.071756, + "median": 0.054815, + "std": 0.05316, + "sem": 0.003768, + "min": 0.007102, + "max": 0.298732, + "recall-0.025": 0.215, + "recall-0.05": 0.48, + "recall-0.1": 0.705, + "recall-0.15": 0.91, "recall-0.25": 0.99, "recall-0.5": 1.0, "num_labels": 200 }, "face_jaw_middle": { "count": 200, - "mean": 0.057702, - "median": 0.048632, - "std": 0.044379, - "sem": 0.003146, - "min": 0.006056, - "max": 0.335798, + "mean": 0.058525, + "median": 0.049091, + "std": 0.044951, + "sem": 0.003186, + "min": 0.006059, + "max": 0.335408, "recall-0.025": 0.305, - "recall-0.05": 0.515, - "recall-0.1": 0.835, - "recall-0.15": 0.975, + "recall-0.05": 0.51, + "recall-0.1": 0.825, + "recall-0.15": 0.97, "recall-0.25": 0.995, "recall-0.5": 1.0, "num_labels": 200 }, "face_jaw_left_1": { "count": 200, - "mean": 0.061201, - "median": 0.042841, - "std": 0.051965, - "sem": 0.003684, + "mean": 0.061448, + "median": 0.04348, + "std": 0.051809, + "sem": 0.003673, "min": 0.00758, - "max": 0.32832, - "recall-0.025": 0.3, - "recall-0.05": 0.57, + "max": 0.327946, + "recall-0.025": 0.285, + "recall-0.05": 0.565, "recall-0.1": 0.805, "recall-0.15": 0.915, "recall-0.25": 0.995, @@ -4298,30 +4298,30 @@ Results of the model in various experiments on different datasets. \ }, "face_jaw_left_2": { "count": 200, - "mean": 0.070127, - "median": 0.055077, - "std": 0.055593, - "sem": 0.003941, - "min": 0.002719, - "max": 0.340265, - "recall-0.025": 0.255, + "mean": 0.071295, + "median": 0.055079, + "std": 0.056499, + "sem": 0.004005, + "min": 0.002722, + "max": 0.340231, + "recall-0.025": 0.25, "recall-0.05": 0.475, - "recall-0.1": 0.705, - "recall-0.15": 0.905, + "recall-0.1": 0.7, + "recall-0.15": 0.895, "recall-0.25": 0.99, "recall-0.5": 1.0, "num_labels": 200 }, "face_jaw_left_3": { "count": 200, - "mean": 0.077294, - "median": 0.059244, - "std": 0.05468, - "sem": 0.003876, - "min": 0.005407, - "max": 0.275095, - "recall-0.025": 0.18, - "recall-0.05": 0.425, + "mean": 0.077426, + "median": 0.059309, + "std": 0.054567, + "sem": 0.003868, + "min": 0.005418, + "max": 0.27513, + "recall-0.025": 0.175, + "recall-0.05": 0.42, "recall-0.1": 0.675, "recall-0.15": 0.865, "recall-0.25": 0.995, @@ -4330,47 +4330,47 @@ Results of the model in various experiments on different datasets. \ }, "face_jaw_left_4": { "count": 200, - "mean": 0.083949, - "median": 0.068776, - "std": 0.058678, - "sem": 0.00416, - "min": 0.00262, - "max": 0.23245, - "recall-0.025": 0.185, - "recall-0.05": 0.375, - "recall-0.1": 0.655, - "recall-0.15": 0.8, + "mean": 0.082237, + "median": 0.065467, + "std": 0.058693, + "sem": 0.004161, + "min": 0.002624, + "max": 0.232451, + "recall-0.025": 0.195, + "recall-0.05": 0.39, + "recall-0.1": 0.665, + "recall-0.15": 0.805, "recall-0.25": 1.0, "recall-0.5": 1.0, "num_labels": 200 }, "face_jaw_left_5": { "count": 200, - "mean": 0.080847, - "median": 0.066897, - "std": 0.057115, - "sem": 0.004049, - "min": 0.002099, - "max": 0.231347, - "recall-0.025": 0.175, - "recall-0.05": 0.37, + "mean": 0.079915, + "median": 0.065139, + "std": 0.056685, + "sem": 0.004018, + "min": 0.002097, + "max": 0.231336, + "recall-0.025": 0.18, + "recall-0.05": 0.38, "recall-0.1": 0.69, - "recall-0.15": 0.835, + "recall-0.15": 0.84, "recall-0.25": 1.0, "recall-0.5": 1.0, "num_labels": 200 }, "face_jaw_left_6": { "count": 200, - "mean": 0.069914, - "median": 0.056567, - "std": 0.050772, - "sem": 0.003599, - "min": 0.007855, - "max": 0.217777, - "recall-0.025": 0.185, - "recall-0.05": 0.435, - "recall-0.1": 0.76, + "mean": 0.071369, + "median": 0.058001, + "std": 0.050805, + "sem": 0.003601, + "min": 0.007856, + "max": 0.217769, + "recall-0.025": 0.18, + "recall-0.05": 0.415, + "recall-0.1": 0.745, "recall-0.15": 0.89, "recall-0.25": 1.0, "recall-0.5": 1.0, @@ -4378,46 +4378,46 @@ Results of the model in various experiments on different datasets. \ }, "face_jaw_left_7": { "count": 200, - "mean": 0.071611, - "median": 0.056081, - "std": 0.051785, - "sem": 0.003671, - "min": 0.006691, - "max": 0.263077, - "recall-0.025": 0.16, + "mean": 0.071492, + "median": 0.054813, + "std": 0.05229, + "sem": 0.003707, + "min": 0.006689, + "max": 0.263285, + "recall-0.025": 0.165, "recall-0.05": 0.435, "recall-0.1": 0.775, - "recall-0.15": 0.895, + "recall-0.15": 0.89, "recall-0.25": 0.995, "recall-0.5": 1.0, "num_labels": 200 }, "face_jaw_left_8": { "count": 200, - "mean": 0.070724, - "median": 0.057651, - "std": 0.050881, - "sem": 0.003607, - "min": 0.005732, - "max": 0.260885, - "recall-0.025": 0.14, - "recall-0.05": 0.435, - "recall-0.1": 0.755, - "recall-0.15": 0.905, + "mean": 0.07071, + "median": 0.05652, + "std": 0.051421, + "sem": 0.003645, + "min": 0.005746, + "max": 0.261011, + "recall-0.025": 0.145, + "recall-0.05": 0.45, + "recall-0.1": 0.75, + "recall-0.15": 0.9, "recall-0.25": 0.995, "recall-0.5": 1.0, "num_labels": 200 }, "face_eyebrow_right_1": { "count": 200, - "mean": 0.063989, - "median": 0.048765, - "std": 0.047785, - "sem": 0.003387, - "min": 0.003321, - "max": 0.2673, - "recall-0.025": 0.255, - "recall-0.05": 0.53, + "mean": 0.06422, + "median": 0.049276, + "std": 0.047601, + "sem": 0.003374, + "min": 0.003325, + "max": 0.26731, + "recall-0.025": 0.25, + "recall-0.05": 0.525, "recall-0.1": 0.755, "recall-0.15": 0.96, "recall-0.25": 0.995, @@ -4426,45 +4426,45 @@ Results of the model in various experiments on different datasets. \ }, "face_eyebrow_right_2": { "count": 199, - "mean": 0.054431, - "median": 0.03753, - "std": 0.043371, - "sem": 0.003082, - "min": 0.002469, - "max": 0.205914, - "recall-0.025": 0.33, - "recall-0.05": 0.575, - "recall-0.1": 0.81, - "recall-0.15": 0.97, + "mean": 0.054667, + "median": 0.037577, + "std": 0.043763, + "sem": 0.00311, + "min": 0.002466, + "max": 0.205656, + "recall-0.025": 0.325, + "recall-0.05": 0.58, + "recall-0.1": 0.805, + "recall-0.15": 0.965, "recall-0.25": 0.995, "recall-0.5": 0.995, "num_labels": 200 }, "face_eyebrow_right_3": { "count": 199, - "mean": 0.04738, - "median": 0.03009, - "std": 0.041331, - "sem": 0.002937, - "min": 0.005891, - "max": 0.233247, + "mean": 0.046386, + "median": 0.030098, + "std": 0.038982, + "sem": 0.00277, + "min": 0.00589, + "max": 0.167629, "recall-0.025": 0.42, "recall-0.05": 0.665, - "recall-0.1": 0.845, - "recall-0.15": 0.98, + "recall-0.1": 0.85, + "recall-0.15": 0.985, "recall-0.25": 0.995, "recall-0.5": 0.995, "num_labels": 200 }, "face_eyebrow_right_4": { "count": 200, - "mean": 0.04042, - "median": 0.022879, - "std": 0.037649, - "sem": 0.002669, - "min": 0.002654, - "max": 0.21487, - "recall-0.025": 0.525, + "mean": 0.040595, + "median": 0.023172, + "std": 0.037577, + "sem": 0.002664, + "min": 0.002626, + "max": 0.21493, + "recall-0.025": 0.52, "recall-0.05": 0.705, "recall-0.1": 0.92, "recall-0.15": 0.99, @@ -4474,14 +4474,14 @@ Results of the model in various experiments on different datasets. \ }, "face_eyebrow_right_5": { "count": 200, - "mean": 0.036687, - "median": 0.020147, - "std": 0.038727, - "sem": 0.002745, - "min": 0.001237, - "max": 0.265898, - "recall-0.025": 0.57, - "recall-0.05": 0.755, + "mean": 0.037465, + "median": 0.020372, + "std": 0.03907, + "sem": 0.00277, + "min": 0.001244, + "max": 0.266059, + "recall-0.025": 0.56, + "recall-0.05": 0.745, "recall-0.1": 0.92, "recall-0.15": 0.985, "recall-0.25": 0.995, @@ -4490,13 +4490,13 @@ Results of the model in various experiments on different datasets. \ }, "face_eyebrow_left_1": { "count": 200, - "mean": 0.033034, - "median": 0.020078, - "std": 0.031319, - "sem": 0.00222, - "min": 0.004177, - "max": 0.1774, - "recall-0.025": 0.605, + "mean": 0.033144, + "median": 0.020388, + "std": 0.031288, + "sem": 0.002218, + "min": 0.004173, + "max": 0.177476, + "recall-0.025": 0.6, "recall-0.05": 0.8, "recall-0.1": 0.945, "recall-0.15": 0.99, @@ -4506,14 +4506,14 @@ Results of the model in various experiments on different datasets. \ }, "face_eyebrow_left_2": { "count": 200, - "mean": 0.033616, - "median": 0.019511, - "std": 0.034052, - "sem": 0.002414, - "min": 0.003428, - "max": 0.270658, - "recall-0.025": 0.59, - "recall-0.05": 0.77, + "mean": 0.033163, + "median": 0.019325, + "std": 0.034038, + "sem": 0.002413, + "min": 0.003425, + "max": 0.270751, + "recall-0.025": 0.6, + "recall-0.05": 0.775, "recall-0.1": 0.945, "recall-0.15": 0.99, "recall-0.25": 0.995, @@ -4522,15 +4522,15 @@ Results of the model in various experiments on different datasets. \ }, "face_eyebrow_left_3": { "count": 200, - "mean": 0.033342, + "mean": 0.033916, "median": 0.020983, - "std": 0.03149, - "sem": 0.002232, - "min": 0.001738, - "max": 0.158501, - "recall-0.025": 0.565, - "recall-0.05": 0.805, - "recall-0.1": 0.945, + "std": 0.031994, + "sem": 0.002268, + "min": 0.001736, + "max": 0.158495, + "recall-0.025": 0.56, + "recall-0.05": 0.8, + "recall-0.1": 0.94, "recall-0.15": 0.995, "recall-0.25": 1.0, "recall-0.5": 1.0, @@ -4538,14 +4538,14 @@ Results of the model in various experiments on different datasets. \ }, "face_eyebrow_left_4": { "count": 200, - "mean": 0.03789, - "median": 0.026008, - "std": 0.03445, - "sem": 0.002442, + "mean": 0.038148, + "median": 0.025397, + "std": 0.034707, + "sem": 0.00246, "min": 0.002842, - "max": 0.166391, - "recall-0.025": 0.495, - "recall-0.05": 0.755, + "max": 0.166384, + "recall-0.025": 0.5, + "recall-0.05": 0.75, "recall-0.1": 0.93, "recall-0.15": 0.985, "recall-0.25": 1.0, @@ -4554,15 +4554,15 @@ Results of the model in various experiments on different datasets. \ }, "face_eyebrow_left_5": { "count": 200, - "mean": 0.039039, - "median": 0.026809, - "std": 0.03531, - "sem": 0.002503, - "min": 0.003918, - "max": 0.20988, - "recall-0.025": 0.46, - "recall-0.05": 0.76, - "recall-0.1": 0.925, + "mean": 0.040884, + "median": 0.027324, + "std": 0.036958, + "sem": 0.00262, + "min": 0.00392, + "max": 0.209823, + "recall-0.025": 0.45, + "recall-0.05": 0.74, + "recall-0.1": 0.905, "recall-0.15": 0.985, "recall-0.25": 1.0, "recall-0.5": 1.0, @@ -4570,14 +4570,14 @@ Results of the model in various experiments on different datasets. \ }, "face_nose_1": { "count": 200, - "mean": 0.037826, - "median": 0.023199, - "std": 0.037374, - "sem": 0.002649, - "min": 0.003488, - "max": 0.26484, - "recall-0.025": 0.55, - "recall-0.05": 0.75, + "mean": 0.03818, + "median": 0.023553, + "std": 0.037328, + "sem": 0.002646, + "min": 0.00348, + "max": 0.265282, + "recall-0.025": 0.54, + "recall-0.05": 0.745, "recall-0.1": 0.945, "recall-0.15": 0.985, "recall-0.25": 0.995, @@ -4586,13 +4586,13 @@ Results of the model in various experiments on different datasets. \ }, "face_nose_2": { "count": 200, - "mean": 0.039461, - "median": 0.024274, - "std": 0.037399, - "sem": 0.002651, - "min": 0.004638, - "max": 0.227019, - "recall-0.025": 0.505, + "mean": 0.039233, + "median": 0.023941, + "std": 0.037576, + "sem": 0.002664, + "min": 0.004029, + "max": 0.227412, + "recall-0.025": 0.51, "recall-0.05": 0.74, "recall-0.1": 0.91, "recall-0.15": 0.98, @@ -4602,14 +4602,14 @@ Results of the model in various experiments on different datasets. \ }, "face_nose_3": { "count": 200, - "mean": 0.040273, - "median": 0.025409, - "std": 0.035761, - "sem": 0.002535, - "min": 0.002915, - "max": 0.213016, + "mean": 0.040279, + "median": 0.025428, + "std": 0.035838, + "sem": 0.00254, + "min": 0.002919, + "max": 0.213405, "recall-0.025": 0.495, - "recall-0.05": 0.705, + "recall-0.05": 0.71, "recall-0.1": 0.925, "recall-0.15": 0.985, "recall-0.25": 1.0, @@ -4618,30 +4618,30 @@ Results of the model in various experiments on different datasets. \ }, "face_nose_4": { "count": 200, - "mean": 0.041313, - "median": 0.026701, - "std": 0.035992, - "sem": 0.002551, - "min": 0.001691, - "max": 0.165993, - "recall-0.025": 0.47, - "recall-0.05": 0.705, - "recall-0.1": 0.915, - "recall-0.15": 0.98, + "mean": 0.042024, + "median": 0.026704, + "std": 0.037338, + "sem": 0.002647, + "min": 0.001693, + "max": 0.192949, + "recall-0.025": 0.465, + "recall-0.05": 0.7, + "recall-0.1": 0.91, + "recall-0.15": 0.975, "recall-0.25": 1.0, "recall-0.5": 1.0, "num_labels": 200 }, "face_nose_5": { "count": 200, - "mean": 0.052864, - "median": 0.038686, - "std": 0.042368, + "mean": 0.052425, + "median": 0.037268, + "std": 0.04236, "sem": 0.003003, - "min": 0.005793, - "max": 0.245392, + "min": 0.005796, + "max": 0.245542, "recall-0.025": 0.365, - "recall-0.05": 0.56, + "recall-0.05": 0.575, "recall-0.1": 0.865, "recall-0.15": 0.97, "recall-0.25": 1.0, @@ -4650,44 +4650,44 @@ Results of the model in various experiments on different datasets. \ }, "face_nose_6": { "count": 200, - "mean": 0.045216, - "median": 0.031177, - "std": 0.035184, - "sem": 0.002494, - "min": 0.00566, - "max": 0.192393, - "recall-0.025": 0.43, - "recall-0.05": 0.625, - "recall-0.1": 0.915, - "recall-0.15": 0.99, + "mean": 0.04547, + "median": 0.030915, + "std": 0.036597, + "sem": 0.002594, + "min": 0.005655, + "max": 0.192344, + "recall-0.025": 0.44, + "recall-0.05": 0.635, + "recall-0.1": 0.91, + "recall-0.15": 0.985, "recall-0.25": 1.0, "recall-0.5": 1.0, "num_labels": 200 }, "face_nose_7": { "count": 200, - "mean": 0.042433, - "median": 0.027386, - "std": 0.037609, - "sem": 0.002666, - "min": 0.00159, - "max": 0.256029, - "recall-0.025": 0.47, - "recall-0.05": 0.69, + "mean": 0.042672, + "median": 0.026362, + "std": 0.039826, + "sem": 0.002823, + "min": 0.00158, + "max": 0.256162, + "recall-0.025": 0.48, + "recall-0.05": 0.7, "recall-0.1": 0.925, - "recall-0.15": 0.985, + "recall-0.15": 0.98, "recall-0.25": 0.995, "recall-0.5": 1.0, "num_labels": 200 }, "face_nose_8": { "count": 200, - "mean": 0.045658, - "median": 0.029116, - "std": 0.04384, + "mean": 0.045707, + "median": 0.029118, + "std": 0.043843, "sem": 0.003108, - "min": 0.001749, - "max": 0.283015, + "min": 0.00175, + "max": 0.283336, "recall-0.025": 0.455, "recall-0.05": 0.69, "recall-0.1": 0.895, @@ -4698,14 +4698,14 @@ Results of the model in various experiments on different datasets. \ }, "face_nose_9": { "count": 200, - "mean": 0.046345, - "median": 0.030177, - "std": 0.039389, - "sem": 0.002792, + "mean": 0.046739, + "median": 0.030468, + "std": 0.039426, + "sem": 0.002795, "min": 0.003951, - "max": 0.236896, - "recall-0.025": 0.415, - "recall-0.05": 0.67, + "max": 0.236916, + "recall-0.025": 0.41, + "recall-0.05": 0.66, "recall-0.1": 0.87, "recall-0.15": 0.98, "recall-0.25": 1.0, @@ -4714,15 +4714,15 @@ Results of the model in various experiments on different datasets. \ }, "face_eye_right_1": { "count": 200, - "mean": 0.055498, - "median": 0.038587, - "std": 0.043479, - "sem": 0.003082, - "min": 0.003017, - "max": 0.235057, + "mean": 0.056024, + "median": 0.039182, + "std": 0.043611, + "sem": 0.003091, + "min": 0.003006, + "max": 0.23523, "recall-0.025": 0.31, - "recall-0.05": 0.595, - "recall-0.1": 0.8, + "recall-0.05": 0.585, + "recall-0.1": 0.795, "recall-0.15": 0.98, "recall-0.25": 1.0, "recall-0.5": 1.0, @@ -4730,14 +4730,14 @@ Results of the model in various experiments on different datasets. \ }, "face_eye_right_2": { "count": 200, - "mean": 0.048824, - "median": 0.031676, - "std": 0.039803, + "mean": 0.049078, + "median": 0.031952, + "std": 0.039811, "sem": 0.002822, - "min": 0.004239, - "max": 0.163181, + "min": 0.00425, + "max": 0.163192, "recall-0.025": 0.39, - "recall-0.05": 0.645, + "recall-0.05": 0.64, "recall-0.1": 0.85, "recall-0.15": 0.99, "recall-0.25": 1.0, @@ -4746,15 +4746,15 @@ Results of the model in various experiments on different datasets. \ }, "face_eye_right_3": { "count": 200, - "mean": 0.043813, - "median": 0.025861, - "std": 0.042559, - "sem": 0.003017, - "min": 0.002762, + "mean": 0.044369, + "median": 0.025859, + "std": 0.043216, + "sem": 0.003064, + "min": 0.002761, "max": 0.343396, "recall-0.025": 0.485, - "recall-0.05": 0.68, - "recall-0.1": 0.88, + "recall-0.05": 0.675, + "recall-0.1": 0.875, "recall-0.15": 0.985, "recall-0.25": 0.995, "recall-0.5": 1.0, @@ -4762,30 +4762,30 @@ Results of the model in various experiments on different datasets. \ }, "face_eye_right_4": { "count": 200, - "mean": 0.043466, - "median": 0.026849, - "std": 0.042297, - "sem": 0.002998, - "min": 0.002851, + "mean": 0.04461, + "median": 0.026938, + "std": 0.043281, + "sem": 0.003068, + "min": 0.002854, "max": 0.330413, - "recall-0.025": 0.48, - "recall-0.05": 0.665, - "recall-0.1": 0.915, - "recall-0.15": 0.985, + "recall-0.025": 0.475, + "recall-0.05": 0.65, + "recall-0.1": 0.91, + "recall-0.15": 0.98, "recall-0.25": 0.99, "recall-0.5": 1.0, "num_labels": 200 }, "face_eye_right_5": { "count": 200, - "mean": 0.044271, - "median": 0.02959, - "std": 0.040355, - "sem": 0.002861, - "min": 0.004383, - "max": 0.313438, - "recall-0.025": 0.415, - "recall-0.05": 0.7, + "mean": 0.044654, + "median": 0.029892, + "std": 0.0403, + "sem": 0.002857, + "min": 0.004391, + "max": 0.31344, + "recall-0.025": 0.405, + "recall-0.05": 0.695, "recall-0.1": 0.895, "recall-0.15": 0.98, "recall-0.25": 0.995, @@ -4794,30 +4794,30 @@ Results of the model in various experiments on different datasets. \ }, "face_eye_right_6": { "count": 200, - "mean": 0.047796, - "median": 0.032125, - "std": 0.039521, - "sem": 0.002802, - "min": 0.002297, - "max": 0.213359, - "recall-0.025": 0.39, - "recall-0.05": 0.655, - "recall-0.1": 0.88, - "recall-0.15": 0.99, + "mean": 0.049431, + "median": 0.03264, + "std": 0.040943, + "sem": 0.002902, + "min": 0.002298, + "max": 0.213508, + "recall-0.025": 0.375, + "recall-0.05": 0.64, + "recall-0.1": 0.87, + "recall-0.15": 0.985, "recall-0.25": 1.0, "recall-0.5": 1.0, "num_labels": 200 }, "face_eye_left_1": { "count": 200, - "mean": 0.039891, - "median": 0.024362, - "std": 0.037739, - "sem": 0.002675, + "mean": 0.040192, + "median": 0.024747, + "std": 0.037786, + "sem": 0.002679, "min": 0.004274, - "max": 0.2801, - "recall-0.025": 0.505, - "recall-0.05": 0.735, + "max": 0.280787, + "recall-0.025": 0.5, + "recall-0.05": 0.73, "recall-0.1": 0.9, "recall-0.15": 0.99, "recall-0.25": 0.995, @@ -4826,15 +4826,15 @@ Results of the model in various experiments on different datasets. \ }, "face_eye_left_2": { "count": 200, - "mean": 0.037237, - "median": 0.020756, - "std": 0.037352, - "sem": 0.002648, + "mean": 0.036628, + "median": 0.020564, + "std": 0.036766, + "sem": 0.002606, "min": 0.004626, - "max": 0.170314, - "recall-0.025": 0.59, - "recall-0.05": 0.78, - "recall-0.1": 0.905, + "max": 0.170431, + "recall-0.025": 0.595, + "recall-0.05": 0.785, + "recall-0.1": 0.91, "recall-0.15": 0.975, "recall-0.25": 1.0, "recall-0.5": 1.0, @@ -4842,30 +4842,30 @@ Results of the model in various experiments on different datasets. \ }, "face_eye_left_3": { "count": 200, - "mean": 0.036896, - "median": 0.021975, - "std": 0.041453, - "sem": 0.002939, - "min": 0.005118, - "max": 0.341488, + "mean": 0.037243, + "median": 0.021977, + "std": 0.042109, + "sem": 0.002985, + "min": 0.005114, + "max": 0.341537, "recall-0.025": 0.58, "recall-0.05": 0.805, - "recall-0.1": 0.915, - "recall-0.15": 0.975, + "recall-0.1": 0.91, + "recall-0.15": 0.97, "recall-0.25": 0.995, "recall-0.5": 1.0, "num_labels": 200 }, "face_eye_left_4": { "count": 200, - "mean": 0.039093, - "median": 0.024357, - "std": 0.040198, - "sem": 0.00285, - "min": 0.003756, - "max": 0.291118, + "mean": 0.039352, + "median": 0.024359, + "std": 0.040407, + "sem": 0.002864, + "min": 0.003763, + "max": 0.291117, "recall-0.025": 0.51, - "recall-0.05": 0.77, + "recall-0.05": 0.765, "recall-0.1": 0.9, "recall-0.15": 0.975, "recall-0.25": 0.995, @@ -4874,12 +4874,12 @@ Results of the model in various experiments on different datasets. \ }, "face_eye_left_5": { "count": 200, - "mean": 0.035265, - "median": 0.021111, - "std": 0.040082, + "mean": 0.035269, + "median": 0.021115, + "std": 0.040083, "sem": 0.002841, "min": 0.004215, - "max": 0.330787, + "max": 0.330767, "recall-0.025": 0.59, "recall-0.05": 0.8, "recall-0.1": 0.915, @@ -4890,14 +4890,14 @@ Results of the model in various experiments on different datasets. \ }, "face_eye_left_6": { "count": 200, - "mean": 0.037046, - "median": 0.021415, - "std": 0.041977, - "sem": 0.002976, - "min": 0.002468, - "max": 0.385689, - "recall-0.025": 0.58, - "recall-0.05": 0.785, + "mean": 0.03712, + "median": 0.021416, + "std": 0.041972, + "sem": 0.002975, + "min": 0.002475, + "max": 0.385713, + "recall-0.025": 0.585, + "recall-0.05": 0.775, "recall-0.1": 0.915, "recall-0.15": 0.985, "recall-0.25": 0.995, @@ -4906,14 +4906,14 @@ Results of the model in various experiments on different datasets. \ }, "face_mouth_1": { "count": 200, - "mean": 0.05519, - "median": 0.037623, - "std": 0.047075, - "sem": 0.003337, + "mean": 0.055682, + "median": 0.038624, + "std": 0.047013, + "sem": 0.003333, "min": 0.003705, - "max": 0.266387, - "recall-0.025": 0.36, - "recall-0.05": 0.59, + "max": 0.266109, + "recall-0.025": 0.355, + "recall-0.05": 0.58, "recall-0.1": 0.825, "recall-0.15": 0.96, "recall-0.25": 0.995, @@ -4922,12 +4922,12 @@ Results of the model in various experiments on different datasets. \ }, "face_mouth_2": { "count": 200, - "mean": 0.051733, - "median": 0.034458, - "std": 0.045147, - "sem": 0.0032, + "mean": 0.051601, + "median": 0.034457, + "std": 0.045113, + "sem": 0.003198, "min": 0.004844, - "max": 0.244212, + "max": 0.244369, "recall-0.025": 0.39, "recall-0.05": 0.63, "recall-0.1": 0.865, @@ -4938,12 +4938,12 @@ Results of the model in various experiments on different datasets. \ }, "face_mouth_3": { "count": 200, - "mean": 0.044357, + "mean": 0.044545, "median": 0.0263, - "std": 0.039491, - "sem": 0.002799, - "min": 0.001243, - "max": 0.228016, + "std": 0.039639, + "sem": 0.00281, + "min": 0.001244, + "max": 0.227925, "recall-0.025": 0.48, "recall-0.05": 0.665, "recall-0.1": 0.91, @@ -4954,12 +4954,12 @@ Results of the model in various experiments on different datasets. \ }, "face_mouth_4": { "count": 200, - "mean": 0.041916, - "median": 0.024816, - "std": 0.038714, - "sem": 0.002744, - "min": 0.002, - "max": 0.242673, + "mean": 0.041895, + "median": 0.024822, + "std": 0.038734, + "sem": 0.002746, + "min": 0.002012, + "max": 0.242811, "recall-0.025": 0.505, "recall-0.05": 0.685, "recall-0.1": 0.92, @@ -4970,13 +4970,13 @@ Results of the model in various experiments on different datasets. \ }, "face_mouth_5": { "count": 200, - "mean": 0.042715, - "median": 0.025363, - "std": 0.041089, - "sem": 0.002913, + "mean": 0.0428, + "median": 0.025504, + "std": 0.041046, + "sem": 0.00291, "min": 0.003197, - "max": 0.278286, - "recall-0.025": 0.495, + "max": 0.278465, + "recall-0.025": 0.49, "recall-0.05": 0.705, "recall-0.1": 0.9, "recall-0.15": 0.975, @@ -4986,14 +4986,14 @@ Results of the model in various experiments on different datasets. \ }, "face_mouth_6": { "count": 200, - "mean": 0.047073, - "median": 0.028012, + "mean": 0.046602, + "median": 0.027337, "std": 0.041766, "sem": 0.002961, - "min": 0.004131, - "max": 0.279798, - "recall-0.025": 0.44, - "recall-0.05": 0.63, + "min": 0.004132, + "max": 0.279984, + "recall-0.025": 0.45, + "recall-0.05": 0.645, "recall-0.1": 0.88, "recall-0.15": 0.98, "recall-0.25": 0.995, @@ -5002,12 +5002,12 @@ Results of the model in various experiments on different datasets. \ }, "face_mouth_7": { "count": 200, - "mean": 0.047237, - "median": 0.030655, - "std": 0.042626, - "sem": 0.003022, + "mean": 0.047372, + "median": 0.030668, + "std": 0.042827, + "sem": 0.003036, "min": 0.002236, - "max": 0.219404, + "max": 0.219553, "recall-0.025": 0.425, "recall-0.05": 0.67, "recall-0.1": 0.855, @@ -5018,14 +5018,14 @@ Results of the model in various experiments on different datasets. \ }, "face_mouth_8": { "count": 200, - "mean": 0.045663, + "mean": 0.045918, "median": 0.026185, - "std": 0.044398, - "sem": 0.003147, + "std": 0.044442, + "sem": 0.00315, "min": 0.003905, - "max": 0.296987, + "max": 0.297167, "recall-0.025": 0.475, - "recall-0.05": 0.66, + "recall-0.05": 0.655, "recall-0.1": 0.875, "recall-0.15": 0.98, "recall-0.25": 0.995, @@ -5034,15 +5034,15 @@ Results of the model in various experiments on different datasets. \ }, "face_mouth_9": { "count": 200, - "mean": 0.043747, - "median": 0.026981, - "std": 0.040509, - "sem": 0.002872, - "min": 0.004094, - "max": 0.252017, - "recall-0.025": 0.465, + "mean": 0.043516, + "median": 0.026915, + "std": 0.040351, + "sem": 0.00286, + "min": 0.004096, + "max": 0.252155, + "recall-0.025": 0.47, "recall-0.05": 0.695, - "recall-0.1": 0.88, + "recall-0.1": 0.885, "recall-0.15": 0.99, "recall-0.25": 0.995, "recall-0.5": 1.0, @@ -5050,30 +5050,30 @@ Results of the model in various experiments on different datasets. \ }, "face_mouth_10": { "count": 200, - "mean": 0.04271, - "median": 0.031473, - "std": 0.034873, - "sem": 0.002472, - "min": 0.004534, - "max": 0.212229, - "recall-0.025": 0.44, - "recall-0.05": 0.68, - "recall-0.1": 0.935, - "recall-0.15": 0.985, + "mean": 0.042749, + "median": 0.030907, + "std": 0.035002, + "sem": 0.002481, + "min": 0.004535, + "max": 0.212237, + "recall-0.025": 0.445, + "recall-0.05": 0.685, + "recall-0.1": 0.93, + "recall-0.15": 0.99, "recall-0.25": 1.0, "recall-0.5": 1.0, "num_labels": 200 }, "face_mouth_11": { "count": 199, - "mean": 0.050356, + "mean": 0.050561, "median": 0.038334, - "std": 0.039689, - "sem": 0.002821, - "min": 0.002754, - "max": 0.205008, + "std": 0.039687, + "sem": 0.00282, + "min": 0.002756, + "max": 0.204777, "recall-0.025": 0.39, - "recall-0.05": 0.59, + "recall-0.05": 0.585, "recall-0.1": 0.885, "recall-0.15": 0.975, "recall-0.25": 0.995, @@ -5082,15 +5082,15 @@ Results of the model in various experiments on different datasets. \ }, "face_mouth_12": { "count": 200, - "mean": 0.051607, - "median": 0.037386, - "std": 0.042827, - "sem": 0.003036, + "mean": 0.052196, + "median": 0.037138, + "std": 0.043448, + "sem": 0.00308, "min": 0.005132, - "max": 0.254811, + "max": 0.255291, "recall-0.025": 0.38, "recall-0.05": 0.59, - "recall-0.1": 0.855, + "recall-0.1": 0.845, "recall-0.15": 0.985, "recall-0.25": 0.995, "recall-0.5": 1.0, @@ -5098,30 +5098,30 @@ Results of the model in various experiments on different datasets. \ }, "face_mouth_13": { "count": 200, - "mean": 0.055664, - "median": 0.037483, - "std": 0.0473, - "sem": 0.003353, - "min": 0.001872, - "max": 0.256784, - "recall-0.025": 0.375, - "recall-0.05": 0.575, - "recall-0.1": 0.815, - "recall-0.15": 0.96, + "mean": 0.054981, + "median": 0.037014, + "std": 0.046847, + "sem": 0.003321, + "min": 0.001855, + "max": 0.256506, + "recall-0.025": 0.38, + "recall-0.05": 0.58, + "recall-0.1": 0.82, + "recall-0.15": 0.965, "recall-0.25": 0.99, "recall-0.5": 1.0, "num_labels": 200 }, "face_mouth_14": { "count": 200, - "mean": 0.049067, - "median": 0.033228, - "std": 0.042031, - "sem": 0.00298, + "mean": 0.048945, + "median": 0.032594, + "std": 0.042073, + "sem": 0.002982, "min": 0.002061, - "max": 0.261184, + "max": 0.261694, "recall-0.025": 0.41, - "recall-0.05": 0.645, + "recall-0.05": 0.65, "recall-0.1": 0.885, "recall-0.15": 0.975, "recall-0.25": 0.995, @@ -5130,14 +5130,14 @@ Results of the model in various experiments on different datasets. \ }, "face_mouth_15": { "count": 200, - "mean": 0.043829, - "median": 0.026308, - "std": 0.039249, - "sem": 0.002782, + "mean": 0.043909, + "median": 0.026307, + "std": 0.039202, + "sem": 0.002779, "min": 0.001944, - "max": 0.251517, + "max": 0.251677, "recall-0.025": 0.49, - "recall-0.05": 0.685, + "recall-0.05": 0.68, "recall-0.1": 0.905, "recall-0.15": 0.975, "recall-0.25": 0.995, @@ -5146,14 +5146,14 @@ Results of the model in various experiments on different datasets. \ }, "face_mouth_16": { "count": 200, - "mean": 0.045031, - "median": 0.026223, - "std": 0.042834, - "sem": 0.003036, + "mean": 0.044931, + "median": 0.026232, + "std": 0.042794, + "sem": 0.003034, "min": 0.002572, - "max": 0.269177, + "max": 0.269376, "recall-0.025": 0.455, - "recall-0.05": 0.68, + "recall-0.05": 0.685, "recall-0.1": 0.875, "recall-0.15": 0.98, "recall-0.25": 0.995, @@ -5162,15 +5162,15 @@ Results of the model in various experiments on different datasets. \ }, "face_mouth_17": { "count": 200, - "mean": 0.047887, - "median": 0.028878, - "std": 0.04542, - "sem": 0.00322, + "mean": 0.047223, + "median": 0.0273, + "std": 0.045371, + "sem": 0.003216, "min": 0.005955, - "max": 0.285682, - "recall-0.025": 0.44, - "recall-0.05": 0.65, - "recall-0.1": 0.855, + "max": 0.285893, + "recall-0.025": 0.445, + "recall-0.05": 0.66, + "recall-0.1": 0.86, "recall-0.15": 0.97, "recall-0.25": 0.995, "recall-0.5": 1.0, @@ -5178,14 +5178,14 @@ Results of the model in various experiments on different datasets. \ }, "face_mouth_18": { "count": 200, - "mean": 0.044542, - "median": 0.026625, - "std": 0.040606, - "sem": 0.002878, - "min": 0.004077, - "max": 0.280866, + "mean": 0.044532, + "median": 0.026629, + "std": 0.040663, + "sem": 0.002883, + "min": 0.004078, + "max": 0.281025, "recall-0.025": 0.475, - "recall-0.05": 0.665, + "recall-0.05": 0.67, "recall-0.1": 0.89, "recall-0.15": 0.98, "recall-0.25": 0.995, @@ -5194,12 +5194,12 @@ Results of the model in various experiments on different datasets. \ }, "face_mouth_19": { "count": 200, - "mean": 0.041926, - "median": 0.027906, - "std": 0.036847, - "sem": 0.002612, - "min": 0.004014, - "max": 0.214476, + "mean": 0.041933, + "median": 0.027904, + "std": 0.036854, + "sem": 0.002613, + "min": 0.004017, + "max": 0.214421, "recall-0.025": 0.465, "recall-0.05": 0.685, "recall-0.1": 0.92, @@ -5210,15 +5210,15 @@ Results of the model in various experiments on different datasets. \ }, "face_mouth_20": { "count": 200, - "mean": 0.049687, - "median": 0.033499, - "std": 0.044028, - "sem": 0.003121, + "mean": 0.049298, + "median": 0.033377, + "std": 0.043531, + "sem": 0.003086, "min": 0.001686, - "max": 0.258781, + "max": 0.259323, "recall-0.025": 0.415, "recall-0.05": 0.635, - "recall-0.1": 0.88, + "recall-0.1": 0.885, "recall-0.15": 0.97, "recall-0.25": 0.995, "recall-0.5": 1.0, @@ -5226,30 +5226,30 @@ Results of the model in various experiments on different datasets. \ }, "hand_wrist_left": { "count": 200, - "mean": 0.027725, - "median": 0.017083, - "std": 0.029809, - "sem": 0.002113, - "min": 0.002087, - "max": 0.187491, + "mean": 0.027411, + "median": 0.017078, + "std": 0.028679, + "sem": 0.002033, + "min": 0.002086, + "max": 0.187606, "recall-0.025": 0.64, "recall-0.05": 0.885, - "recall-0.1": 0.955, - "recall-0.15": 0.985, + "recall-0.1": 0.96, + "recall-0.15": 0.99, "recall-0.25": 1.0, "recall-0.5": 1.0, "num_labels": 200 }, "hand_finger_thumb_left_1": { "count": 200, - "mean": 0.032899, - "median": 0.019743, - "std": 0.036172, - "sem": 0.002564, + "mean": 0.033126, + "median": 0.019682, + "std": 0.036331, + "sem": 0.002575, "min": 0.000985, - "max": 0.218909, - "recall-0.025": 0.595, - "recall-0.05": 0.815, + "max": 0.219027, + "recall-0.025": 0.59, + "recall-0.05": 0.81, "recall-0.1": 0.935, "recall-0.15": 0.975, "recall-0.25": 1.0, @@ -5258,12 +5258,12 @@ Results of the model in various experiments on different datasets. \ }, "hand_finger_thumb_left_2": { "count": 200, - "mean": 0.033936, + "mean": 0.033944, "median": 0.024097, - "std": 0.032671, - "sem": 0.002316, + "std": 0.032681, + "sem": 0.002317, "min": 0.003799, - "max": 0.248045, + "max": 0.248165, "recall-0.025": 0.51, "recall-0.05": 0.81, "recall-0.1": 0.96, @@ -5274,14 +5274,14 @@ Results of the model in various experiments on different datasets. \ }, "hand_finger_thumb_left_3": { "count": 200, - "mean": 0.038269, - "median": 0.026333, - "std": 0.037712, - "sem": 0.002673, + "mean": 0.037954, + "median": 0.025992, + "std": 0.037563, + "sem": 0.002663, "min": 0.004162, - "max": 0.285628, - "recall-0.025": 0.475, - "recall-0.05": 0.795, + "max": 0.285749, + "recall-0.025": 0.48, + "recall-0.05": 0.8, "recall-0.1": 0.935, "recall-0.15": 0.97, "recall-0.25": 0.995, @@ -5290,30 +5290,30 @@ Results of the model in various experiments on different datasets. \ }, "hand_finger_thumb_left_4": { "count": 200, - "mean": 0.038897, - "median": 0.02738, - "std": 0.037544, - "sem": 0.002661, - "min": 0.002405, - "max": 0.307881, - "recall-0.025": 0.445, - "recall-0.05": 0.79, - "recall-0.1": 0.95, - "recall-0.15": 0.97, + "mean": 0.038829, + "median": 0.027523, + "std": 0.036424, + "sem": 0.002582, + "min": 0.002411, + "max": 0.308002, + "recall-0.025": 0.435, + "recall-0.05": 0.785, + "recall-0.1": 0.955, + "recall-0.15": 0.975, "recall-0.25": 0.995, "recall-0.5": 1.0, "num_labels": 200 }, "hand_finger_index_left_1": { "count": 200, - "mean": 0.034165, - "median": 0.022111, - "std": 0.036403, - "sem": 0.002581, - "min": 0.003703, - "max": 0.261841, + "mean": 0.034384, + "median": 0.022233, + "std": 0.036561, + "sem": 0.002592, + "min": 0.003702, + "max": 0.261957, "recall-0.025": 0.565, - "recall-0.05": 0.805, + "recall-0.05": 0.8, "recall-0.1": 0.945, "recall-0.15": 0.97, "recall-0.25": 0.995, @@ -5322,12 +5322,12 @@ Results of the model in various experiments on different datasets. \ }, "hand_finger_index_left_2": { "count": 200, - "mean": 0.036339, - "median": 0.020623, - "std": 0.04078, - "sem": 0.002891, - "min": 0.002478, - "max": 0.284942, + "mean": 0.036351, + "median": 0.020628, + "std": 0.040807, + "sem": 0.002893, + "min": 0.002479, + "max": 0.28506, "recall-0.025": 0.585, "recall-0.05": 0.79, "recall-0.1": 0.925, @@ -5338,31 +5338,31 @@ Results of the model in various experiments on different datasets. \ }, "hand_finger_index_left_3": { "count": 200, - "mean": 0.036574, - "median": 0.022348, - "std": 0.043109, - "sem": 0.003056, + "mean": 0.036687, + "median": 0.022346, + "std": 0.043159, + "sem": 0.003059, "min": 0.002035, - "max": 0.311469, + "max": 0.311589, "recall-0.025": 0.54, "recall-0.05": 0.825, - "recall-0.1": 0.93, - "recall-0.15": 0.965, + "recall-0.1": 0.925, + "recall-0.15": 0.97, "recall-0.25": 0.99, "recall-0.5": 1.0, "num_labels": 200 }, "hand_finger_index_left_4": { "count": 200, - "mean": 0.035882, - "median": 0.023751, - "std": 0.04019, - "sem": 0.002849, - "min": 0.002085, - "max": 0.317284, + "mean": 0.035892, + "median": 0.023776, + "std": 0.040203, + "sem": 0.00285, + "min": 0.00208, + "max": 0.317404, "recall-0.025": 0.53, "recall-0.05": 0.835, - "recall-0.1": 0.93, + "recall-0.1": 0.925, "recall-0.15": 0.98, "recall-0.25": 0.99, "recall-0.5": 1.0, @@ -5370,28 +5370,28 @@ Results of the model in various experiments on different datasets. \ }, "hand_finger_middle_left_1": { "count": 200, - "mean": 0.035715, - "median": 0.019446, - "std": 0.038381, - "sem": 0.002721, + "mean": 0.035876, + "median": 0.01954, + "std": 0.037939, + "sem": 0.002689, "min": 0.002244, - "max": 0.257611, - "recall-0.025": 0.595, - "recall-0.05": 0.79, + "max": 0.257727, + "recall-0.025": 0.59, + "recall-0.05": 0.785, "recall-0.1": 0.92, - "recall-0.15": 0.97, + "recall-0.15": 0.975, "recall-0.25": 0.995, "recall-0.5": 1.0, "num_labels": 200 }, "hand_finger_middle_left_2": { "count": 200, - "mean": 0.042041, - "median": 0.020478, - "std": 0.047519, - "sem": 0.003369, + "mean": 0.042081, + "median": 0.020486, + "std": 0.047586, + "sem": 0.003373, "min": 0.002467, - "max": 0.2846, + "max": 0.284717, "recall-0.025": 0.545, "recall-0.05": 0.725, "recall-0.1": 0.885, @@ -5402,28 +5402,28 @@ Results of the model in various experiments on different datasets. \ }, "hand_finger_middle_left_3": { "count": 200, - "mean": 0.044311, - "median": 0.024858, - "std": 0.051099, - "sem": 0.003622, - "min": 0.002896, - "max": 0.371214, - "recall-0.025": 0.5, + "mean": 0.044141, + "median": 0.024433, + "std": 0.051075, + "sem": 0.003621, + "min": 0.002897, + "max": 0.370847, + "recall-0.025": 0.505, "recall-0.05": 0.75, "recall-0.1": 0.88, - "recall-0.15": 0.955, + "recall-0.15": 0.95, "recall-0.25": 0.99, "recall-0.5": 1.0, "num_labels": 200 }, "hand_finger_middle_left_4": { "count": 200, - "mean": 0.037941, + "mean": 0.037832, "median": 0.023776, - "std": 0.042439, - "sem": 0.003008, - "min": 0.002628, - "max": 0.301912, + "std": 0.042381, + "sem": 0.003004, + "min": 0.002617, + "max": 0.302032, "recall-0.025": 0.53, "recall-0.05": 0.8, "recall-0.1": 0.935, @@ -5434,15 +5434,15 @@ Results of the model in various experiments on different datasets. \ }, "hand_finger_ring_left_1": { "count": 200, - "mean": 0.036986, - "median": 0.02185, - "std": 0.040157, - "sem": 0.002847, + "mean": 0.037484, + "median": 0.022062, + "std": 0.040456, + "sem": 0.002868, "min": 0.000828, - "max": 0.252037, - "recall-0.025": 0.56, - "recall-0.05": 0.78, - "recall-0.1": 0.915, + "max": 0.252151, + "recall-0.025": 0.555, + "recall-0.05": 0.77, + "recall-0.1": 0.91, "recall-0.15": 0.975, "recall-0.25": 0.995, "recall-0.5": 1.0, @@ -5450,13 +5450,13 @@ Results of the model in various experiments on different datasets. \ }, "hand_finger_ring_left_2": { "count": 200, - "mean": 0.042883, + "mean": 0.042911, "median": 0.023182, - "std": 0.046551, - "sem": 0.0033, - "min": 0.001226, - "max": 0.276642, - "recall-0.025": 0.52, + "std": 0.04661, + "sem": 0.003304, + "min": 0.001231, + "max": 0.276758, + "recall-0.025": 0.515, "recall-0.05": 0.745, "recall-0.1": 0.875, "recall-0.15": 0.945, @@ -5466,30 +5466,30 @@ Results of the model in various experiments on different datasets. \ }, "hand_finger_ring_left_3": { "count": 200, - "mean": 0.045017, - "median": 0.025812, - "std": 0.046887, - "sem": 0.003324, - "min": 0.003082, - "max": 0.286758, + "mean": 0.046128, + "median": 0.025815, + "std": 0.047912, + "sem": 0.003396, + "min": 0.003081, + "max": 0.286876, "recall-0.025": 0.495, - "recall-0.05": 0.71, - "recall-0.1": 0.865, - "recall-0.15": 0.94, + "recall-0.05": 0.7, + "recall-0.1": 0.86, + "recall-0.15": 0.935, "recall-0.25": 0.995, "recall-0.5": 1.0, "num_labels": 200 }, "hand_finger_ring_left_4": { "count": 200, - "mean": 0.037841, - "median": 0.025311, - "std": 0.0402, - "sem": 0.00285, - "min": 0.003273, - "max": 0.293321, + "mean": 0.037755, + "median": 0.025306, + "std": 0.040239, + "sem": 0.002852, + "min": 0.00327, + "max": 0.293441, "recall-0.025": 0.49, - "recall-0.05": 0.78, + "recall-0.05": 0.785, "recall-0.1": 0.94, "recall-0.15": 0.98, "recall-0.25": 0.995, @@ -5498,14 +5498,14 @@ Results of the model in various experiments on different datasets. \ }, "hand_finger_pinky_left_1": { "count": 200, - "mean": 0.036638, - "median": 0.023057, - "std": 0.042551, - "sem": 0.003016, + "mean": 0.036975, + "median": 0.023055, + "std": 0.042868, + "sem": 0.003039, "min": 0.003197, - "max": 0.310563, + "max": 0.310816, "recall-0.025": 0.57, - "recall-0.05": 0.815, + "recall-0.05": 0.81, "recall-0.1": 0.91, "recall-0.15": 0.97, "recall-0.25": 0.995, @@ -5514,47 +5514,47 @@ Results of the model in various experiments on different datasets. \ }, "hand_finger_pinky_left_2": { "count": 200, - "mean": 0.041676, - "median": 0.02571, - "std": 0.043302, - "sem": 0.00307, - "min": 0.00353, - "max": 0.268905, - "recall-0.025": 0.495, - "recall-0.05": 0.77, + "mean": 0.041023, + "median": 0.025296, + "std": 0.042361, + "sem": 0.003003, + "min": 0.003531, + "max": 0.269019, + "recall-0.025": 0.5, + "recall-0.05": 0.775, "recall-0.1": 0.885, - "recall-0.15": 0.965, + "recall-0.15": 0.97, "recall-0.25": 0.995, "recall-0.5": 1.0, "num_labels": 200 }, "hand_finger_pinky_left_3": { "count": 200, - "mean": 0.041309, + "mean": 0.041929, "median": 0.025409, - "std": 0.044452, - "sem": 0.003151, + "std": 0.045611, + "sem": 0.003233, "min": 0.001775, - "max": 0.273406, + "max": 0.273522, "recall-0.025": 0.48, "recall-0.05": 0.79, - "recall-0.1": 0.9, - "recall-0.15": 0.965, + "recall-0.1": 0.89, + "recall-0.15": 0.955, "recall-0.25": 0.995, "recall-0.5": 1.0, "num_labels": 200 }, "hand_finger_pinky_left_4": { "count": 200, - "mean": 0.037308, - "median": 0.02731, - "std": 0.038211, - "sem": 0.002709, + "mean": 0.037389, + "median": 0.027178, + "std": 0.038131, + "sem": 0.002703, "min": 0.004382, - "max": 0.284187, - "recall-0.025": 0.45, - "recall-0.05": 0.82, - "recall-0.1": 0.94, + "max": 0.284306, + "recall-0.025": 0.455, + "recall-0.05": 0.815, + "recall-0.1": 0.945, "recall-0.15": 0.975, "recall-0.25": 0.99, "recall-0.5": 1.0, @@ -5562,188 +5562,188 @@ Results of the model in various experiments on different datasets. \ }, "hand_wrist_right": { "count": 200, - "mean": 0.041615, - "median": 0.0241, - "std": 0.052714, - "sem": 0.003737, - "min": 0.001477, - "max": 0.389191, + "mean": 0.041297, + "median": 0.024111, + "std": 0.051888, + "sem": 0.003678, + "min": 0.001476, + "max": 0.389126, "recall-0.025": 0.51, - "recall-0.05": 0.78, + "recall-0.05": 0.785, "recall-0.1": 0.905, "recall-0.15": 0.96, - "recall-0.25": 0.985, + "recall-0.25": 0.99, "recall-0.5": 1.0, "num_labels": 200 }, "hand_finger_thumb_right_1": { "count": 200, - "mean": 0.043475, - "median": 0.024405, - "std": 0.056379, - "sem": 0.003997, + "mean": 0.042472, + "median": 0.024406, + "std": 0.054393, + "sem": 0.003856, "min": 0.002425, - "max": 0.405064, + "max": 0.405, "recall-0.025": 0.515, "recall-0.05": 0.795, - "recall-0.1": 0.885, - "recall-0.15": 0.95, - "recall-0.25": 0.98, + "recall-0.1": 0.89, + "recall-0.15": 0.955, + "recall-0.25": 0.985, "recall-0.5": 1.0, "num_labels": 200 }, "hand_finger_thumb_right_2": { "count": 200, - "mean": 0.039857, - "median": 0.025043, - "std": 0.048145, - "sem": 0.003413, - "min": 0.001805, - "max": 0.42042, - "recall-0.025": 0.5, + "mean": 0.039727, + "median": 0.025345, + "std": 0.047328, + "sem": 0.003355, + "min": 0.001806, + "max": 0.420355, + "recall-0.025": 0.49, "recall-0.05": 0.775, "recall-0.1": 0.94, - "recall-0.15": 0.965, - "recall-0.25": 0.985, + "recall-0.15": 0.96, + "recall-0.25": 0.99, "recall-0.5": 1.0, "num_labels": 200 }, "hand_finger_thumb_right_3": { "count": 200, - "mean": 0.044614, - "median": 0.027544, - "std": 0.055948, - "sem": 0.003966, - "min": 0.004693, - "max": 0.32412, + "mean": 0.043654, + "median": 0.027571, + "std": 0.054305, + "sem": 0.00385, + "min": 0.004692, + "max": 0.324617, "recall-0.025": 0.46, "recall-0.05": 0.78, - "recall-0.1": 0.91, - "recall-0.15": 0.935, - "recall-0.25": 0.975, - "recall-0.5": 1.0, - "num_labels": 200 - }, - "hand_finger_thumb_right_4": { - "count": 200, - "mean": 0.045618, - "median": 0.027807, - "std": 0.057362, - "sem": 0.004066, - "min": 0.00248, - "max": 0.358723, - "recall-0.025": 0.45, - "recall-0.05": 0.77, - "recall-0.1": 0.91, + "recall-0.1": 0.92, "recall-0.15": 0.94, "recall-0.25": 0.98, "recall-0.5": 1.0, "num_labels": 200 }, + "hand_finger_thumb_right_4": { + "count": 200, + "mean": 0.04584, + "median": 0.027498, + "std": 0.05882, + "sem": 0.00417, + "min": 0.00248, + "max": 0.359343, + "recall-0.025": 0.45, + "recall-0.05": 0.77, + "recall-0.1": 0.91, + "recall-0.15": 0.94, + "recall-0.25": 0.975, + "recall-0.5": 1.0, + "num_labels": 200 + }, "hand_finger_index_right_1": { "count": 200, - "mean": 0.041036, - "median": 0.025547, - "std": 0.05278, - "sem": 0.003741, - "min": 0.001898, - "max": 0.451145, + "mean": 0.040136, + "median": 0.025569, + "std": 0.051058, + "sem": 0.003619, + "min": 0.001897, + "max": 0.451081, "recall-0.025": 0.48, - "recall-0.05": 0.8, - "recall-0.1": 0.93, - "recall-0.15": 0.95, + "recall-0.05": 0.805, + "recall-0.1": 0.935, + "recall-0.15": 0.955, "recall-0.25": 0.985, "recall-0.5": 1.0, "num_labels": 200 }, "hand_finger_index_right_2": { "count": 200, - "mean": 0.042387, - "median": 0.025421, - "std": 0.054654, - "sem": 0.003874, + "mean": 0.041621, + "median": 0.025437, + "std": 0.051117, + "sem": 0.003624, "min": 0.002666, - "max": 0.364414, - "recall-0.025": 0.485, - "recall-0.05": 0.8, + "max": 0.364567, + "recall-0.025": 0.48, + "recall-0.05": 0.795, "recall-0.1": 0.93, - "recall-0.15": 0.935, - "recall-0.25": 0.98, + "recall-0.15": 0.94, + "recall-0.25": 0.985, "recall-0.5": 1.0, "num_labels": 200 }, "hand_finger_index_right_3": { "count": 200, - "mean": 0.041255, - "median": 0.027401, - "std": 0.052063, - "sem": 0.003691, + "mean": 0.040726, + "median": 0.027416, + "std": 0.051417, + "sem": 0.003645, "min": 0.001575, - "max": 0.368067, + "max": 0.367907, "recall-0.025": 0.45, "recall-0.05": 0.785, - "recall-0.1": 0.93, - "recall-0.15": 0.945, + "recall-0.1": 0.935, + "recall-0.15": 0.95, "recall-0.25": 0.985, "recall-0.5": 1.0, "num_labels": 200 }, "hand_finger_index_right_4": { "count": 200, - "mean": 0.043523, - "median": 0.027012, - "std": 0.05295, - "sem": 0.003754, - "min": 0.002726, - "max": 0.363995, + "mean": 0.04375, + "median": 0.027002, + "std": 0.053091, + "sem": 0.003764, + "min": 0.002727, + "max": 0.363633, "recall-0.025": 0.46, "recall-0.05": 0.785, - "recall-0.1": 0.92, - "recall-0.15": 0.945, + "recall-0.1": 0.915, + "recall-0.15": 0.94, "recall-0.25": 0.99, "recall-0.5": 1.0, "num_labels": 200 }, "hand_finger_middle_right_1": { "count": 200, - "mean": 0.04555, - "median": 0.022814, - "std": 0.062545, - "sem": 0.004434, + "mean": 0.0446, + "median": 0.022672, + "std": 0.061702, + "sem": 0.004374, "min": 0.00287, - "max": 0.458185, - "recall-0.025": 0.555, - "recall-0.05": 0.795, - "recall-0.1": 0.88, - "recall-0.15": 0.92, + "max": 0.458121, + "recall-0.025": 0.56, + "recall-0.05": 0.8, + "recall-0.1": 0.885, + "recall-0.15": 0.925, "recall-0.25": 0.98, "recall-0.5": 1.0, "num_labels": 200 }, "hand_finger_middle_right_2": { "count": 200, - "mean": 0.04681, - "median": 0.023993, - "std": 0.066628, - "sem": 0.004723, - "min": 0.002403, - "max": 0.481331, - "recall-0.025": 0.53, + "mean": 0.046822, + "median": 0.023971, + "std": 0.066685, + "sem": 0.004727, + "min": 0.002401, + "max": 0.481266, + "recall-0.025": 0.535, "recall-0.05": 0.77, "recall-0.1": 0.885, - "recall-0.15": 0.935, + "recall-0.15": 0.93, "recall-0.25": 0.975, "recall-0.5": 1.0, "num_labels": 200 }, "hand_finger_middle_right_3": { "count": 200, - "mean": 0.047808, - "median": 0.026102, - "std": 0.064483, - "sem": 0.004571, + "mean": 0.047824, + "median": 0.026114, + "std": 0.064529, + "sem": 0.004574, "min": 0.001578, - "max": 0.406631, + "max": 0.406535, "recall-0.025": 0.47, "recall-0.05": 0.755, "recall-0.1": 0.89, @@ -5754,44 +5754,44 @@ Results of the model in various experiments on different datasets. \ }, "hand_finger_middle_right_4": { "count": 200, - "mean": 0.045748, - "median": 0.025603, - "std": 0.060627, - "sem": 0.004298, + "mean": 0.044292, + "median": 0.026214, + "std": 0.055433, + "sem": 0.00393, "min": 0.003879, - "max": 0.373576, - "recall-0.025": 0.49, - "recall-0.05": 0.79, - "recall-0.1": 0.92, - "recall-0.15": 0.94, - "recall-0.25": 0.975, + "max": 0.372291, + "recall-0.025": 0.485, + "recall-0.05": 0.785, + "recall-0.1": 0.925, + "recall-0.15": 0.945, + "recall-0.25": 0.98, "recall-0.5": 1.0, "num_labels": 200 }, "hand_finger_ring_right_1": { "count": 200, - "mean": 0.05083, - "median": 0.027124, - "std": 0.062694, - "sem": 0.004444, - "min": 0.003209, - "max": 0.462207, + "mean": 0.051345, + "median": 0.027123, + "std": 0.06328, + "sem": 0.004486, + "min": 0.003211, + "max": 0.462143, "recall-0.025": 0.48, "recall-0.05": 0.715, - "recall-0.1": 0.87, - "recall-0.15": 0.93, + "recall-0.1": 0.865, + "recall-0.15": 0.925, "recall-0.25": 0.985, "recall-0.5": 1.0, "num_labels": 200 }, "hand_finger_ring_right_2": { "count": 200, - "mean": 0.052183, - "median": 0.027849, - "std": 0.063391, - "sem": 0.004494, + "mean": 0.052418, + "median": 0.02785, + "std": 0.063993, + "sem": 0.004536, "min": 0.003769, - "max": 0.400004, + "max": 0.400116, "recall-0.025": 0.45, "recall-0.05": 0.685, "recall-0.1": 0.855, @@ -5802,30 +5802,30 @@ Results of the model in various experiments on different datasets. \ }, "hand_finger_ring_right_3": { "count": 200, - "mean": 0.053302, + "mean": 0.052464, "median": 0.028206, - "std": 0.065932, - "sem": 0.004674, + "std": 0.064607, + "sem": 0.00458, "min": 0.002826, - "max": 0.486832, + "max": 0.486767, "recall-0.025": 0.43, "recall-0.05": 0.68, - "recall-0.1": 0.85, - "recall-0.15": 0.93, + "recall-0.1": 0.855, + "recall-0.15": 0.935, "recall-0.25": 0.985, "recall-0.5": 1.0, "num_labels": 200 }, "hand_finger_ring_right_4": { "count": 200, - "mean": 0.044232, - "median": 0.027054, - "std": 0.054865, - "sem": 0.003889, - "min": 0.003758, - "max": 0.373097, - "recall-0.025": 0.46, - "recall-0.05": 0.78, + "mean": 0.044455, + "median": 0.027491, + "std": 0.054836, + "sem": 0.003887, + "min": 0.00376, + "max": 0.372652, + "recall-0.025": 0.455, + "recall-0.05": 0.775, "recall-0.1": 0.905, "recall-0.15": 0.96, "recall-0.25": 0.975, @@ -5834,15 +5834,15 @@ Results of the model in various experiments on different datasets. \ }, "hand_finger_pinky_right_1": { "count": 200, - "mean": 0.047081, - "median": 0.027647, - "std": 0.060683, - "sem": 0.004302, + "mean": 0.047977, + "median": 0.028, + "std": 0.061058, + "sem": 0.004328, "min": 0.003255, - "max": 0.464376, - "recall-0.025": 0.455, - "recall-0.05": 0.755, - "recall-0.1": 0.895, + "max": 0.464312, + "recall-0.025": 0.45, + "recall-0.05": 0.745, + "recall-0.1": 0.885, "recall-0.15": 0.945, "recall-0.25": 0.99, "recall-0.5": 1.0, @@ -5850,13 +5850,13 @@ Results of the model in various experiments on different datasets. \ }, "hand_finger_pinky_right_2": { "count": 200, - "mean": 0.053941, - "median": 0.031731, - "std": 0.060903, + "mean": 0.054, + "median": 0.031749, + "std": 0.060902, "sem": 0.004317, - "min": 0.003159, - "max": 0.47849, - "recall-0.025": 0.365, + "min": 0.00316, + "max": 0.478425, + "recall-0.025": 0.36, "recall-0.05": 0.705, "recall-0.1": 0.845, "recall-0.15": 0.92, @@ -5866,14 +5866,14 @@ Results of the model in various experiments on different datasets. \ }, "hand_finger_pinky_right_3": { "count": 200, - "mean": 0.050372, - "median": 0.030126, - "std": 0.058982, - "sem": 0.004181, - "min": 0.003756, - "max": 0.4804, + "mean": 0.050308, + "median": 0.030149, + "std": 0.058894, + "sem": 0.004175, + "min": 0.003776, + "max": 0.480335, "recall-0.025": 0.38, - "recall-0.05": 0.745, + "recall-0.05": 0.75, "recall-0.1": 0.855, "recall-0.15": 0.925, "recall-0.25": 0.985, @@ -5882,29 +5882,29 @@ Results of the model in various experiments on different datasets. \ }, "hand_finger_pinky_right_4": { "count": 200, - "mean": 0.043756, - "median": 0.029359, - "std": 0.049184, - "sem": 0.003487, - "min": 0.002073, - "max": 0.363855, + "mean": 0.043242, + "median": 0.02936, + "std": 0.048436, + "sem": 0.003434, + "min": 0.002074, + "max": 0.36354, "recall-0.025": 0.41, - "recall-0.05": 0.78, - "recall-0.1": 0.91, - "recall-0.15": 0.965, + "recall-0.05": 0.785, + "recall-0.1": 0.915, + "recall-0.15": 0.97, "recall-0.25": 0.985, "recall-0.5": 1.0, "num_labels": 200 }, "hip_middle": { "count": 200, - "mean": 0.03242, - "median": 0.028986, - "std": 0.017918, - "sem": 0.00127, - "min": 0.004262, - "max": 0.123291, - "recall-0.025": 0.385, + "mean": 0.032294, + "median": 0.028698, + "std": 0.017953, + "sem": 0.001273, + "min": 0.004267, + "max": 0.123037, + "recall-0.025": 0.395, "recall-0.05": 0.87, "recall-0.1": 0.995, "recall-0.15": 1.0, @@ -5914,12 +5914,12 @@ Results of the model in various experiments on different datasets. \ }, "shoulder_middle": { "count": 200, - "mean": 0.020581, - "median": 0.018273, - "std": 0.01032, - "sem": 0.000732, + "mean": 0.020616, + "median": 0.018275, + "std": 0.01036, + "sem": 0.000734, "min": 0.003021, - "max": 0.053146, + "max": 0.053145, "recall-0.025": 0.715, "recall-0.05": 0.985, "recall-0.1": 1.0, @@ -5930,12 +5930,12 @@ Results of the model in various experiments on different datasets. \ }, "head": { "count": 200, - "mean": 0.032468, - "median": 0.029463, - "std": 0.018886, + "mean": 0.032469, + "median": 0.029462, + "std": 0.018887, "sem": 0.001339, "min": 0.001835, - "max": 0.129751, + "max": 0.129726, "recall-0.025": 0.395, "recall-0.05": 0.855, "recall-0.1": 0.995, @@ -5947,49 +5947,49 @@ Results of the model in various experiments on different datasets. \ "body_errors": { "body": { "count": 5200, - "mean": 0.029205, - "median": 0.022467, - "std": 0.025707, - "sem": 0.001822, - "min": 0.002735, - "max": 0.193735, + "mean": 0.029088, + "median": 0.022374, + "std": 0.025436, + "sem": 0.001803, + "min": 0.002736, + "max": 0.19124, "num_labels": 5200 }, "face": { "count": 13596, - "mean": 0.05414, - "median": 0.038586, - "std": 0.044177, - "sem": 0.003132, - "min": 0.004212, - "max": 0.266198, + "mean": 0.054295, + "median": 0.038483, + "std": 0.044364, + "sem": 0.003145, + "min": 0.004204, + "max": 0.265723, "num_labels": 13600 }, "hand": { "count": 8400, - "mean": 0.041889, - "median": 0.025037, - "std": 0.049287, - "sem": 0.003494, + "mean": 0.041787, + "median": 0.025051, + "std": 0.048889, + "sem": 0.003466, "min": 0.002704, - "max": 0.346637, + "max": 0.346641, "num_labels": 8400 } }, "joint_recalls": { "num_labels": 27200, - "recall-0.025": 0.45827, - "recall-0.05": 0.70857, - "recall-0.1": 0.88331, + "recall-0.025": 0.45768, + "recall-0.05": 0.70794, + "recall-0.1": 0.88294, "recall-0.15": 0.95658, - "recall-0.25": 0.9936, + "recall-0.25": 0.99379, "recall-0.5": 0.99985 } } { "total_parts": 2800, - "correct_parts": 2791, - "pcp": 0.996786 + "correct_parts": 2793, + "pcp": 0.9975 } ``` @@ -5999,75 +5999,75 @@ Results of the model in various experiments on different datasets. \ ```json { - "img_loading": 0.296396, - "demosaicing": 0.0109835, - "avg_time_2d": 0.0274345, - "avg_time_3d": 0.000302427, - "time_tracks": 2.3222e-06, - "fps": 25.8246 + "img_loading": 0.312548, + "demosaicing": 0.011021, + "avg_time_2d": 0.0264765, + "avg_time_3d": 0.000313949, + "time_tracks": 2.53844e-06, + "fps": 26.4453 } { "triangulator_calls": 100, - "init_time": 3.71065e-06, - "undistort_time": 2.39244e-05, - "project_time": 5.87787e-06, - "match_time": 1.93786e-05, - "pairs_time": 1.90562e-05, - "pair_scoring_time": 7.28914e-05, - "grouping_time": 2.82991e-05, - "full_time": 7.00339e-05, - "merge_time": 3.26347e-05, - "post_time": 1.03018e-05, - "convert_time": 2.2031e-07, - "total_time": 0.000286564 + "init_time": 4.57954e-06, + "undistort_time": 2.4271e-05, + "project_time": 5.89015e-06, + "match_time": 1.97183e-05, + "pairs_time": 1.9491e-05, + "pair_scoring_time": 7.75438e-05, + "grouping_time": 2.80933e-05, + "full_time": 7.42912e-05, + "merge_time": 3.2981e-05, + "post_time": 1.03985e-05, + "convert_time": 2.2489e-07, + "total_time": 0.000297724 } { "person_nums": { "total_frames": 100, "total_labels": 400, - "total_preds": 440, + "total_preds": 439, "considered_empty": 0, "valid_preds": 400, - "invalid_preds": 40, + "invalid_preds": 39, "missing": 0, - "invalid_fraction": 0.09091, - "precision": 0.90909, + "invalid_fraction": 0.08884, + "precision": 0.91116, "recall": 1.0, - "f1": 0.95238, - "non_empty": 440 + "f1": 0.95352, + "non_empty": 439 }, "mpjpe": { "count": 400, - "mean": 0.048086, - "median": 0.03277, - "std": 0.042332, - "sem": 0.002119, - "min": 0.014478, + "mean": 0.047853, + "median": 0.03281, + "std": 0.041933, + "sem": 0.002099, + "min": 0.014474, "max": 0.293976, "recall-0.025": 0.23, "recall-0.05": 0.7525, - "recall-0.1": 0.8925, + "recall-0.1": 0.9, "recall-0.15": 0.9625, "recall-0.25": 0.985, "recall-0.5": 1.0, "num_labels": 400, - "ap-0.025": 0.079127, - "ap-0.05": 0.721744, - "ap-0.1": 0.888083, - "ap-0.15": 0.959641, - "ap-0.25": 0.982717, - "ap-0.5": 0.99905 + "ap-0.025": 0.077751, + "ap-0.05": 0.721836, + "ap-0.1": 0.89548, + "ap-0.15": 0.959475, + "ap-0.25": 0.982333, + "ap-0.5": 0.998597 }, "head": { "count": 400, - "mean": 0.042894, - "median": 0.037183, - "std": 0.030292, + "mean": 0.042819, + "median": 0.037172, + "std": 0.030273, "sem": 0.001516, - "min": 0.002942, - "max": 0.356496, - "recall-0.025": 0.2225, - "recall-0.05": 0.7225, + "min": 0.002941, + "max": 0.356063, + "recall-0.025": 0.225, + "recall-0.05": 0.72, "recall-0.1": 0.9725, "recall-0.15": 0.9875, "recall-0.25": 0.995, @@ -6076,14 +6076,14 @@ Results of the model in various experiments on different datasets. \ }, "shoulder_left": { "count": 400, - "mean": 0.036904, + "mean": 0.036856, "median": 0.031614, - "std": 0.032302, - "sem": 0.001617, - "min": 0.003244, + "std": 0.032283, + "sem": 0.001616, + "min": 0.003249, "max": 0.443177, "recall-0.025": 0.34, - "recall-0.05": 0.8225, + "recall-0.05": 0.825, "recall-0.1": 0.9825, "recall-0.15": 0.9925, "recall-0.25": 0.995, @@ -6092,12 +6092,12 @@ Results of the model in various experiments on different datasets. \ }, "shoulder_right": { "count": 400, - "mean": 0.038642, - "median": 0.031509, - "std": 0.032435, - "sem": 0.001624, - "min": 0.002905, - "max": 0.276902, + "mean": 0.038607, + "median": 0.031504, + "std": 0.032415, + "sem": 0.001623, + "min": 0.002902, + "max": 0.27646, "recall-0.025": 0.3225, "recall-0.05": 0.8175, "recall-0.1": 0.96, @@ -6108,13 +6108,13 @@ Results of the model in various experiments on different datasets. \ }, "elbow_left": { "count": 400, - "mean": 0.029274, - "median": 0.024454, - "std": 0.029384, + "mean": 0.029331, + "median": 0.024595, + "std": 0.029378, "sem": 0.001471, - "min": 0.003375, - "max": 0.38953, - "recall-0.025": 0.52, + "min": 0.003356, + "max": 0.389531, + "recall-0.025": 0.5175, "recall-0.05": 0.93, "recall-0.1": 0.9775, "recall-0.15": 0.99, @@ -6124,15 +6124,15 @@ Results of the model in various experiments on different datasets. \ }, "elbow_right": { "count": 400, - "mean": 0.036488, - "median": 0.02897, - "std": 0.032181, - "sem": 0.001611, - "min": 0.00479, + "mean": 0.036538, + "median": 0.028926, + "std": 0.032231, + "sem": 0.001614, + "min": 0.004792, "max": 0.324817, - "recall-0.025": 0.4075, + "recall-0.025": 0.405, "recall-0.05": 0.83, - "recall-0.1": 0.9675, + "recall-0.1": 0.965, "recall-0.15": 0.9875, "recall-0.25": 0.9925, "recall-0.5": 1.0, @@ -6140,15 +6140,15 @@ Results of the model in various experiments on different datasets. \ }, "wrist_left": { "count": 400, - "mean": 0.035955, - "median": 0.027174, - "std": 0.031856, - "sem": 0.001595, + "mean": 0.036152, + "median": 0.027177, + "std": 0.032077, + "sem": 0.001606, "min": 0.002868, "max": 0.283793, "recall-0.025": 0.45, - "recall-0.05": 0.835, - "recall-0.1": 0.955, + "recall-0.05": 0.8325, + "recall-0.1": 0.9525, "recall-0.15": 0.985, "recall-0.25": 0.995, "recall-0.5": 1.0, @@ -6156,15 +6156,15 @@ Results of the model in various experiments on different datasets. \ }, "wrist_right": { "count": 399, - "mean": 0.044852, - "median": 0.027452, - "std": 0.051701, - "sem": 0.002592, - "min": 0.002935, + "mean": 0.044892, + "median": 0.027507, + "std": 0.051664, + "sem": 0.00259, + "min": 0.002679, "max": 0.45148, "recall-0.025": 0.435, "recall-0.05": 0.7575, - "recall-0.1": 0.9025, + "recall-0.1": 0.9, "recall-0.15": 0.9475, "recall-0.25": 0.9875, "recall-0.5": 0.9975, @@ -6172,14 +6172,14 @@ Results of the model in various experiments on different datasets. \ }, "hip_left": { "count": 400, - "mean": 0.046085, - "median": 0.038349, - "std": 0.028727, + "mean": 0.046093, + "median": 0.038436, + "std": 0.028716, "sem": 0.001438, - "min": 0.006071, + "min": 0.006087, "max": 0.165726, "recall-0.025": 0.2475, - "recall-0.05": 0.675, + "recall-0.05": 0.6725, "recall-0.1": 0.95, "recall-0.15": 0.9975, "recall-0.25": 1.0, @@ -6188,14 +6188,14 @@ Results of the model in various experiments on different datasets. \ }, "hip_right": { "count": 400, - "mean": 0.051407, - "median": 0.03767, - "std": 0.042695, - "sem": 0.002137, - "min": 0.002339, + "mean": 0.05151, + "median": 0.037681, + "std": 0.042729, + "sem": 0.002139, + "min": 0.002343, "max": 0.26692, - "recall-0.025": 0.2575, - "recall-0.05": 0.6675, + "recall-0.025": 0.26, + "recall-0.05": 0.665, "recall-0.1": 0.875, "recall-0.15": 0.9475, "recall-0.25": 0.9975, @@ -6204,13 +6204,13 @@ Results of the model in various experiments on different datasets. \ }, "knee_left": { "count": 400, - "mean": 0.041769, - "median": 0.02624, - "std": 0.054904, - "sem": 0.002749, + "mean": 0.041532, + "median": 0.026047, + "std": 0.054641, + "sem": 0.002735, "min": 0.002518, "max": 0.460411, - "recall-0.025": 0.4725, + "recall-0.025": 0.4775, "recall-0.05": 0.83, "recall-0.1": 0.935, "recall-0.15": 0.9575, @@ -6220,12 +6220,12 @@ Results of the model in various experiments on different datasets. \ }, "knee_right": { "count": 394, - "mean": 0.050653, - "median": 0.025753, - "std": 0.085967, - "sem": 0.004336, - "min": 0.001908, - "max": 0.491857, + "mean": 0.050495, + "median": 0.025752, + "std": 0.085541, + "sem": 0.004315, + "min": 0.001909, + "max": 0.490433, "recall-0.025": 0.4775, "recall-0.05": 0.7925, "recall-0.1": 0.9075, @@ -6236,50 +6236,50 @@ Results of the model in various experiments on different datasets. \ }, "ankle_left": { "count": 394, - "mean": 0.045864, - "median": 0.025435, - "std": 0.066629, - "sem": 0.003361, - "min": 0.001894, + "mean": 0.045135, + "median": 0.025436, + "std": 0.065467, + "sem": 0.003302, + "min": 0.001893, "max": 0.471595, - "recall-0.025": 0.4825, - "recall-0.05": 0.7725, - "recall-0.1": 0.9025, + "recall-0.025": 0.485, + "recall-0.05": 0.7775, + "recall-0.1": 0.915, "recall-0.15": 0.9375, "recall-0.25": 0.9525, "recall-0.5": 0.985, "num_labels": 400 }, "ankle_right": { - "count": 380, - "mean": 0.072469, - "median": 0.030738, - "std": 0.103524, - "sem": 0.005318, - "min": 0.003144, - "max": 0.481312, + "count": 382, + "mean": 0.073079, + "median": 0.030565, + "std": 0.104712, + "sem": 0.005365, + "min": 0.003147, + "max": 0.4997, "recall-0.025": 0.39, - "recall-0.05": 0.65, - "recall-0.1": 0.7775, - "recall-0.15": 0.805, - "recall-0.25": 0.8775, - "recall-0.5": 0.95, + "recall-0.05": 0.6525, + "recall-0.1": 0.78, + "recall-0.15": 0.8075, + "recall-0.25": 0.88, + "recall-0.5": 0.955, "num_labels": 400 }, "joint_recalls": { "num_labels": 5200, - "recall-0.025": 0.38654, + "recall-0.025": 0.38692, "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 + "recall-0.1": 0.92865, + "recall-0.15": 0.95692, + "recall-0.25": 0.97731, + "recall-0.5": 0.99404 } } { "total_parts": 5600, - "correct_parts": 5457, - "pcp": 0.974464 + "correct_parts": 5458, + "pcp": 0.974643 } ``` @@ -6287,27 +6287,27 @@ Results of the model in various experiments on different datasets. \ ```json { - "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 + "img_loading": 0.273937, + "demosaicing": 0.01117, + "avg_time_2d": 0.0233173, + "avg_time_3d": 0.000261721, + "time_tracks": 1.07146e-06, + "fps": 28.7769 } { "triangulator_calls": 121, - "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 + "init_time": 3.9143e-06, + "undistort_time": 1.9143e-05, + "project_time": 3.81366e-06, + "match_time": 1.32056e-05, + "pairs_time": 9.64934e-06, + "pair_scoring_time": 6.59419e-05, + "grouping_time": 1.88873e-05, + "full_time": 7.51591e-05, + "merge_time": 3.43517e-05, + "post_time": 8.34392e-06, + "convert_time": 1.58727e-07, + "total_time": 0.000252832 } { "person_nums": { @@ -6326,12 +6326,12 @@ Results of the model in various experiments on different datasets. \ }, "mpjpe": { "count": 363, - "mean": 0.025306, - "median": 0.024368, - "std": 0.007121, - "sem": 0.000374, - "min": 0.011428, - "max": 0.052149, + "mean": 0.025255, + "median": 0.024516, + "std": 0.007063, + "sem": 0.000371, + "min": 0.011427, + "max": 0.052165, "recall-0.025": 0.5427, "recall-0.05": 0.997245, "recall-0.1": 1.0, @@ -6339,7 +6339,7 @@ Results of the model in various experiments on different datasets. \ "recall-0.25": 1.0, "recall-0.5": 1.0, "num_labels": 363, - "ap-0.025": 0.318177, + "ap-0.025": 0.315813, "ap-0.05": 0.996046, "ap-0.1": 1.0, "ap-0.15": 1.0, @@ -6348,13 +6348,13 @@ Results of the model in various experiments on different datasets. \ }, "head": { "count": 363, - "mean": 0.0272, - "median": 0.023301, - "std": 0.016715, - "sem": 0.000878, - "min": 0.000467, - "max": 0.087506, - "recall-0.025": 0.570248, + "mean": 0.027154, + "median": 0.023125, + "std": 0.016762, + "sem": 0.000881, + "min": 0.000469, + "max": 0.087484, + "recall-0.025": 0.575758, "recall-0.05": 0.895317, "recall-0.1": 1.0, "recall-0.15": 1.0, @@ -6364,13 +6364,13 @@ Results of the model in various experiments on different datasets. \ }, "shoulder_left": { "count": 363, - "mean": 0.026817, - "median": 0.020888, - "std": 0.020968, - "sem": 0.001102, - "min": 0.002809, - "max": 0.15058, - "recall-0.025": 0.608815, + "mean": 0.026753, + "median": 0.020792, + "std": 0.02094, + "sem": 0.001101, + "min": 0.00281, + "max": 0.150546, + "recall-0.025": 0.61157, "recall-0.05": 0.903581, "recall-0.1": 0.980716, "recall-0.15": 0.997245, @@ -6380,11 +6380,11 @@ Results of the model in various experiments on different datasets. \ }, "shoulder_right": { "count": 363, - "mean": 0.023022, - "median": 0.020098, - "std": 0.012945, - "sem": 0.00068, - "min": 0.002877, + "mean": 0.022965, + "median": 0.02014, + "std": 0.012895, + "sem": 0.000678, + "min": 0.002881, "max": 0.101877, "recall-0.025": 0.625344, "recall-0.05": 0.964187, @@ -6396,13 +6396,13 @@ Results of the model in various experiments on different datasets. \ }, "elbow_left": { "count": 363, - "mean": 0.021877, - "median": 0.018783, - "std": 0.015417, - "sem": 0.00081, - "min": 0.001506, - "max": 0.207187, - "recall-0.025": 0.707989, + "mean": 0.021864, + "median": 0.018853, + "std": 0.015366, + "sem": 0.000808, + "min": 0.001497, + "max": 0.20719, + "recall-0.025": 0.710744, "recall-0.05": 0.964187, "recall-0.1": 0.997245, "recall-0.15": 0.997245, @@ -6412,12 +6412,12 @@ Results of the model in various experiments on different datasets. \ }, "elbow_right": { "count": 363, - "mean": 0.018189, - "median": 0.016652, - "std": 0.009525, - "sem": 0.000501, - "min": 0.00268, - "max": 0.067884, + "mean": 0.018192, + "median": 0.016657, + "std": 0.009497, + "sem": 0.000499, + "min": 0.002679, + "max": 0.067897, "recall-0.025": 0.815427, "recall-0.05": 0.988981, "recall-0.1": 1.0, @@ -6428,14 +6428,14 @@ Results of the model in various experiments on different datasets. \ }, "wrist_left": { "count": 363, - "mean": 0.022654, - "median": 0.018212, - "std": 0.01792, + "mean": 0.022592, + "median": 0.018031, + "std": 0.017922, "sem": 0.000942, - "min": 0.002167, - "max": 0.203248, - "recall-0.025": 0.702479, - "recall-0.05": 0.944904, + "min": 0.002162, + "max": 0.203249, + "recall-0.025": 0.699725, + "recall-0.05": 0.947658, "recall-0.1": 0.991736, "recall-0.15": 0.997245, "recall-0.25": 1.0, @@ -6444,12 +6444,12 @@ Results of the model in various experiments on different datasets. \ }, "wrist_right": { "count": 363, - "mean": 0.019365, - "median": 0.017935, - "std": 0.010844, - "sem": 0.00057, + "mean": 0.019408, + "median": 0.017944, + "std": 0.010821, + "sem": 0.000569, "min": 0.002229, - "max": 0.077607, + "max": 0.077613, "recall-0.025": 0.785124, "recall-0.05": 0.983471, "recall-0.1": 1.0, @@ -6460,14 +6460,14 @@ Results of the model in various experiments on different datasets. \ }, "hip_left": { "count": 363, - "mean": 0.030694, - "median": 0.026317, - "std": 0.016822, - "sem": 0.000884, - "min": 0.005167, - "max": 0.101401, - "recall-0.025": 0.4573, - "recall-0.05": 0.856749, + "mean": 0.030763, + "median": 0.026465, + "std": 0.017131, + "sem": 0.0009, + "min": 0.005169, + "max": 0.126707, + "recall-0.025": 0.454545, + "recall-0.05": 0.859504, "recall-0.1": 0.997245, "recall-0.15": 1.0, "recall-0.25": 1.0, @@ -6476,15 +6476,15 @@ Results of the model in various experiments on different datasets. \ }, "hip_right": { "count": 363, - "mean": 0.031374, - "median": 0.028633, - "std": 0.017032, - "sem": 0.000895, - "min": 0.001927, - "max": 0.130368, - "recall-0.025": 0.38292, - "recall-0.05": 0.889807, - "recall-0.1": 0.991736, + "mean": 0.031222, + "median": 0.028644, + "std": 0.016595, + "sem": 0.000872, + "min": 0.001926, + "max": 0.130375, + "recall-0.025": 0.385675, + "recall-0.05": 0.892562, + "recall-0.1": 0.99449, "recall-0.15": 1.0, "recall-0.25": 1.0, "recall-0.5": 1.0, @@ -6492,15 +6492,15 @@ Results of the model in various experiments on different datasets. \ }, "knee_left": { "count": 363, - "mean": 0.028633, - "median": 0.020813, - "std": 0.023924, - "sem": 0.001257, + "mean": 0.028488, + "median": 0.020826, + "std": 0.023721, + "sem": 0.001247, "min": 0.001678, - "max": 0.128791, - "recall-0.025": 0.61708, + "max": 0.128777, + "recall-0.025": 0.619835, "recall-0.05": 0.85124, - "recall-0.1": 0.966942, + "recall-0.1": 0.972452, "recall-0.15": 1.0, "recall-0.25": 1.0, "recall-0.5": 1.0, @@ -6508,14 +6508,14 @@ Results of the model in various experiments on different datasets. \ }, "knee_right": { "count": 363, - "mean": 0.023425, - "median": 0.02029, - "std": 0.013376, - "sem": 0.000703, - "min": 0.001885, - "max": 0.067752, - "recall-0.025": 0.619835, - "recall-0.05": 0.944904, + "mean": 0.0234, + "median": 0.019973, + "std": 0.013348, + "sem": 0.000702, + "min": 0.001881, + "max": 0.067757, + "recall-0.025": 0.614325, + "recall-0.05": 0.947658, "recall-0.1": 1.0, "recall-0.15": 1.0, "recall-0.25": 1.0, @@ -6524,14 +6524,14 @@ Results of the model in various experiments on different datasets. \ }, "ankle_left": { "count": 363, - "mean": 0.027936, - "median": 0.021889, - "std": 0.022417, - "sem": 0.001178, - "min": 0.001821, - "max": 0.198192, - "recall-0.025": 0.597796, - "recall-0.05": 0.895317, + "mean": 0.027788, + "median": 0.02187, + "std": 0.02224, + "sem": 0.001169, + "min": 0.001808, + "max": 0.198203, + "recall-0.025": 0.595041, + "recall-0.05": 0.898072, "recall-0.1": 0.980716, "recall-0.15": 0.997245, "recall-0.25": 1.0, @@ -6540,15 +6540,15 @@ Results of the model in various experiments on different datasets. \ }, "ankle_right": { "count": 363, - "mean": 0.027787, - "median": 0.021428, - "std": 0.022318, - "sem": 0.001173, + "mean": 0.027723, + "median": 0.021267, + "std": 0.022463, + "sem": 0.001181, "min": 0.00376, - "max": 0.175015, + "max": 0.1746, "recall-0.025": 0.578512, - "recall-0.05": 0.884298, - "recall-0.1": 0.977961, + "recall-0.05": 0.889807, + "recall-0.1": 0.975207, "recall-0.15": 0.997245, "recall-0.25": 1.0, "recall-0.5": 1.0, @@ -6556,9 +6556,9 @@ Results of the model in various experiments on different datasets. \ }, "joint_recalls": { "num_labels": 4719, - "recall-0.025": 0.6192, - "recall-0.05": 0.91926, - "recall-0.1": 0.9894, + "recall-0.025": 0.61962, + "recall-0.05": 0.92032, + "recall-0.1": 0.99004, "recall-0.15": 0.99788, "recall-0.25": 1.0, "recall-0.5": 1.0 @@ -6575,27 +6575,27 @@ Results of the model in various experiments on different datasets. \ ```json { - "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 + "img_loading": 0.294256, + "demosaicing": 0.0123282, + "avg_time_2d": 0.0278569, + "avg_time_3d": 0.000456178, + "time_tracks": 2.29538e-06, + "fps": 24.6041 } { "triangulator_calls": 166, - "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 + "init_time": 4.45564e-06, + "undistort_time": 2.60615e-05, + "project_time": 6.05602e-06, + "match_time": 2.39846e-05, + "pairs_time": 2.55966e-05, + "pair_scoring_time": 0.000116654, + "grouping_time": 3.65037e-05, + "full_time": 0.00013262, + "merge_time": 6.01096e-05, + "post_time": 1.0176e-05, + "convert_time": 2.08337e-07, + "total_time": 0.000442664 } { "person_nums": { @@ -6614,35 +6614,35 @@ Results of the model in various experiments on different datasets. \ }, "mpjpe": { "count": 332, - "mean": 0.023954, - "median": 0.020536, - "std": 0.00854, + "mean": 0.023878, + "median": 0.020543, + "std": 0.00853, "sem": 0.000469, - "min": 0.011694, - "max": 0.053819, - "recall-0.025": 0.662651, + "min": 0.011719, + "max": 0.053817, + "recall-0.025": 0.674699, "recall-0.05": 0.987952, "recall-0.1": 1.0, "recall-0.15": 1.0, "recall-0.25": 1.0, "recall-0.5": 1.0, "num_labels": 332, - "ap-0.025": 0.342732, - "ap-0.05": 0.694248, - "ap-0.1": 0.72186, - "ap-0.15": 0.72186, - "ap-0.25": 0.72186, - "ap-0.5": 0.72186 + "ap-0.025": 0.345685, + "ap-0.05": 0.693929, + "ap-0.1": 0.721577, + "ap-0.15": 0.721577, + "ap-0.25": 0.721577, + "ap-0.5": 0.721577 }, "head": { "count": 332, - "mean": 0.039815, + "mean": 0.039846, "median": 0.03972, - "std": 0.020291, - "sem": 0.001115, - "min": 0.003048, - "max": 0.102672, - "recall-0.025": 0.286145, + "std": 0.020121, + "sem": 0.001106, + "min": 0.003054, + "max": 0.102677, + "recall-0.025": 0.283133, "recall-0.05": 0.683735, "recall-0.1": 0.996988, "recall-0.15": 1.0, @@ -6652,13 +6652,13 @@ Results of the model in various experiments on different datasets. \ }, "shoulder_left": { "count": 332, - "mean": 0.023126, - "median": 0.020606, - "std": 0.012196, - "sem": 0.00067, - "min": 0.001007, - "max": 0.083282, - "recall-0.025": 0.704819, + "mean": 0.023206, + "median": 0.020678, + "std": 0.012218, + "sem": 0.000672, + "min": 0.001001, + "max": 0.083199, + "recall-0.025": 0.698795, "recall-0.05": 0.960843, "recall-0.1": 1.0, "recall-0.15": 1.0, @@ -6668,13 +6668,13 @@ Results of the model in various experiments on different datasets. \ }, "shoulder_right": { "count": 332, - "mean": 0.028154, - "median": 0.020496, - "std": 0.02177, - "sem": 0.001197, - "min": 0.002427, - "max": 0.145471, - "recall-0.025": 0.626506, + "mean": 0.027999, + "median": 0.020378, + "std": 0.021799, + "sem": 0.001198, + "min": 0.002435, + "max": 0.14546, + "recall-0.025": 0.629518, "recall-0.05": 0.870482, "recall-0.1": 0.990964, "recall-0.15": 1.0, @@ -6684,12 +6684,12 @@ Results of the model in various experiments on different datasets. \ }, "elbow_left": { "count": 332, - "mean": 0.018821, - "median": 0.015945, - "std": 0.010415, - "sem": 0.000572, - "min": 0.002444, - "max": 0.072498, + "mean": 0.018847, + "median": 0.016074, + "std": 0.010424, + "sem": 0.000573, + "min": 0.002447, + "max": 0.072505, "recall-0.025": 0.777108, "recall-0.05": 0.98494, "recall-0.1": 1.0, @@ -6700,14 +6700,14 @@ Results of the model in various experiments on different datasets. \ }, "elbow_right": { "count": 332, - "mean": 0.023408, - "median": 0.019392, - "std": 0.01566, - "sem": 0.000861, - "min": 0.001531, - "max": 0.115047, - "recall-0.025": 0.710843, - "recall-0.05": 0.924699, + "mean": 0.023258, + "median": 0.019401, + "std": 0.015376, + "sem": 0.000845, + "min": 0.001498, + "max": 0.11504, + "recall-0.025": 0.707831, + "recall-0.05": 0.930723, "recall-0.1": 0.996988, "recall-0.15": 1.0, "recall-0.25": 1.0, @@ -6716,14 +6716,14 @@ Results of the model in various experiments on different datasets. \ }, "wrist_left": { "count": 332, - "mean": 0.018863, - "median": 0.012662, - "std": 0.017386, - "sem": 0.000956, - "min": 0.000702, - "max": 0.105623, - "recall-0.025": 0.762048, - "recall-0.05": 0.930723, + "mean": 0.01867, + "median": 0.012666, + "std": 0.017091, + "sem": 0.000939, + "min": 0.001616, + "max": 0.105551, + "recall-0.025": 0.771084, + "recall-0.05": 0.936747, "recall-0.1": 0.990964, "recall-0.15": 1.0, "recall-0.25": 1.0, @@ -6732,13 +6732,13 @@ Results of the model in various experiments on different datasets. \ }, "wrist_right": { "count": 332, - "mean": 0.024466, - "median": 0.018932, - "std": 0.018738, - "sem": 0.00103, - "min": 0.003551, + "mean": 0.024335, + "median": 0.01903, + "std": 0.018778, + "sem": 0.001032, + "min": 0.003544, "max": 0.177674, - "recall-0.025": 0.668675, + "recall-0.025": 0.665663, "recall-0.05": 0.906627, "recall-0.1": 0.993976, "recall-0.15": 0.996988, @@ -6748,12 +6748,12 @@ Results of the model in various experiments on different datasets. \ }, "hip_left": { "count": 332, - "mean": 0.029139, - "median": 0.025055, - "std": 0.016957, - "sem": 0.000932, - "min": 0.005687, - "max": 0.10606, + "mean": 0.029072, + "median": 0.025087, + "std": 0.016871, + "sem": 0.000927, + "min": 0.005691, + "max": 0.106112, "recall-0.025": 0.493976, "recall-0.05": 0.906627, "recall-0.1": 0.996988, @@ -6764,14 +6764,14 @@ Results of the model in various experiments on different datasets. \ }, "hip_right": { "count": 332, - "mean": 0.02948, - "median": 0.025936, - "std": 0.015799, - "sem": 0.000868, - "min": 0.001515, - "max": 0.106962, - "recall-0.025": 0.48494, - "recall-0.05": 0.921687, + "mean": 0.029207, + "median": 0.025565, + "std": 0.01576, + "sem": 0.000866, + "min": 0.001509, + "max": 0.106944, + "recall-0.025": 0.490964, + "recall-0.05": 0.924699, "recall-0.1": 0.993976, "recall-0.15": 1.0, "recall-0.25": 1.0, @@ -6780,13 +6780,13 @@ Results of the model in various experiments on different datasets. \ }, "knee_left": { "count": 332, - "mean": 0.020692, - "median": 0.015036, - "std": 0.015626, - "sem": 0.000859, - "min": 0.001242, - "max": 0.099969, - "recall-0.025": 0.753012, + "mean": 0.020694, + "median": 0.015209, + "std": 0.015608, + "sem": 0.000858, + "min": 0.001811, + "max": 0.099981, + "recall-0.025": 0.756024, "recall-0.05": 0.927711, "recall-0.1": 1.0, "recall-0.15": 1.0, @@ -6796,14 +6796,14 @@ Results of the model in various experiments on different datasets. \ }, "knee_right": { "count": 332, - "mean": 0.019317, - "median": 0.014134, - "std": 0.015964, - "sem": 0.000877, + "mean": 0.019241, + "median": 0.013768, + "std": 0.015935, + "sem": 0.000876, "min": 0.001764, - "max": 0.103151, - "recall-0.025": 0.743976, - "recall-0.05": 0.942771, + "max": 0.10315, + "recall-0.025": 0.75, + "recall-0.05": 0.945783, "recall-0.1": 0.996988, "recall-0.15": 1.0, "recall-0.25": 1.0, @@ -6812,11 +6812,11 @@ Results of the model in various experiments on different datasets. \ }, "ankle_left": { "count": 332, - "mean": 0.013369, - "median": 0.010171, - "std": 0.009537, - "sem": 0.000524, - "min": 0.001511, + "mean": 0.013374, + "median": 0.010131, + "std": 0.009492, + "sem": 0.000522, + "min": 0.001941, "max": 0.058708, "recall-0.025": 0.888554, "recall-0.05": 0.996988, @@ -6828,12 +6828,12 @@ Results of the model in various experiments on different datasets. \ }, "ankle_right": { "count": 332, - "mean": 0.022756, - "median": 0.0207, - "std": 0.013506, - "sem": 0.000742, - "min": 0.002687, - "max": 0.107519, + "mean": 0.022662, + "median": 0.020512, + "std": 0.013454, + "sem": 0.00074, + "min": 0.002703, + "max": 0.107512, "recall-0.025": 0.76506, "recall-0.05": 0.951807, "recall-0.1": 0.993976, @@ -6844,8 +6844,8 @@ Results of the model in various experiments on different datasets. \ }, "joint_recalls": { "num_labels": 4316, - "recall-0.025": 0.66474, - "recall-0.05": 0.91543, + "recall-0.025": 0.66566, + "recall-0.05": 0.91682, "recall-0.1": 0.99629, "recall-0.15": 0.99977, "recall-0.25": 1.0, @@ -6863,27 +6863,27 @@ Results of the model in various experiments on different datasets. \ ```json { - "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 + "img_loading": 0.296161, + "demosaicing": 0.0110317, + "avg_time_2d": 0.0271237, + "avg_time_3d": 0.00042364, + "time_tracks": 2.4652e-06, + "fps": 25.9192 } { "triangulator_calls": 110, - "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 + "init_time": 4.40113e-06, + "undistort_time": 2.52785e-05, + "project_time": 5.15533e-06, + "match_time": 2.34926e-05, + "pairs_time": 2.3995e-05, + "pair_scoring_time": 0.000115287, + "grouping_time": 4.71506e-05, + "full_time": 0.000109021, + "merge_time": 4.70627e-05, + "post_time": 1.02112e-05, + "convert_time": 2.09391e-07, + "total_time": 0.000411505 } { "person_nums": { @@ -6902,36 +6902,36 @@ Results of the model in various experiments on different datasets. \ }, "mpjpe": { "count": 330, - "mean": 0.040993, - "median": 0.037063, - "std": 0.01607, - "sem": 0.000886, - "min": 0.018223, - "max": 0.119589, - "recall-0.025": 0.09697, - "recall-0.05": 0.772727, - "recall-0.1": 0.993939, + "mean": 0.040807, + "median": 0.0365, + "std": 0.015819, + "sem": 0.000872, + "min": 0.018235, + "max": 0.10728, + "recall-0.025": 0.10303, + "recall-0.05": 0.775758, + "recall-0.1": 0.99697, "recall-0.15": 1.0, "recall-0.25": 1.0, "recall-0.5": 1.0, "num_labels": 330, - "ap-0.025": 0.011594, - "ap-0.05": 0.506581, - "ap-0.1": 0.752409, - "ap-0.15": 0.761225, - "ap-0.25": 0.761225, - "ap-0.5": 0.761225 + "ap-0.025": 0.013534, + "ap-0.05": 0.512946, + "ap-0.1": 0.756211, + "ap-0.15": 0.759015, + "ap-0.25": 0.759015, + "ap-0.5": 0.759015 }, "head": { "count": 330, - "mean": 0.048317, - "median": 0.04226, - "std": 0.026463, - "sem": 0.001459, - "min": 0.00847, - "max": 0.15047, - "recall-0.025": 0.151515, - "recall-0.05": 0.636364, + "mean": 0.047599, + "median": 0.0415, + "std": 0.025954, + "sem": 0.001431, + "min": 0.008482, + "max": 0.165767, + "recall-0.025": 0.160606, + "recall-0.05": 0.633333, "recall-0.1": 0.954545, "recall-0.15": 0.99697, "recall-0.25": 1.0, @@ -6940,14 +6940,14 @@ Results of the model in various experiments on different datasets. \ }, "shoulder_left": { "count": 330, - "mean": 0.046453, - "median": 0.042708, - "std": 0.024694, - "sem": 0.001361, - "min": 0.004988, - "max": 0.149762, + "mean": 0.046233, + "median": 0.042399, + "std": 0.024132, + "sem": 0.00133, + "min": 0.004979, + "max": 0.142735, "recall-0.025": 0.175758, - "recall-0.05": 0.645455, + "recall-0.05": 0.639394, "recall-0.1": 0.972727, "recall-0.15": 1.0, "recall-0.25": 1.0, @@ -6956,15 +6956,15 @@ Results of the model in various experiments on different datasets. \ }, "shoulder_right": { "count": 330, - "mean": 0.041233, - "median": 0.036644, - "std": 0.023003, - "sem": 0.001268, - "min": 0.004716, - "max": 0.124034, - "recall-0.025": 0.233333, - "recall-0.05": 0.769697, - "recall-0.1": 0.960606, + "mean": 0.041348, + "median": 0.036951, + "std": 0.023183, + "sem": 0.001278, + "min": 0.004758, + "max": 0.124016, + "recall-0.025": 0.230303, + "recall-0.05": 0.772727, + "recall-0.1": 0.954545, "recall-0.15": 1.0, "recall-0.25": 1.0, "recall-0.5": 1.0, @@ -6972,15 +6972,15 @@ Results of the model in various experiments on different datasets. \ }, "elbow_left": { "count": 330, - "mean": 0.044261, - "median": 0.037232, - "std": 0.027836, - "sem": 0.001535, - "min": 0.002527, - "max": 0.211827, - "recall-0.025": 0.248485, - "recall-0.05": 0.672727, - "recall-0.1": 0.951515, + "mean": 0.044574, + "median": 0.037455, + "std": 0.028188, + "sem": 0.001554, + "min": 0.006781, + "max": 0.213094, + "recall-0.025": 0.245455, + "recall-0.05": 0.675758, + "recall-0.1": 0.945455, "recall-0.15": 0.993939, "recall-0.25": 1.0, "recall-0.5": 1.0, @@ -6988,47 +6988,47 @@ Results of the model in various experiments on different datasets. \ }, "elbow_right": { "count": 330, - "mean": 0.042961, - "median": 0.036377, - "std": 0.027577, - "sem": 0.00152, - "min": 0.00202, - "max": 0.173688, - "recall-0.025": 0.260606, - "recall-0.05": 0.681818, - "recall-0.1": 0.960606, + "mean": 0.043098, + "median": 0.036329, + "std": 0.027772, + "sem": 0.001531, + "min": 0.001944, + "max": 0.17386, + "recall-0.025": 0.251515, + "recall-0.05": 0.690909, + "recall-0.1": 0.957576, "recall-0.15": 0.987879, "recall-0.25": 1.0, "recall-0.5": 1.0, "num_labels": 330 }, "wrist_left": { - "count": 329, - "mean": 0.046821, - "median": 0.039868, - "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": 0.936364, + "count": 330, + "mean": 0.046817, + "median": 0.038856, + "std": 0.037095, + "sem": 0.002045, + "min": 0.004111, + "max": 0.34692, + "recall-0.025": 0.263636, + "recall-0.05": 0.648485, + "recall-0.1": 0.933333, "recall-0.15": 0.981818, "recall-0.25": 0.99697, - "recall-0.5": 0.99697, + "recall-0.5": 1.0, "num_labels": 330 }, "wrist_right": { "count": 330, - "mean": 0.049282, - "median": 0.042666, - "std": 0.032155, - "sem": 0.001773, - "min": 0.005118, - "max": 0.315294, - "recall-0.025": 0.181818, - "recall-0.05": 0.624242, - "recall-0.1": 0.939394, + "mean": 0.048974, + "median": 0.040888, + "std": 0.03218, + "sem": 0.001774, + "min": 0.007716, + "max": 0.319297, + "recall-0.025": 0.178788, + "recall-0.05": 0.642424, + "recall-0.1": 0.936364, "recall-0.15": 0.987879, "recall-0.25": 0.99697, "recall-0.5": 1.0, @@ -7036,15 +7036,15 @@ Results of the model in various experiments on different datasets. \ }, "hip_left": { "count": 330, - "mean": 0.041509, - "median": 0.038164, - "std": 0.022188, - "sem": 0.001223, - "min": 0.004392, - "max": 0.142299, - "recall-0.025": 0.251515, + "mean": 0.041609, + "median": 0.037884, + "std": 0.021958, + "sem": 0.001211, + "min": 0.004453, + "max": 0.13482, + "recall-0.025": 0.248485, "recall-0.05": 0.706061, - "recall-0.1": 0.984848, + "recall-0.1": 0.981818, "recall-0.15": 1.0, "recall-0.25": 1.0, "recall-0.5": 1.0, @@ -7052,15 +7052,15 @@ Results of the model in various experiments on different datasets. \ }, "hip_right": { "count": 330, - "mean": 0.039698, - "median": 0.035193, - "std": 0.021989, - "sem": 0.001212, - "min": 0.003065, - "max": 0.131235, - "recall-0.025": 0.278788, + "mean": 0.039772, + "median": 0.035562, + "std": 0.022217, + "sem": 0.001225, + "min": 0.003076, + "max": 0.131202, + "recall-0.025": 0.287879, "recall-0.05": 0.687879, - "recall-0.1": 0.987879, + "recall-0.1": 0.981818, "recall-0.15": 1.0, "recall-0.25": 1.0, "recall-0.5": 1.0, @@ -7068,14 +7068,14 @@ Results of the model in various experiments on different datasets. \ }, "knee_left": { "count": 330, - "mean": 0.033101, - "median": 0.029765, - "std": 0.020248, - "sem": 0.001116, - "min": 0.002812, - "max": 0.118325, - "recall-0.025": 0.421212, - "recall-0.05": 0.812121, + "mean": 0.033191, + "median": 0.029896, + "std": 0.020354, + "sem": 0.001122, + "min": 0.002794, + "max": 0.118307, + "recall-0.025": 0.415152, + "recall-0.05": 0.809091, "recall-0.1": 0.993939, "recall-0.15": 1.0, "recall-0.25": 1.0, @@ -7084,14 +7084,14 @@ Results of the model in various experiments on different datasets. \ }, "knee_right": { "count": 330, - "mean": 0.03412, - "median": 0.028226, - "std": 0.02117, - "sem": 0.001167, - "min": 0.003054, - "max": 0.125959, - "recall-0.025": 0.421212, - "recall-0.05": 0.784848, + "mean": 0.033873, + "median": 0.027396, + "std": 0.020893, + "sem": 0.001152, + "min": 0.003886, + "max": 0.126002, + "recall-0.025": 0.433333, + "recall-0.05": 0.787879, "recall-0.1": 0.984848, "recall-0.15": 1.0, "recall-0.25": 1.0, @@ -7100,29 +7100,29 @@ Results of the model in various experiments on different datasets. \ }, "ankle_left": { "count": 330, - "mean": 0.032268, - "median": 0.025961, - "std": 0.029146, - "sem": 0.001607, - "min": 0.002088, - "max": 0.347129, - "recall-0.025": 0.478788, - "recall-0.05": 0.842424, - "recall-0.1": 0.972727, - "recall-0.15": 0.993939, + "mean": 0.032354, + "median": 0.025707, + "std": 0.030266, + "sem": 0.001669, + "min": 0.00205, + "max": 0.347264, + "recall-0.025": 0.487879, + "recall-0.05": 0.839394, + "recall-0.1": 0.966667, + "recall-0.15": 0.990909, "recall-0.25": 0.99697, "recall-0.5": 1.0, "num_labels": 330 }, "ankle_right": { "count": 330, - "mean": 0.031267, - "median": 0.024535, - "std": 0.030339, - "sem": 0.001673, - "min": 0.000855, - "max": 0.35043, - "recall-0.025": 0.506061, + "mean": 0.03105, + "median": 0.024016, + "std": 0.030018, + "sem": 0.001655, + "min": 0.000831, + "max": 0.347751, + "recall-0.025": 0.515152, "recall-0.05": 0.872727, "recall-0.1": 0.978788, "recall-0.15": 0.990909, @@ -7132,12 +7132,12 @@ Results of the model in various experiments on different datasets. \ }, "joint_recalls": { "num_labels": 4290, - "recall-0.025": 0.2951, - "recall-0.05": 0.71818, - "recall-0.1": 0.9655, - "recall-0.15": 0.99394, + "recall-0.025": 0.29837, + "recall-0.05": 0.72238, + "recall-0.1": 0.96294, + "recall-0.15": 0.99371, "recall-0.25": 0.99907, - "recall-0.5": 0.99977 + "recall-0.5": 1.0 } } { @@ -7151,287 +7151,287 @@ Results of the model in various experiments on different datasets. \ ```json { - "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 + "img_loading": 0.449514, + "demosaicing": 0.0178103, + "avg_time_2d": 0.0492171, + "avg_time_3d": 0.000939744, + "time_tracks": 3.82988e-06, + "fps": 14.7122 } { "triangulator_calls": 121, - "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 + "init_time": 6.87373e-06, + "undistort_time": 5.23787e-05, + "project_time": 9.21888e-06, + "match_time": 4.07995e-05, + "pairs_time": 7.86093e-05, + "pair_scoring_time": 0.00033354, + "grouping_time": 0.000117825, + "full_time": 0.000188421, + "merge_time": 8.18466e-05, + "post_time": 1.12108e-05, + "convert_time": 2.30083e-07, + "total_time": 0.000921196 } { "person_nums": { "total_frames": 121, "total_labels": 484, - "total_preds": 512, + "total_preds": 520, "considered_empty": 0, - "valid_preds": 483, - "invalid_preds": 29, - "missing": 1, - "invalid_fraction": 0.05664, - "precision": 0.94336, - "recall": 0.99793, - "f1": 0.96988, - "non_empty": 512 + "valid_preds": 484, + "invalid_preds": 36, + "missing": 0, + "invalid_fraction": 0.06923, + "precision": 0.93077, + "recall": 1.0, + "f1": 0.96414, + "non_empty": 520 }, "mpjpe": { - "count": 483, - "mean": 0.029255, - "median": 0.026842, - "std": 0.011654, - "sem": 0.000531, - "min": 0.013032, - "max": 0.138905, - "recall-0.025": 0.419421, - "recall-0.05": 0.952479, - "recall-0.1": 0.995868, - "recall-0.15": 0.997934, - "recall-0.25": 0.997934, - "recall-0.5": 0.997934, + "count": 484, + "mean": 0.028911, + "median": 0.026401, + "std": 0.011162, + "sem": 0.000508, + "min": 0.013956, + "max": 0.13521, + "recall-0.025": 0.431818, + "recall-0.05": 0.958678, + "recall-0.1": 0.997934, + "recall-0.15": 1.0, + "recall-0.25": 1.0, + "recall-0.5": 1.0, "num_labels": 484, - "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 + "ap-0.025": 0.187768, + "ap-0.05": 0.87472, + "ap-0.1": 0.950372, + "ap-0.15": 0.952334, + "ap-0.25": 0.952334, + "ap-0.5": 0.952334 }, "head": { - "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": 0.995868, - "recall-0.15": 0.997934, - "recall-0.25": 0.997934, - "recall-0.5": 0.997934, + "count": 484, + "mean": 0.029355, + "median": 0.024646, + "std": 0.017773, + "sem": 0.000809, + "min": 0.003887, + "max": 0.095069, + "recall-0.025": 0.506198, + "recall-0.05": 0.865702, + "recall-0.1": 1.0, + "recall-0.15": 1.0, + "recall-0.25": 1.0, + "recall-0.5": 1.0, "num_labels": 484 }, "shoulder_left": { - "count": 483, - "mean": 0.029936, - "median": 0.02615, - "std": 0.017673, - "sem": 0.000805, - "min": 0.004801, - "max": 0.12378, - "recall-0.025": 0.477273, - "recall-0.05": 0.873967, - "recall-0.1": 0.993802, - "recall-0.15": 0.997934, - "recall-0.25": 0.997934, - "recall-0.5": 0.997934, + "count": 484, + "mean": 0.029306, + "median": 0.025259, + "std": 0.017619, + "sem": 0.000802, + "min": 0.00469, + "max": 0.123784, + "recall-0.025": 0.493802, + "recall-0.05": 0.882231, + "recall-0.1": 0.995868, + "recall-0.15": 1.0, + "recall-0.25": 1.0, + "recall-0.5": 1.0, "num_labels": 484 }, "shoulder_right": { - "count": 483, - "mean": 0.02931, - "median": 0.025345, - "std": 0.01794, - "sem": 0.000817, - "min": 0.001207, - "max": 0.120782, + "count": 484, + "mean": 0.028997, + "median": 0.025291, + "std": 0.017669, + "sem": 0.000804, + "min": 0.001208, + "max": 0.122966, "recall-0.025": 0.495868, "recall-0.05": 0.876033, - "recall-0.1": 0.991736, - "recall-0.15": 0.997934, - "recall-0.25": 0.997934, - "recall-0.5": 0.997934, + "recall-0.1": 0.995868, + "recall-0.15": 1.0, + "recall-0.25": 1.0, + "recall-0.5": 1.0, "num_labels": 484 }, "elbow_left": { - "count": 483, - "mean": 0.029716, - "median": 0.026997, - "std": 0.015822, - "sem": 0.000721, - "min": 0.002764, - "max": 0.107294, + "count": 484, + "mean": 0.029342, + "median": 0.026558, + "std": 0.015647, + "sem": 0.000712, + "min": 0.001307, + "max": 0.106462, "recall-0.025": 0.454545, - "recall-0.05": 0.882231, + "recall-0.05": 0.896694, "recall-0.1": 0.995868, - "recall-0.15": 0.997934, - "recall-0.25": 0.997934, - "recall-0.5": 0.997934, + "recall-0.15": 1.0, + "recall-0.25": 1.0, + "recall-0.5": 1.0, "num_labels": 484 }, "elbow_right": { - "count": 483, - "mean": 0.030195, - "median": 0.025171, - "std": 0.019893, - "sem": 0.000906, - "min": 0.001453, - "max": 0.135761, - "recall-0.025": 0.495868, - "recall-0.05": 0.873967, - "recall-0.1": 0.981405, + "count": 484, + "mean": 0.030206, + "median": 0.024912, + "std": 0.02079, + "sem": 0.000946, + "min": 0.001455, + "max": 0.162007, + "recall-0.025": 0.502066, + "recall-0.05": 0.869835, + "recall-0.1": 0.987603, "recall-0.15": 0.997934, - "recall-0.25": 0.997934, - "recall-0.5": 0.997934, + "recall-0.25": 1.0, + "recall-0.5": 1.0, "num_labels": 484 }, "wrist_left": { - "count": 483, - "mean": 0.034414, - "median": 0.028426, - "std": 0.023744, - "sem": 0.001081, - "min": 0.002816, - "max": 0.208094, - "recall-0.025": 0.404959, - "recall-0.05": 0.822314, + "count": 484, + "mean": 0.034144, + "median": 0.027963, + "std": 0.023923, + "sem": 0.001089, + "min": 0.002152, + "max": 0.218549, + "recall-0.025": 0.402893, + "recall-0.05": 0.832645, "recall-0.1": 0.971074, - "recall-0.15": 0.995868, - "recall-0.25": 0.997934, - "recall-0.5": 0.997934, + "recall-0.15": 0.997934, + "recall-0.25": 1.0, + "recall-0.5": 1.0, "num_labels": 484 }, "wrist_right": { - "count": 483, - "mean": 0.034014, - "median": 0.028476, - "std": 0.026712, - "sem": 0.001217, - "min": 0.00351, - "max": 0.284667, - "recall-0.025": 0.390496, - "recall-0.05": 0.849174, + "count": 484, + "mean": 0.033395, + "median": 0.027456, + "std": 0.026855, + "sem": 0.001222, + "min": 0.003164, + "max": 0.3606, + "recall-0.025": 0.438017, + "recall-0.05": 0.847107, "recall-0.1": 0.977273, - "recall-0.15": 0.993802, - "recall-0.25": 0.993802, - "recall-0.5": 0.997934, + "recall-0.15": 0.995868, + "recall-0.25": 0.997934, + "recall-0.5": 1.0, "num_labels": 484 }, "hip_left": { - "count": 483, - "mean": 0.03467, - "median": 0.031172, - "std": 0.019736, - "sem": 0.000899, - "min": 0.002885, - "max": 0.248625, - "recall-0.025": 0.305785, - "recall-0.05": 0.842975, - "recall-0.1": 0.989669, - "recall-0.15": 0.995868, - "recall-0.25": 0.997934, - "recall-0.5": 0.997934, + "count": 484, + "mean": 0.034657, + "median": 0.03172, + "std": 0.019459, + "sem": 0.000885, + "min": 0.003499, + "max": 0.249387, + "recall-0.025": 0.303719, + "recall-0.05": 0.85124, + "recall-0.1": 0.993802, + "recall-0.15": 0.997934, + "recall-0.25": 1.0, + "recall-0.5": 1.0, "num_labels": 484 }, "hip_right": { - "count": 483, - "mean": 0.038046, - "median": 0.032255, - "std": 0.025653, - "sem": 0.001168, - "min": 0.003771, - "max": 0.258232, - "recall-0.025": 0.31405, - "recall-0.05": 0.799587, - "recall-0.1": 0.966942, - "recall-0.15": 0.995868, - "recall-0.25": 0.995868, - "recall-0.5": 0.997934, + "count": 484, + "mean": 0.037657, + "median": 0.031696, + "std": 0.025906, + "sem": 0.001179, + "min": 0.003853, + "max": 0.25837, + "recall-0.025": 0.328512, + "recall-0.05": 0.801653, + "recall-0.1": 0.971074, + "recall-0.15": 0.997934, + "recall-0.25": 0.997934, + "recall-0.5": 1.0, "num_labels": 484 }, "knee_left": { - "count": 483, - "mean": 0.021558, - "median": 0.017019, - "std": 0.017418, - "sem": 0.000793, - "min": 0.002951, - "max": 0.185898, - "recall-0.025": 0.721074, - "recall-0.05": 0.950413, - "recall-0.1": 0.993802, - "recall-0.15": 0.993802, - "recall-0.25": 0.997934, - "recall-0.5": 0.997934, + "count": 484, + "mean": 0.0214, + "median": 0.01691, + "std": 0.017048, + "sem": 0.000776, + "min": 0.003128, + "max": 0.185642, + "recall-0.025": 0.719008, + "recall-0.05": 0.960744, + "recall-0.1": 0.995868, + "recall-0.15": 0.995868, + "recall-0.25": 1.0, + "recall-0.5": 1.0, "num_labels": 484 }, "knee_right": { - "count": 483, - "mean": 0.024245, - "median": 0.01952, - "std": 0.016893, - "sem": 0.000769, - "min": 0.001804, - "max": 0.154682, - "recall-0.025": 0.654959, - "recall-0.05": 0.923554, - "recall-0.1": 0.993802, - "recall-0.15": 0.995868, - "recall-0.25": 0.997934, - "recall-0.5": 0.997934, + "count": 484, + "mean": 0.023785, + "median": 0.019485, + "std": 0.016386, + "sem": 0.000746, + "min": 0.001754, + "max": 0.154491, + "recall-0.025": 0.663223, + "recall-0.05": 0.940083, + "recall-0.1": 0.995868, + "recall-0.15": 0.997934, + "recall-0.25": 1.0, + "recall-0.5": 1.0, "num_labels": 484 }, "ankle_left": { - "count": 483, - "mean": 0.022242, - "median": 0.017863, - "std": 0.01983, - "sem": 0.000903, - "min": 0.001647, - "max": 0.231289, - "recall-0.025": 0.714876, + "count": 484, + "mean": 0.021668, + "median": 0.017804, + "std": 0.017118, + "sem": 0.000779, + "min": 0.002234, + "max": 0.182951, + "recall-0.025": 0.731405, "recall-0.05": 0.954545, - "recall-0.1": 0.987603, - "recall-0.15": 0.991736, - "recall-0.25": 0.997934, - "recall-0.5": 0.997934, + "recall-0.1": 0.989669, + "recall-0.15": 0.995868, + "recall-0.25": 1.0, + "recall-0.5": 1.0, "num_labels": 484 }, "ankle_right": { - "count": 483, - "mean": 0.022243, - "median": 0.018055, - "std": 0.014583, - "sem": 0.000664, - "min": 0.001986, - "max": 0.122528, - "recall-0.025": 0.708678, - "recall-0.05": 0.93595, - "recall-0.1": 0.995868, - "recall-0.15": 0.997934, - "recall-0.25": 0.997934, - "recall-0.5": 0.997934, + "count": 484, + "mean": 0.021937, + "median": 0.018464, + "std": 0.013713, + "sem": 0.000624, + "min": 0.00199, + "max": 0.122447, + "recall-0.025": 0.710744, + "recall-0.05": 0.948347, + "recall-0.1": 0.997934, + "recall-0.15": 1.0, + "recall-0.25": 1.0, + "recall-0.5": 1.0, "num_labels": 484 }, "joint_recalls": { "num_labels": 6292, - "recall-0.025": 0.51081, - "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 + "recall-0.025": 0.51812, + "recall-0.05": 0.88557, + "recall-0.1": 0.98919, + "recall-0.15": 0.99825, + "recall-0.25": 0.99968, + "recall-0.5": 1.0 } } { "total_parts": 6776, - "correct_parts": 6755, - "pcp": 0.996901 + "correct_parts": 6770, + "pcp": 0.999115 } ``` @@ -7439,27 +7439,27 @@ Results of the model in various experiments on different datasets. \ ```json { - "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 + "img_loading": 0.446107, + "demosaicing": 0.017453, + "avg_time_2d": 0.0420512, + "avg_time_3d": 0.000746762, + "time_tracks": 2.66809e-06, + "fps": 16.5965 } { "triangulator_calls": 183, - "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 + "init_time": 5.8832e-06, + "undistort_time": 4.30531e-05, + "project_time": 8.35799e-06, + "match_time": 3.34487e-05, + "pairs_time": 5.59507e-05, + "pair_scoring_time": 0.000207656, + "grouping_time": 6.98545e-05, + "full_time": 0.000199134, + "merge_time": 9.40775e-05, + "post_time": 1.08129e-05, + "convert_time": 2.20978e-07, + "total_time": 0.000728692 } { "person_nums": { @@ -7478,21 +7478,21 @@ Results of the model in various experiments on different datasets. \ }, "mpjpe": { "count": 732, - "mean": 0.02444, - "median": 0.02352, - "std": 0.006809, - "sem": 0.000252, - "min": 0.010015, - "max": 0.063899, - "recall-0.025": 0.617486, - "recall-0.05": 0.991803, + "mean": 0.024346, + "median": 0.023518, + "std": 0.006655, + "sem": 0.000246, + "min": 0.010127, + "max": 0.062161, + "recall-0.025": 0.620219, + "recall-0.05": 0.994536, "recall-0.1": 1.0, "recall-0.15": 1.0, "recall-0.25": 1.0, "recall-0.5": 1.0, "num_labels": 732, - "ap-0.025": 0.428342, - "ap-0.05": 0.989988, + "ap-0.025": 0.436061, + "ap-0.05": 0.993508, "ap-0.1": 1.0, "ap-0.15": 1.0, "ap-0.25": 1.0, @@ -7500,31 +7500,31 @@ Results of the model in various experiments on different datasets. \ }, "head": { "count": 732, - "mean": 0.027557, - "median": 0.022607, - "std": 0.020686, - "sem": 0.000765, - "min": 0.004084, - "max": 0.227598, - "recall-0.025": 0.580601, - "recall-0.05": 0.922131, - "recall-0.1": 0.987705, - "recall-0.15": 0.994536, + "mean": 0.027598, + "median": 0.022572, + "std": 0.020068, + "sem": 0.000742, + "min": 0.003162, + "max": 0.177564, + "recall-0.025": 0.577869, + "recall-0.05": 0.920765, + "recall-0.1": 0.984973, + "recall-0.15": 0.995902, "recall-0.25": 1.0, "recall-0.5": 1.0, "num_labels": 732 }, "shoulder_left": { "count": 732, - "mean": 0.033128, - "median": 0.029039, - "std": 0.019667, - "sem": 0.000727, - "min": 0.00155, - "max": 0.12577, - "recall-0.025": 0.400273, - "recall-0.05": 0.84153, - "recall-0.1": 0.983607, + "mean": 0.033024, + "median": 0.02874, + "std": 0.019683, + "sem": 0.000728, + "min": 0.001, + "max": 0.122613, + "recall-0.025": 0.396175, + "recall-0.05": 0.848361, + "recall-0.1": 0.98224, "recall-0.15": 1.0, "recall-0.25": 1.0, "recall-0.5": 1.0, @@ -7532,31 +7532,31 @@ Results of the model in various experiments on different datasets. \ }, "shoulder_right": { "count": 732, - "mean": 0.025325, - "median": 0.02198, - "std": 0.014763, - "sem": 0.000546, - "min": 0.002244, - "max": 0.150595, - "recall-0.025": 0.605191, - "recall-0.05": 0.941257, - "recall-0.1": 0.997268, - "recall-0.15": 0.998634, + "mean": 0.025178, + "median": 0.02226, + "std": 0.014436, + "sem": 0.000534, + "min": 0.001732, + "max": 0.142962, + "recall-0.025": 0.598361, + "recall-0.05": 0.949454, + "recall-0.1": 0.998634, + "recall-0.15": 1.0, "recall-0.25": 1.0, "recall-0.5": 1.0, "num_labels": 732 }, "elbow_left": { "count": 732, - "mean": 0.024453, - "median": 0.020663, - "std": 0.015437, - "sem": 0.000571, - "min": 0.000931, - "max": 0.122853, - "recall-0.025": 0.625683, - "recall-0.05": 0.942623, - "recall-0.1": 0.995902, + "mean": 0.024298, + "median": 0.020857, + "std": 0.015009, + "sem": 0.000555, + "min": 0.002449, + "max": 0.11975, + "recall-0.025": 0.632514, + "recall-0.05": 0.948087, + "recall-0.1": 0.997268, "recall-0.15": 1.0, "recall-0.25": 1.0, "recall-0.5": 1.0, @@ -7564,14 +7564,14 @@ Results of the model in various experiments on different datasets. \ }, "elbow_right": { "count": 732, - "mean": 0.022714, - "median": 0.019297, - "std": 0.014225, - "sem": 0.000526, - "min": 0.002065, - "max": 0.105973, + "mean": 0.022548, + "median": 0.019039, + "std": 0.014365, + "sem": 0.000531, + "min": 0.002236, + "max": 0.11631, "recall-0.025": 0.696721, - "recall-0.05": 0.943989, + "recall-0.05": 0.949454, "recall-0.1": 0.998634, "recall-0.15": 1.0, "recall-0.25": 1.0, @@ -7580,14 +7580,14 @@ Results of the model in various experiments on different datasets. \ }, "wrist_left": { "count": 732, - "mean": 0.027374, - "median": 0.022969, - "std": 0.01932, - "sem": 0.000715, - "min": 0.002433, - "max": 0.172682, - "recall-0.025": 0.539617, - "recall-0.05": 0.912568, + "mean": 0.027005, + "median": 0.022869, + "std": 0.018836, + "sem": 0.000697, + "min": 0.002449, + "max": 0.167194, + "recall-0.025": 0.543716, + "recall-0.05": 0.919399, "recall-0.1": 0.989071, "recall-0.15": 0.998634, "recall-0.25": 1.0, @@ -7596,14 +7596,14 @@ Results of the model in various experiments on different datasets. \ }, "wrist_right": { "count": 732, - "mean": 0.026587, - "median": 0.023302, - "std": 0.01783, - "sem": 0.000659, - "min": 0.003233, - "max": 0.204389, - "recall-0.025": 0.575137, - "recall-0.05": 0.93306, + "mean": 0.026409, + "median": 0.023054, + "std": 0.017127, + "sem": 0.000633, + "min": 0.003, + "max": 0.17917, + "recall-0.025": 0.579235, + "recall-0.05": 0.934426, "recall-0.1": 0.993169, "recall-0.15": 0.997268, "recall-0.25": 1.0, @@ -7612,15 +7612,15 @@ Results of the model in various experiments on different datasets. \ }, "hip_left": { "count": 732, - "mean": 0.027874, - "median": 0.025673, - "std": 0.013834, - "sem": 0.000512, - "min": 0.002422, - "max": 0.107033, + "mean": 0.027544, + "median": 0.025475, + "std": 0.013696, + "sem": 0.000507, + "min": 0.003, + "max": 0.099222, "recall-0.025": 0.472678, - "recall-0.05": 0.931694, - "recall-0.1": 0.998634, + "recall-0.05": 0.939891, + "recall-0.1": 1.0, "recall-0.15": 1.0, "recall-0.25": 1.0, "recall-0.5": 1.0, @@ -7628,14 +7628,14 @@ Results of the model in various experiments on different datasets. \ }, "hip_right": { "count": 732, - "mean": 0.025184, - "median": 0.022938, - "std": 0.012601, + "mean": 0.025339, + "median": 0.023206, + "std": 0.012605, "sem": 0.000466, - "min": 0.001912, - "max": 0.095083, - "recall-0.025": 0.56694, - "recall-0.05": 0.961749, + "min": 0.002236, + "max": 0.095231, + "recall-0.025": 0.558743, + "recall-0.05": 0.960383, "recall-0.1": 1.0, "recall-0.15": 1.0, "recall-0.25": 1.0, @@ -7645,13 +7645,13 @@ Results of the model in various experiments on different datasets. \ "knee_left": { "count": 732, "mean": 0.017737, - "median": 0.016842, - "std": 0.008607, - "sem": 0.000318, - "min": 0.001159, - "max": 0.073919, - "recall-0.025": 0.842896, - "recall-0.05": 0.995902, + "median": 0.016763, + "std": 0.008534, + "sem": 0.000316, + "min": 0.002236, + "max": 0.0736, + "recall-0.025": 0.84153, + "recall-0.05": 0.993169, "recall-0.1": 1.0, "recall-0.15": 1.0, "recall-0.25": 1.0, @@ -7660,14 +7660,14 @@ Results of the model in various experiments on different datasets. \ }, "knee_right": { "count": 732, - "mean": 0.019971, - "median": 0.018458, - "std": 0.009434, - "sem": 0.000349, - "min": 0.001846, - "max": 0.068584, - "recall-0.025": 0.744536, - "recall-0.05": 0.991803, + "mean": 0.019955, + "median": 0.018655, + "std": 0.009314, + "sem": 0.000344, + "min": 0.001414, + "max": 0.068535, + "recall-0.025": 0.747268, + "recall-0.05": 0.993169, "recall-0.1": 1.0, "recall-0.15": 1.0, "recall-0.25": 1.0, @@ -7676,13 +7676,13 @@ Results of the model in various experiments on different datasets. \ }, "ankle_left": { "count": 732, - "mean": 0.019442, - "median": 0.017789, - "std": 0.009829, - "sem": 0.000364, - "min": 0.001973, - "max": 0.072651, - "recall-0.025": 0.759563, + "mean": 0.019438, + "median": 0.018014, + "std": 0.009897, + "sem": 0.000366, + "min": 0.001732, + "max": 0.073137, + "recall-0.025": 0.762295, "recall-0.05": 0.987705, "recall-0.1": 1.0, "recall-0.15": 1.0, @@ -7692,14 +7692,14 @@ Results of the model in various experiments on different datasets. \ }, "ankle_right": { "count": 732, - "mean": 0.020381, - "median": 0.018679, - "std": 0.010097, + "mean": 0.020421, + "median": 0.018493, + "std": 0.010098, "sem": 0.000373, - "min": 0.00217, - "max": 0.082945, - "recall-0.025": 0.743169, - "recall-0.05": 0.984973, + "min": 0.002, + "max": 0.089811, + "recall-0.025": 0.734973, + "recall-0.05": 0.986339, "recall-0.1": 1.0, "recall-0.15": 1.0, "recall-0.25": 1.0, @@ -7708,18 +7708,18 @@ Results of the model in various experiments on different datasets. \ }, "joint_recalls": { "num_labels": 9516, - "recall-0.025": 0.62631, - "recall-0.05": 0.94483, - "recall-0.1": 0.99548, - "recall-0.15": 0.99916, + "recall-0.025": 0.62589, + "recall-0.05": 0.94798, + "recall-0.1": 0.99538, + "recall-0.15": 0.99937, "recall-0.25": 1.0, "recall-0.5": 1.0 } } { "total_parts": 10248, - "correct_parts": 10243, - "pcp": 0.999512 + "correct_parts": 10242, + "pcp": 0.999415 } ``` @@ -7727,27 +7727,27 @@ Results of the model in various experiments on different datasets. \ ```json { - "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 + "img_loading": 0.672033, + "demosaicing": 0.0268215, + "avg_time_2d": 0.0500941, + "avg_time_3d": 0.000631794, + "time_tracks": 1.16138e-06, + "fps": 12.8951 } { "triangulator_calls": 181, - "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 + "init_time": 7.88036e-06, + "undistort_time": 3.21286e-05, + "project_time": 7.40641e-06, + "match_time": 1.62293e-05, + "pairs_time": 2.32165e-05, + "pair_scoring_time": 0.000171865, + "grouping_time": 5.72301e-05, + "full_time": 0.000183146, + "merge_time": 9.12297e-05, + "post_time": 7.95028e-06, + "convert_time": 1.28215e-07, + "total_time": 0.000598651 } { "person_nums": { @@ -7766,52 +7766,52 @@ Results of the model in various experiments on different datasets. \ }, "mpjpe": { "count": 362, - "mean": 0.02289, - "median": 0.02147, - "std": 0.009779, - "sem": 0.000515, - "min": 0.012149, - "max": 0.128278, - "recall-0.025": 0.759669, + "mean": 0.022679, + "median": 0.021146, + "std": 0.009586, + "sem": 0.000505, + "min": 0.011603, + "max": 0.129294, + "recall-0.025": 0.767956, "recall-0.05": 0.986188, "recall-0.1": 0.997238, "recall-0.15": 1.0, "recall-0.25": 1.0, "recall-0.5": 1.0, "num_labels": 362, - "ap-0.025": 0.717714, - "ap-0.05": 0.986096, - "ap-0.1": 0.997222, + "ap-0.025": 0.726032, + "ap-0.05": 0.986088, + "ap-0.1": 0.997215, "ap-0.15": 1.0, "ap-0.25": 1.0, "ap-0.5": 1.0 }, "head": { "count": 362, - "mean": 0.036184, - "median": 0.035912, - "std": 0.015982, - "sem": 0.000841, - "min": 0.003827, - "max": 0.150241, + "mean": 0.036043, + "median": 0.036062, + "std": 0.01512, + "sem": 0.000796, + "min": 0.003823, + "max": 0.104795, "recall-0.025": 0.232044, - "recall-0.05": 0.861878, + "recall-0.05": 0.864641, "recall-0.1": 0.997238, - "recall-0.15": 0.997238, + "recall-0.15": 1.0, "recall-0.25": 1.0, "recall-0.5": 1.0, "num_labels": 362 }, "shoulder_left": { "count": 362, - "mean": 0.023589, - "median": 0.019625, - "std": 0.014433, - "sem": 0.00076, - "min": 0.001982, - "max": 0.108995, + "mean": 0.0235, + "median": 0.019615, + "std": 0.01434, + "sem": 0.000755, + "min": 0.001984, + "max": 0.11251, "recall-0.025": 0.635359, - "recall-0.05": 0.953039, + "recall-0.05": 0.958564, "recall-0.1": 0.997238, "recall-0.15": 1.0, "recall-0.25": 1.0, @@ -7820,14 +7820,14 @@ Results of the model in various experiments on different datasets. \ }, "shoulder_right": { "count": 362, - "mean": 0.026703, - "median": 0.02407, - "std": 0.015007, - "sem": 0.00079, - "min": 0.002556, - "max": 0.121236, - "recall-0.025": 0.530387, - "recall-0.05": 0.944751, + "mean": 0.026701, + "median": 0.024037, + "std": 0.015086, + "sem": 0.000794, + "min": 0.002991, + "max": 0.123038, + "recall-0.025": 0.533149, + "recall-0.05": 0.941989, "recall-0.1": 0.994475, "recall-0.15": 1.0, "recall-0.25": 1.0, @@ -7836,30 +7836,30 @@ Results of the model in various experiments on different datasets. \ }, "elbow_left": { "count": 362, - "mean": 0.020506, - "median": 0.016728, - "std": 0.015134, - "sem": 0.000797, - "min": 0.001058, - "max": 0.195213, - "recall-0.025": 0.745856, + "mean": 0.0201, + "median": 0.016904, + "std": 0.012746, + "sem": 0.000671, + "min": 0.001095, + "max": 0.123532, + "recall-0.025": 0.748619, "recall-0.05": 0.964088, "recall-0.1": 0.997238, - "recall-0.15": 0.997238, + "recall-0.15": 1.0, "recall-0.25": 1.0, "recall-0.5": 1.0, "num_labels": 362 }, "elbow_right": { "count": 362, - "mean": 0.024262, - "median": 0.021527, - "std": 0.015224, - "sem": 0.000801, - "min": 0.001283, - "max": 0.148733, - "recall-0.025": 0.616022, - "recall-0.05": 0.961326, + "mean": 0.024219, + "median": 0.021662, + "std": 0.0152, + "sem": 0.0008, + "min": 0.001284, + "max": 0.148731, + "recall-0.025": 0.618785, + "recall-0.05": 0.958564, "recall-0.1": 0.994475, "recall-0.15": 1.0, "recall-0.25": 1.0, @@ -7868,14 +7868,14 @@ Results of the model in various experiments on different datasets. \ }, "wrist_left": { "count": 362, - "mean": 0.021138, - "median": 0.017517, - "std": 0.0139, - "sem": 0.000732, - "min": 0.003035, - "max": 0.095665, - "recall-0.025": 0.732044, - "recall-0.05": 0.953039, + "mean": 0.020789, + "median": 0.017432, + "std": 0.013353, + "sem": 0.000703, + "min": 0.002115, + "max": 0.095634, + "recall-0.025": 0.729282, + "recall-0.05": 0.961326, "recall-0.1": 1.0, "recall-0.15": 1.0, "recall-0.25": 1.0, @@ -7884,45 +7884,45 @@ Results of the model in various experiments on different datasets. \ }, "wrist_right": { "count": 362, - "mean": 0.027307, - "median": 0.022453, - "std": 0.028119, - "sem": 0.00148, - "min": 0.00116, - "max": 0.317595, - "recall-0.025": 0.593923, + "mean": 0.026787, + "median": 0.022119, + "std": 0.027368, + "sem": 0.00144, + "min": 0.002837, + "max": 0.317347, + "recall-0.025": 0.610497, "recall-0.05": 0.91989, - "recall-0.1": 0.986188, - "recall-0.15": 0.991713, + "recall-0.1": 0.98895, + "recall-0.15": 0.994475, "recall-0.25": 0.994475, "recall-0.5": 1.0, "num_labels": 362 }, "hip_left": { "count": 362, - "mean": 0.024914, - "median": 0.022258, - "std": 0.014468, - "sem": 0.000761, - "min": 0.002714, - "max": 0.145386, - "recall-0.025": 0.588398, - "recall-0.05": 0.955801, + "mean": 0.024835, + "median": 0.022212, + "std": 0.014683, + "sem": 0.000773, + "min": 0.002786, + "max": 0.15103, + "recall-0.025": 0.593923, + "recall-0.05": 0.953039, "recall-0.1": 0.997238, - "recall-0.15": 1.0, + "recall-0.15": 0.997238, "recall-0.25": 1.0, "recall-0.5": 1.0, "num_labels": 362 }, "hip_right": { "count": 362, - "mean": 0.024749, - "median": 0.022448, - "std": 0.016652, - "sem": 0.000876, - "min": 0.001503, - "max": 0.191085, - "recall-0.025": 0.585635, + "mean": 0.024711, + "median": 0.022375, + "std": 0.016673, + "sem": 0.000878, + "min": 0.001499, + "max": 0.191102, + "recall-0.025": 0.588398, "recall-0.05": 0.950276, "recall-0.1": 0.994475, "recall-0.15": 0.997238, @@ -7932,13 +7932,13 @@ Results of the model in various experiments on different datasets. \ }, "knee_left": { "count": 362, - "mean": 0.015519, - "median": 0.01413, - "std": 0.007869, - "sem": 0.000414, - "min": 0.002169, - "max": 0.050269, - "recall-0.025": 0.88674, + "mean": 0.015457, + "median": 0.014005, + "std": 0.007897, + "sem": 0.000416, + "min": 0.002174, + "max": 0.05016, + "recall-0.025": 0.889503, "recall-0.05": 0.997238, "recall-0.1": 1.0, "recall-0.15": 1.0, @@ -7948,12 +7948,12 @@ Results of the model in various experiments on different datasets. \ }, "knee_right": { "count": 362, - "mean": 0.016723, - "median": 0.014137, - "std": 0.016136, - "sem": 0.000849, - "min": 0.00233, - "max": 0.257078, + "mean": 0.016763, + "median": 0.014239, + "std": 0.016429, + "sem": 0.000865, + "min": 0.002289, + "max": 0.2645, "recall-0.025": 0.870166, "recall-0.05": 0.991713, "recall-0.1": 0.994475, @@ -7964,13 +7964,13 @@ Results of the model in various experiments on different datasets. \ }, "ankle_left": { "count": 362, - "mean": 0.017559, - "median": 0.015472, - "std": 0.010532, - "sem": 0.000554, - "min": 0.001514, - "max": 0.088499, - "recall-0.025": 0.834254, + "mean": 0.016906, + "median": 0.014864, + "std": 0.010496, + "sem": 0.000552, + "min": 0.001498, + "max": 0.088357, + "recall-0.025": 0.839779, "recall-0.05": 0.977901, "recall-0.1": 1.0, "recall-0.15": 1.0, @@ -7980,14 +7980,14 @@ Results of the model in various experiments on different datasets. \ }, "ankle_right": { "count": 362, - "mean": 0.018412, - "median": 0.014098, - "std": 0.028345, - "sem": 0.001492, - "min": 0.001421, - "max": 0.496813, - "recall-0.025": 0.842541, - "recall-0.05": 0.972376, + "mean": 0.018014, + "median": 0.013739, + "std": 0.028325, + "sem": 0.001491, + "min": 0.001246, + "max": 0.497012, + "recall-0.025": 0.861878, + "recall-0.05": 0.969613, "recall-0.1": 0.994475, "recall-0.15": 0.997238, "recall-0.25": 0.997238, @@ -7996,17 +7996,17 @@ Results of the model in various experiments on different datasets. \ }, "joint_recalls": { "num_labels": 4706, - "recall-0.025": 0.66681, - "recall-0.05": 0.95304, + "recall-0.025": 0.67191, + "recall-0.05": 0.95389, "recall-0.1": 0.9949, - "recall-0.15": 0.9983, + "recall-0.15": 0.99851, "recall-0.25": 0.99894, "recall-0.5": 1.0 } } { "total_parts": 5068, - "correct_parts": 5061, - "pcp": 0.998619 + "correct_parts": 5063, + "pcp": 0.999013 } ``` diff --git a/rpt/triangulator.cpp b/rpt/triangulator.cpp index e18a1ba..2deaa8e 100644 --- a/rpt/triangulator.cpp +++ b/rpt/triangulator.cpp @@ -1405,7 +1405,7 @@ std::array calc_ray_dir(const CameraInternal &icam, const std::array triangulate_midpoint( +std::array triangulate_midpoint( const CameraInternal &icam1, const CameraInternal &icam2, const std::array &pt1, @@ -1435,7 +1435,10 @@ std::array triangulate_midpoint( // Compute midpoint between c1 and c2. std::array midpoint = multiply(add(c1, c2), 0.5); - return midpoint; + float dist = std::sqrt(dot(subtract(c1, c2), subtract(c1, c2))); + + std::array result = {midpoint[0], midpoint[1], midpoint[2], dist}; + return result; } // ================================================================================================= @@ -1491,9 +1494,11 @@ std::pair>, float> TriangulatorInternal::triang { auto &pt1 = pose1[i]; auto &pt2 = pose2[i]; - std::array pt3d = triangulate_midpoint( + std::array pt3d = triangulate_midpoint( cam1, cam2, {pt1[0], pt1[1]}, {pt2[0], pt2[1]}); - pose3d[i] = {pt3d[0], pt3d[1], pt3d[2], 1.0}; + + float score = std::max(0.0, 1.0 - pt3d[3]); + pose3d[i] = {pt3d[0], pt3d[1], pt3d[2], score}; } } @@ -1546,13 +1551,15 @@ std::pair>, float> TriangulatorInternal::triang std::vector score1 = score_projection(pose1, repro1, dists1, mask, iscale); std::vector score2 = score_projection(pose2, repro2, dists2, mask, iscale); - // Add scores to 3D pose + // Update scores of 3D pose for (size_t i = 0; i < num_joints; ++i) { if (mask[i]) { + // Using mainly the reprojection score leads to slightly better average results, + // but the triangulation score is used to penalize some bad outliers. float scoreT = 0.5 * (score1[i] + score2[i]); - pose3d[i][3] = scoreT; + pose3d[i][3] = 0.9 * scoreT + 0.1 * pose3d[i][3]; } } diff --git a/scripts/test_skelda_dataset.py b/scripts/test_skelda_dataset.py index 933cc4b..102be53 100644 --- a/scripts/test_skelda_dataset.py +++ b/scripts/test_skelda_dataset.py @@ -114,7 +114,7 @@ datasets = { "take_interval": 1, "fps": 25, "min_match_score": 0.95, - "min_group_size": 2, + "min_group_size": 3, "max_track_distance": 0.3 + default_max_movement_speed / 25, }, "ikeaasm": { diff --git a/skelda b/skelda index 40d8c6e..3ca4878 160000 --- a/skelda +++ b/skelda @@ -1 +1 @@ -Subproject commit 40d8c6efb848e8ecb2f6d294d8eb2d7d01b9eada +Subproject commit 3ca487825dccda834ee22fd717de78873417b4b1