diff --git a/media/RESULTS.md b/media/RESULTS.md index 57ce6cc..1643bcc 100644 --- a/media/RESULTS.md +++ b/media/RESULTS.md @@ -4,12 +4,11 @@ Results of the model in various experiments on different datasets. ### Human36m -(duration 00:01:20) ```json { - "avg_time_2d": 0.07087800987696244, - "avg_time_3d": 0.00041960861723301776, - "avg_fps": 14.025713917519038 + "avg_time_2d": 0.06955649327423613, + "avg_time_3d": 0.0004693362672450179, + "avg_fps": 14.280444895088758 } { "person_nums": { @@ -275,27 +274,26 @@ Results of the model in various experiments on different datasets. ### Shelf -(duration 00:00:56) ```json { - "avg_time_2d": 0.09936108867737026, - "avg_time_3d": 0.0006794069231170969, - "avg_fps": 9.995952079181109 + "avg_time_2d": 0.10140415892977894, + "avg_time_3d": 0.0006782795555403142, + "avg_fps": 9.796004237730005 } { "person_nums": { "total_frames": 301, "total_labels": 477, - "total_preds": 814, + "total_preds": 815, "considered_empty": 0, "valid_preds": 477, - "invalid_preds": 337, + "invalid_preds": 338, "missing": 0, - "invalid_fraction": 0.414, - "precision": 0.586, + "invalid_fraction": 0.41472, + "precision": 0.58528, "recall": 1.0, - "f1": 0.73896, - "non_empty": 814 + "f1": 0.73839, + "non_empty": 815 }, "mpjpe": { "count": 477, @@ -313,11 +311,11 @@ Results of the model in various experiments on different datasets. "recall-0.5": 1.0, "num_labels": 477, "ap-0.025": 0.0, - "ap-0.05": 0.345013, - "ap-0.1": 0.702867, - "ap-0.15": 0.714372, - "ap-0.25": 0.714372, - "ap-0.5": 0.714372 + "ap-0.05": 0.345738, + "ap-0.1": 0.704294, + "ap-0.15": 0.715696, + "ap-0.25": 0.715696, + "ap-0.5": 0.715696 }, "head": { "count": 477, @@ -546,12 +544,11 @@ Results of the model in various experiments on different datasets. ### Campus -(duration 00:00:29) ```json { - "avg_time_2d": 0.05642345491445289, - "avg_time_3d": 0.00043942793360296283, - "avg_fps": 17.586164294063575 + "avg_time_2d": 0.05686168288284878, + "avg_time_3d": 0.00046483413228448834, + "avg_fps": 17.443934361754724 } { "person_nums": { @@ -817,192 +814,191 @@ Results of the model in various experiments on different datasets. ### MVOR -(duration 00:02:31) ```json { - "avg_time_2d": 0.05496650173513878, - "avg_time_3d": 0.0004480181680164738, - "avg_fps": 18.04581185125563 + "avg_time_2d": 0.05505880477547838, + "avg_time_3d": 0.00043934651068223697, + "avg_fps": 18.018618221060752 } { "person_nums": { "total_frames": 629, "total_labels": 1061, - 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"ap-0.25": 0.615775, - "ap-0.5": 0.652046 + "ap-0.05": 9.6e-05, + "ap-0.1": 0.25073, + "ap-0.15": 0.493, + "ap-0.25": 0.618081, + "ap-0.5": 0.653819 }, "head": { - "count": 760, - "mean": 0.065905, - "median": 0.050313, - "std": 0.060124, - "sem": 0.002182, + "count": 761, + "mean": 0.065708, + "median": 0.049932, + "std": 0.060074, + "sem": 0.002179, "min": 0.005944, "max": 0.482489, - "recall-0.025": 0.087653, - "recall-0.05": 0.356268, - "recall-0.1": 0.624882, - "recall-0.15": 0.667295, - "recall-0.25": 0.697455, - "recall-0.5": 0.716305, + "recall-0.025": 0.086711, + "recall-0.05": 0.359095, + "recall-0.1": 0.626767, + "recall-0.15": 0.668238, + "recall-0.25": 0.698398, + "recall-0.5": 0.717248, "num_labels": 1061 }, "shoulder_left": { - "count": 759, - "mean": 0.064205, - "median": 0.043923, - "std": 0.068115, - "sem": 0.002474, + "count": 760, + "mean": 0.064132, + "median": 0.044027, + "std": 0.067379, + "sem": 0.002446, "min": 0.003155, "max": 0.498748, - "recall-0.025": 0.155514, - 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"recall-0.05": 0.00377, + "recall-0.05": 0.004713, "recall-0.1": 0.065975, - "recall-0.15": 0.260132, - "recall-0.25": 0.574929, - "recall-0.5": 0.702168, + "recall-0.15": 0.261074, + "recall-0.25": 0.577757, + "recall-0.5": 0.704995, "num_labels": 1061 }, "hip_right": { - "count": 740, - "mean": 0.180676, - "median": 0.167368, - "std": 0.076747, - "sem": 0.002823, + "count": 742, + "mean": 0.180687, + "median": 0.167353, + "std": 0.077455, + "sem": 0.002845, "min": 0.036054, "max": 0.492444, "recall-0.025": 0.0, "recall-0.05": 0.00377, - "recall-0.1": 0.069746, - "recall-0.15": 0.275212, - "recall-0.25": 0.588124, - "recall-0.5": 0.697455, + "recall-0.1": 0.072573, + "recall-0.15": 0.276155, + "recall-0.25": 0.590009, + "recall-0.5": 0.69934, "num_labels": 1061 }, "knee_left": {}, @@ -1011,93 +1007,92 @@ Results of the model in various experiments on different datasets. "ankle_right": {}, "joint_recalls": { "num_labels": 9549, - "recall-0.025": 0.07666, - "recall-0.05": 0.24065, - "recall-0.1": 0.41627, - "recall-0.15": 0.52278, - "recall-0.25": 0.64426, - "recall-0.5": 0.70699 + "recall-0.025": 0.07687, + "recall-0.05": 0.24128, + "recall-0.1": 0.41648, + "recall-0.15": 0.52362, + "recall-0.25": 0.64614, + "recall-0.5": 0.70845 } } { "total_parts": 10610, - "correct_parts": 5842, - "pcp": 0.550613 + "correct_parts": 5855, + "pcp": 0.551838 } ``` ### Panoptic -(duration 00:02:28) ```json { - "avg_time_2d": 0.11023792871614782, - "avg_time_3d": 0.0007589270428913395, - "avg_fps": 9.00926420988789 + "avg_time_2d": 0.10687413913447683, + "avg_time_3d": 0.0007993669044680712, + "avg_fps": 9.287335731765861 } { "person_nums": { "total_frames": 420, "total_labels": 1466, - "total_preds": 1540, + "total_preds": 1532, "considered_empty": 0, "valid_preds": 1464, - "invalid_preds": 76, + "invalid_preds": 68, "missing": 2, - "invalid_fraction": 0.04935, - "precision": 0.95065, + "invalid_fraction": 0.04439, + "precision": 0.95561, "recall": 0.99864, - 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"recall-0.025": 0.369863, + "recall-0.025": 0.367808, "recall-0.05": 0.684247, "recall-0.1": 0.772603, - "recall-0.15": 0.813699, - "recall-0.25": 0.896575, - "recall-0.5": 0.992466, + "recall-0.15": 0.811644, + "recall-0.25": 0.894521, + "recall-0.5": 0.993151, "num_labels": 1460 }, "joint_recalls": { "num_labels": 18990, - "recall-0.025": 0.48773, - "recall-0.05": 0.75039, - "recall-0.1": 0.92507, - "recall-0.15": 0.95956, - "recall-0.25": 0.98157, - "recall-0.5": 0.99768 + "recall-0.025": 0.48726, + "recall-0.05": 0.75045, + "recall-0.1": 0.92517, + "recall-0.15": 0.9594, + "recall-0.25": 0.98146, + "recall-0.5": 0.99763 } } { "total_parts": 20444, - "correct_parts": 19978, - "pcp": 0.977206 + "correct_parts": 19977, + "pcp": 0.977157 } ``` -(3 cameras) +##### 3 cameras + ```json { - "avg_time_2d": 0.0669327892908236, - "avg_time_3d": 0.0005383119350526391, - "avg_fps": 14.82116019793796 + "avg_time_2d": 0.06624835293467451, + "avg_time_3d": 0.0005510295309671541, + "avg_fps": 14.970198272631503 } { "person_nums": { "total_frames": 420, "total_labels": 1466, - 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"recall-0.025": 0.32928, - "recall-0.05": 0.56372, - "recall-0.1": 0.78336, - "recall-0.15": 0.84576, - "recall-0.25": 0.9039, - "recall-0.5": 0.95129 + "recall-0.025": 0.33012, + "recall-0.05": 0.56498, + "recall-0.1": 0.78568, + "recall-0.15": 0.8485, + "recall-0.25": 0.9069, + "recall-0.5": 0.95477 } } { "total_parts": 20444, - "correct_parts": 18309, - "pcp": 0.895568 + "correct_parts": 18371, + "pcp": 0.898601 } ``` -(10 cameras) +##### 10 cameras + ```json { - "avg_time_2d": 0.20779247690991656, - "avg_time_3d": 0.0016487220438515268, - "avg_fps": 4.774609794994247 + "avg_time_2d": 0.2057144705842181, + "avg_time_3d": 0.001667153544542266, + "avg_fps": 4.822028008513975 } { "person_nums": { "total_frames": 420, "total_labels": 1466, - "total_preds": 1523, + "total_preds": 1493, "considered_empty": 0, "valid_preds": 1465, - "invalid_preds": 58, + "invalid_preds": 28, "missing": 1, - "invalid_fraction": 0.03808, - "precision": 0.96192, + "invalid_fraction": 0.01875, + "precision": 0.98125, "recall": 0.99932, - 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"count": 55, - "mean": 0.341998, - "median": 0.379434, - "std": 0.110689, - "sem": 0.015063, + "count": 64, + "mean": 0.342123, + "median": 0.366159, + "std": 0.110398, + "sem": 0.013909, "min": 0.064544, "max": 0.490279, "recall-0.025": 0.0, "recall-0.05": 0.0, "recall-0.1": 0.022727, - "recall-0.15": 0.030303, - "recall-0.25": 0.083333, - "recall-0.5": 0.416667, + "recall-0.15": 0.037879, + "recall-0.25": 0.098485, + "recall-0.5": 0.484848, "num_labels": 132 }, "ankle_right": { - "count": 56, - "mean": 0.365706, - "median": 0.380989, - "std": 0.098209, - "sem": 0.013242, - "min": 0.113098, + "count": 58, + "mean": 0.374104, + "median": 0.39311, + "std": 0.091766, + "sem": 0.012155, + "min": 0.118617, "max": 0.491617, "recall-0.025": 0.0, "recall-0.05": 0.0, "recall-0.1": 0.0, - "recall-0.15": 0.023622, - "recall-0.25": 0.062992, - "recall-0.5": 0.440945, + "recall-0.15": 0.015748, + "recall-0.25": 0.055118, + "recall-0.5": 0.456693, "num_labels": 127 }, "joint_recalls": { "num_labels": 4457, - "recall-0.025": 0.25712, - "recall-0.05": 0.49652, - "recall-0.1": 0.65492, - "recall-0.15": 0.71595, - "recall-0.25": 0.75028, - "recall-0.5": 0.80031 + "recall-0.025": 0.28248, + "recall-0.05": 0.52704, + "recall-0.1": 0.69015, + "recall-0.15": 0.75858, + "recall-0.25": 0.79269, + "recall-0.5": 0.84227 } } { "total_parts": 4313, - "correct_parts": 3239, - "pcp": 0.750985 + "correct_parts": 3410, + "pcp": 0.790633 } ``` @@ -2111,58 +2108,58 @@ Results of the model in various experiments on different datasets. (duration 00:01:51) ```json { - "avg_time_2d": 0.12212131857872009, - "avg_time_3d": 0.0008241891860961914, - "avg_fps": 8.133684737086208 + "avg_time_2d": 0.12431136727333068, + "avg_time_3d": 0.000805668830871582, + "avg_fps": 7.992516695865155 } { "person_nums": { "total_frames": 210, "total_labels": 630, - "total_preds": 631, + "total_preds": 630, "considered_empty": 0, "valid_preds": 630, - "invalid_preds": 1, + "invalid_preds": 0, "missing": 0, - "invalid_fraction": 0.00158, - "precision": 0.99842, + "invalid_fraction": 0.0, + "precision": 1.0, "recall": 1.0, - "f1": 0.99921, - "non_empty": 631 + "f1": 1.0, + "non_empty": 630 }, "mpjpe": { "count": 630, - "mean": 0.056103, - "median": 0.051456, - "std": 0.018372, - "sem": 0.000733, + "mean": 0.056126, + "median": 0.051485, + "std": 0.018406, + "sem": 0.000734, "min": 0.028965, "max": 0.14306, "recall-0.025": 0.0, - "recall-0.05": 0.439683, + "recall-0.05": 0.438095, "recall-0.1": 0.949206, "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": 0.224824, - "ap-0.1": 0.928154, - "ap-0.15": 0.999746, - "ap-0.25": 0.999746, - "ap-0.5": 0.999746 + "ap-0.05": 0.22381, + "ap-0.1": 0.930009, + "ap-0.15": 1.0, + "ap-0.25": 1.0, + "ap-0.5": 1.0 }, "head": { "count": 598, - "mean": 0.040759, + "mean": 0.04082, "median": 0.039496, - "std": 0.013741, - "sem": 0.000562, + "std": 0.013925, + "sem": 0.00057, "min": 0.011364, - "max": 0.102955, + "max": 0.105031, "recall-0.025": 0.125418, - "recall-0.05": 0.767559, - "recall-0.1": 0.998328, + "recall-0.05": 0.764214, + "recall-0.1": 0.996656, "recall-0.15": 1.0, "recall-0.25": 1.0, "recall-0.5": 1.0, @@ -2170,14 +2167,14 @@ Results of the model in various experiments on different datasets. }, "shoulder_left": { "count": 630, - "mean": 0.062835, + "mean": 0.06284, "median": 0.060457, - "std": 0.019397, - "sem": 0.000773, + "std": 0.019424, + "sem": 0.000774, "min": 0.018922, "max": 0.132634, "recall-0.025": 0.003175, - "recall-0.05": 0.273016, + "recall-0.05": 0.274603, "recall-0.1": 0.97619, "recall-0.15": 1.0, "recall-0.25": 1.0, @@ -2186,14 +2183,14 @@ Results of the model in various experiments on different datasets. }, "shoulder_right": { "count": 630, - 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"recall-0.05": 0.529412, - "recall-0.1": 0.920509, + "recall-0.05": 0.531002, + "recall-0.1": 0.918919, "recall-0.15": 0.969793, "recall-0.25": 1.0, "recall-0.5": 1.0, @@ -2234,15 +2231,15 @@ Results of the model in various experiments on different datasets. }, "wrist_left": { "count": 630, - "mean": 0.048061, + "mean": 0.048014, "median": 0.041971, - "std": 0.026754, - "sem": 0.001067, + "std": 0.026711, + "sem": 0.001065, "min": 0.007895, "max": 0.191578, "recall-0.025": 0.134921, - "recall-0.05": 0.642857, - "recall-0.1": 0.950794, + "recall-0.05": 0.644444, + "recall-0.1": 0.952381, "recall-0.15": 0.988889, "recall-0.25": 1.0, "recall-0.5": 1.0, @@ -2250,10 +2247,10 @@ Results of the model in various experiments on different datasets. }, "wrist_right": { "count": 625, - "mean": 0.052694, + "mean": 0.05269, "median": 0.047416, - "std": 0.0259, - "sem": 0.001037, + "std": 0.025885, + "sem": 0.001036, "min": 0.008634, "max": 0.226556, "recall-0.025": 0.0816, @@ -2266,14 +2263,14 @@ Results of the model in various experiments on different datasets. }, "hip_left": { "count": 630, - "mean": 0.057289, - "median": 0.054137, - "std": 0.020575, - "sem": 0.00082, + "mean": 0.057333, + "median": 0.054171, + "std": 0.020631, + "sem": 0.000823, "min": 0.014001, "max": 0.17071, "recall-0.025": 0.025397, - "recall-0.05": 0.401587, + "recall-0.05": 0.398413, "recall-0.1": 0.960317, "recall-0.15": 0.995238, "recall-0.25": 1.0, @@ -2282,14 +2279,14 @@ Results of the model in various experiments on different datasets. }, "hip_right": { "count": 629, - "mean": 0.055246, - "median": 0.050996, - "std": 0.023089, + "mean": 0.055259, + "median": 0.050967, + "std": 0.023078, "sem": 0.000921, "min": 0.004999, "max": 0.145424, "recall-0.025": 0.069952, - "recall-0.05": 0.480127, + "recall-0.05": 0.481717, "recall-0.1": 0.957075, "recall-0.15": 1.0, "recall-0.25": 1.0, @@ -2298,14 +2295,14 @@ Results of the model in various experiments on different datasets. }, "knee_left": { "count": 628, - "mean": 0.045669, - "median": 0.034743, - "std": 0.046074, - "sem": 0.00184, + "mean": 0.045688, + "median": 0.03434, + "std": 0.046114, + "sem": 0.001842, "min": 0.003593, "max": 0.364064, - "recall-0.025": 0.291401, - "recall-0.05": 0.724522, + "recall-0.025": 0.292994, + "recall-0.05": 0.72293, "recall-0.1": 0.941083, "recall-0.15": 0.961783, "recall-0.25": 0.984076, @@ -2314,9 +2311,9 @@ Results of the model in various experiments on different datasets. }, "knee_right": { "count": 629, - "mean": 0.053711, - "median": 0.036065, - "std": 0.072301, + "mean": 0.053686, + "median": 0.035845, + "std": 0.072307, "sem": 0.002885, "min": 0.002669, "max": 0.496679, @@ -2330,14 +2327,14 @@ Results of the model in various experiments on different datasets. }, "ankle_left": { "count": 619, - "mean": 0.065863, - "median": 0.050491, - "std": 0.072779, - "sem": 0.002928, + "mean": 0.06588, + "median": 0.050492, + "std": 0.072775, + "sem": 0.002927, "min": 0.012793, "max": 0.493666, "recall-0.025": 0.035541, - "recall-0.05": 0.489499, + "recall-0.05": 0.487884, "recall-0.1": 0.945073, "recall-0.15": 0.959612, "recall-0.25": 0.962843, @@ -2346,13 +2343,13 @@ Results of the model in various experiments on different datasets. }, "ankle_right": { "count": 601, - "mean": 0.054029, + "mean": 0.054068, "median": 0.047411, - "std": 0.042569, + "std": 0.042563, "sem": 0.001738, "min": 0.011391, "max": 0.47977, - "recall-0.025": 0.096463, + "recall-0.025": 0.094855, "recall-0.05": 0.522508, "recall-0.1": 0.92926, "recall-0.15": 0.946945, @@ -2362,9 +2359,9 @@ Results of the model in various experiments on different datasets. }, "joint_recalls": { "num_labels": 8129, - "recall-0.025": 0.09595, - "recall-0.05": 0.52749, - "recall-0.1": 0.95092, + "recall-0.025": 0.09608, + "recall-0.05": 0.52713, + "recall-0.1": 0.95079, "recall-0.15": 0.98155, "recall-0.25": 0.98905, "recall-0.5": 0.99742 @@ -2379,7 +2376,8 @@ Results of the model in various experiments on different datasets. ### H3WB -(default joints, duration 00:00:41) +##### default joints + ```json { "avg_time_2d": 0.07019692094702469, @@ -2648,7 +2646,8 @@ Results of the model in various experiments on different datasets. } ``` -(duration 00:00:54) +##### whole-body + ```json { "avg_time_2d": 0.08644666295302542, @@ -4919,61 +4918,62 @@ Results of the model in various experiments on different datasets. ### EgoHumans -(tagging) +##### tagging + ```json { - "avg_time_2d": 0.1627469539642334, - "avg_time_3d": 0.0010031461715698242, - "avg_fps": 6.106866494558892 + "avg_time_2d": 0.16942452324761284, + "avg_time_3d": 0.0010016149944729275, + "avg_fps": 5.867644542760963 } { "person_nums": { "total_frames": 100, "total_labels": 400, - "total_preds": 359, + "total_preds": 354, "considered_empty": 0, "valid_preds": 352, - "invalid_preds": 7, + "invalid_preds": 2, "missing": 48, - "invalid_fraction": 0.0195, - "precision": 0.9805, + "invalid_fraction": 0.00565, + "precision": 0.99435, "recall": 0.88, - "f1": 0.92754, - "non_empty": 359 + "f1": 0.93369, + "non_empty": 354 }, "mpjpe": { "count": 352, - "mean": 0.038653, - "median": 0.032953, - "std": 0.021515, + "mean": 0.038706, + "median": 0.033017, + "std": 0.021502, "sem": 0.001148, "min": 0.015741, "max": 0.227347, - "recall-0.025": 0.1325, - "recall-0.05": 0.7525, + "recall-0.025": 0.13, + "recall-0.05": 0.755, "recall-0.1": 0.8675, "recall-0.15": 0.8725, "recall-0.25": 0.88, "recall-0.5": 0.88, "num_labels": 400, - "ap-0.025": 0.022947, - "ap-0.05": 0.676294, + "ap-0.025": 0.022253, + "ap-0.05": 0.678683, "ap-0.1": 0.862522, "ap-0.15": 0.872493, - "ap-0.25": 0.879958, - "ap-0.5": 0.879958 + "ap-0.25": 0.88, + "ap-0.5": 0.88 }, "head": { "count": 352, - "mean": 0.042691, - "median": 0.036569, - "std": 0.026197, - "sem": 0.001398, + "mean": 0.042933, + "median": 0.036921, + "std": 0.025915, + "sem": 0.001383, "min": 0.00635, "max": 0.265279, - "recall-0.025": 0.2, - "recall-0.05": 0.62, - "recall-0.1": 0.87, + "recall-0.025": 0.1975, + "recall-0.05": 0.6125, + "recall-0.1": 0.8725, "recall-0.15": 0.875, "recall-0.25": 0.875, "recall-0.5": 0.88, @@ -4981,15 +4981,15 @@ Results of the model in various experiments on different datasets. }, "shoulder_left": { "count": 352, - "mean": 0.038663, - "median": 0.033985, - "std": 0.023806, - "sem": 0.001271, + "mean": 0.03917, + "median": 0.034151, + "std": 0.024818, + "sem": 0.001325, "min": 0.004924, "max": 0.264632, "recall-0.025": 0.255, - "recall-0.05": 0.68, - "recall-0.1": 0.875, + "recall-0.05": 0.675, + "recall-0.1": 0.87, "recall-0.15": 0.875, "recall-0.25": 0.8775, "recall-0.5": 0.88, @@ -4997,13 +4997,13 @@ Results of the model in various experiments on different datasets. }, "shoulder_right": { "count": 352, - "mean": 0.039541, - "median": 0.036647, - "std": 0.025671, - "sem": 0.00137, + "mean": 0.03965, + "median": 0.036622, + "std": 0.02603, + "sem": 0.001389, "min": 0.005694, "max": 0.378378, - "recall-0.025": 0.205, + "recall-0.025": 0.2125, "recall-0.05": 0.69, "recall-0.1": 0.8675, "recall-0.15": 0.8775, @@ -5013,14 +5013,14 @@ Results of the model in various experiments on different datasets. }, "elbow_left": { "count": 351, - "mean": 0.028515, - "median": 0.024498, - "std": 0.019729, - "sem": 0.001055, + "mean": 0.028324, + "median": 0.024495, + "std": 0.019561, + "sem": 0.001046, "min": 0.002262, "max": 0.170425, - "recall-0.025": 0.45, - "recall-0.05": 0.79, + "recall-0.025": 0.4525, + "recall-0.05": 0.795, "recall-0.1": 0.8675, "recall-0.15": 0.8725, "recall-0.25": 0.8775, @@ -5029,9 +5029,9 @@ Results of the model in various experiments on different datasets. }, "elbow_right": { "count": 352, - "mean": 0.039351, + "mean": 0.039376, "median": 0.031112, - "std": 0.041432, + "std": 0.041418, "sem": 0.002211, "min": 0.001571, "max": 0.494385, @@ -5045,31 +5045,31 @@ Results of the model in various experiments on different datasets. }, "wrist_left": { "count": 352, - "mean": 0.032903, - "median": 0.026717, - "std": 0.027932, - "sem": 0.001491, + "mean": 0.033448, + "median": 0.026736, + "std": 0.029229, + "sem": 0.00156, "min": 0.003574, "max": 0.294686, - "recall-0.025": 0.3925, - "recall-0.05": 0.765, - "recall-0.1": 0.85, - "recall-0.15": 0.875, + "recall-0.025": 0.3875, + "recall-0.05": 0.7625, + "recall-0.1": 0.8475, + "recall-0.15": 0.8725, "recall-0.25": 0.8775, "recall-0.5": 0.88, "num_labels": 400 }, "wrist_right": { "count": 350, - "mean": 0.037048, - "median": 0.024015, - "std": 0.047927, - "sem": 0.002565, + "mean": 0.036981, + "median": 0.023765, + "std": 0.047843, + "sem": 0.002561, "min": 0.001093, "max": 0.394652, "recall-0.025": 0.46, - "recall-0.05": 0.7125, - "recall-0.1": 0.83, + "recall-0.05": 0.715, + "recall-0.1": 0.8325, "recall-0.15": 0.85, "recall-0.25": 0.86, "recall-0.5": 0.875, @@ -5077,30 +5077,30 @@ Results of the model in various experiments on different datasets. }, "hip_left": { "count": 352, - "mean": 0.04693, - "median": 0.038488, - "std": 0.034212, - "sem": 0.001826, + "mean": 0.046498, + "median": 0.03812, + "std": 0.033302, + "sem": 0.001778, "min": 0.005418, "max": 0.347286, - "recall-0.025": 0.2175, - "recall-0.05": 0.605, - "recall-0.1": 0.8075, - "recall-0.15": 0.8725, + "recall-0.025": 0.215, + "recall-0.05": 0.6025, + "recall-0.1": 0.81, + "recall-0.15": 0.875, "recall-0.25": 0.8775, "recall-0.5": 0.88, "num_labels": 400 }, "hip_right": { "count": 352, - "mean": 0.043819, - "median": 0.03529, - "std": 0.031682, - "sem": 0.001691, + "mean": 0.044108, + "median": 0.036342, + "std": 0.031589, + "sem": 0.001686, "min": 0.002855, "max": 0.337234, - "recall-0.025": 0.2375, - "recall-0.05": 0.63, + "recall-0.025": 0.2325, + "recall-0.05": 0.62, "recall-0.1": 0.8275, "recall-0.15": 0.875, "recall-0.25": 0.8775, @@ -5109,15 +5109,15 @@ Results of the model in various experiments on different datasets. }, "knee_left": { "count": 352, - "mean": 0.026271, - "median": 0.022014, - "std": 0.016314, - "sem": 0.000871, + "mean": 0.02642, + "median": 0.02205, + "std": 0.016838, + "sem": 0.000899, "min": 0.00144, - "max": 0.108472, - "recall-0.025": 0.5125, - "recall-0.05": 0.815, - "recall-0.1": 0.8775, + "max": 0.121418, + "recall-0.025": 0.51, + "recall-0.05": 0.8175, + "recall-0.1": 0.875, "recall-0.15": 0.88, "recall-0.25": 0.88, "recall-0.5": 0.88, @@ -5126,12 +5126,12 @@ Results of the model in various experiments on different datasets. "knee_right": { "count": 352, "mean": 0.031668, - "median": 0.024086, - "std": 0.037861, - "sem": 0.002021, + "median": 0.024186, + "std": 0.037654, + "sem": 0.00201, "min": 0.000614, "max": 0.466897, - "recall-0.025": 0.4625, + "recall-0.025": 0.46, "recall-0.05": 0.79, "recall-0.1": 0.865, "recall-0.15": 0.8675, @@ -5141,43 +5141,43 @@ Results of the model in various experiments on different datasets. }, "ankle_left": { "count": 352, - "mean": 0.038157, - "median": 0.030181, - "std": 0.040799, - "sem": 0.002178, + "mean": 0.037837, + "median": 0.02989, + "std": 0.040052, + "sem": 0.002138, "min": 0.002653, "max": 0.45785, - "recall-0.025": 0.3325, + "recall-0.025": 0.335, "recall-0.05": 0.7325, - "recall-0.1": 0.855, - "recall-0.15": 0.8675, + "recall-0.1": 0.8575, + "recall-0.15": 0.87, "recall-0.25": 0.8725, "recall-0.5": 0.88, "num_labels": 400 }, "ankle_right": { "count": 351, - "mean": 0.049452, - "median": 0.035286, - "std": 0.049636, - "sem": 0.002653, + "mean": 0.049278, + "median": 0.035545, + "std": 0.048007, + "sem": 0.002566, "min": 0.002213, "max": 0.409273, "recall-0.025": 0.225, - "recall-0.05": 0.605, + "recall-0.05": 0.6025, "recall-0.1": 0.7875, "recall-0.15": 0.8525, - "recall-0.25": 0.8625, + "recall-0.25": 0.865, "recall-0.5": 0.8775, "num_labels": 400 }, "joint_recalls": { "num_labels": 5200, - "recall-0.025": 0.32788, - "recall-0.05": 0.70308, + "recall-0.025": 0.3275, + "recall-0.05": 0.70154, "recall-0.1": 0.84769, - "recall-0.15": 0.86981, - "recall-0.25": 0.87404, + "recall-0.15": 0.87, + "recall-0.25": 0.87423, "recall-0.5": 0.87923 } } @@ -5188,36 +5188,37 @@ Results of the model in various experiments on different datasets. } ``` -(legoassemble) +##### legoassemble + ```json { - "avg_time_2d": 0.16489756859100616, - "avg_time_3d": 0.0009790734127835112, - "avg_fps": 6.028576343962604 + "avg_time_2d": 0.168116722021017, + "avg_time_3d": 0.0009745090931385487, + "avg_fps": 5.913967231836452 } { "person_nums": { "total_frames": 121, "total_labels": 363, - "total_preds": 369, + "total_preds": 363, "considered_empty": 0, "valid_preds": 363, - "invalid_preds": 6, + "invalid_preds": 0, "missing": 0, - "invalid_fraction": 0.01626, - "precision": 0.98374, + "invalid_fraction": 0.0, + "precision": 1.0, "recall": 1.0, - "f1": 0.9918, - "non_empty": 369 + "f1": 1.0, + "non_empty": 363 }, "mpjpe": { "count": 363, - "mean": 0.030185, - "median": 0.028973, - "std": 0.008398, - "sem": 0.000441, + "mean": 0.030062, + "median": 0.028839, + "std": 0.007989, + "sem": 0.00042, "min": 0.013843, - "max": 0.086047, + "max": 0.063812, "recall-0.025": 0.283747, "recall-0.05": 0.975207, "recall-0.1": 1.0, @@ -5225,23 +5226,23 @@ 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": 0.08155, - "ap-0.05": 0.962913, - "ap-0.1": 0.999647, - "ap-0.15": 0.999647, - "ap-0.25": 0.999647, - "ap-0.5": 0.999647 + "ap-0.025": 0.083374, + "ap-0.05": 0.962882, + "ap-0.1": 1.0, + "ap-0.15": 1.0, + "ap-0.25": 1.0, + "ap-0.5": 1.0 }, "head": { "count": 363, - "mean": 0.030491, - "median": 0.025346, - "std": 0.019468, - "sem": 0.001023, + "mean": 0.030335, + "median": 0.025398, + "std": 0.019281, + "sem": 0.001013, "min": 0.001475, "max": 0.1476, - "recall-0.025": 0.490358, - "recall-0.05": 0.842975, + "recall-0.025": 0.487603, + "recall-0.05": 0.84573, "recall-0.1": 0.997245, "recall-0.15": 1.0, "recall-0.25": 1.0, @@ -5250,14 +5251,14 @@ Results of the model in various experiments on different datasets. }, "shoulder_left": { "count": 363, - "mean": 0.033709, - "median": 0.027672, - "std": 0.021187, + "mean": 0.033499, + "median": 0.027624, + "std": 0.0212, "sem": 0.001114, "min": 0.003916, "max": 0.145934, - "recall-0.025": 0.426997, - "recall-0.05": 0.831956, + "recall-0.025": 0.429752, + "recall-0.05": 0.834711, "recall-0.1": 0.977961, "recall-0.15": 1.0, "recall-0.25": 1.0, @@ -5266,14 +5267,14 @@ Results of the model in various experiments on different datasets. }, "shoulder_right": { "count": 363, - "mean": 0.030587, - "median": 0.029255, - "std": 0.015422, - "sem": 0.000811, + "mean": 0.030581, + "median": 0.029443, + "std": 0.015309, + "sem": 0.000805, "min": 0.003011, "max": 0.108366, - "recall-0.025": 0.393939, - "recall-0.05": 0.895317, + "recall-0.025": 0.396694, + "recall-0.05": 0.892562, "recall-0.1": 0.997245, "recall-0.15": 1.0, "recall-0.25": 1.0, @@ -5282,14 +5283,14 @@ Results of the model in various experiments on different datasets. }, "elbow_left": { "count": 363, - "mean": 0.023632, - "median": 0.020758, - "std": 0.016124, - "sem": 0.000847, + "mean": 0.023656, + "median": 0.021019, + "std": 0.0162, + "sem": 0.000851, "min": 0.000934, "max": 0.23055, - "recall-0.025": 0.655647, - "recall-0.05": 0.969697, + "recall-0.025": 0.650138, + "recall-0.05": 0.972452, "recall-0.1": 0.997245, "recall-0.15": 0.997245, "recall-0.25": 1.0, @@ -5298,15 +5299,15 @@ Results of the model in various experiments on different datasets. }, "elbow_right": { "count": 363, - "mean": 0.021278, - "median": 0.019411, - "std": 0.013729, - "sem": 0.000722, + "mean": 0.021026, + "median": 0.019516, + "std": 0.012789, + "sem": 0.000672, "min": 0.001225, - "max": 0.117625, - "recall-0.025": 0.738292, - "recall-0.05": 0.977961, - "recall-0.1": 0.991736, + "max": 0.117355, + "recall-0.025": 0.741047, + "recall-0.05": 0.980716, + "recall-0.1": 0.99449, "recall-0.15": 1.0, "recall-0.25": 1.0, "recall-0.5": 1.0, @@ -5314,47 +5315,47 @@ Results of the model in various experiments on different datasets. }, "wrist_left": { "count": 363, - "mean": 0.026442, + "mean": 0.026281, "median": 0.021244, - "std": 0.022425, - "sem": 0.001179, - "min": 0.002722, + "std": 0.022071, + "sem": 0.00116, + "min": 0.002196, "max": 0.236533, "recall-0.025": 0.61708, - "recall-0.05": 0.906336, + "recall-0.05": 0.909091, "recall-0.1": 0.991736, - "recall-0.15": 0.991736, + "recall-0.15": 0.99449, "recall-0.25": 1.0, "recall-0.5": 1.0, "num_labels": 363 }, "wrist_right": { "count": 363, - "mean": 0.02119, - "median": 0.017154, - "std": 0.019268, - "sem": 0.001013, + "mean": 0.020579, + "median": 0.017127, + "std": 0.013255, + "sem": 0.000697, "min": 0.00099, - "max": 0.294118, - "recall-0.025": 0.730028, + "max": 0.089086, + "recall-0.025": 0.727273, "recall-0.05": 0.964187, - "recall-0.1": 0.997245, - "recall-0.15": 0.997245, - "recall-0.25": 0.997245, + "recall-0.1": 1.0, + "recall-0.15": 1.0, + "recall-0.25": 1.0, "recall-0.5": 1.0, "num_labels": 363 }, "hip_left": { "count": 363, - "mean": 0.043545, - "median": 0.041298, - "std": 0.019574, - "sem": 0.001029, + "mean": 0.043705, + "median": 0.04208, + "std": 0.019317, + "sem": 0.001015, "min": 0.002097, - "max": 0.123427, - "recall-0.025": 0.15978, - "recall-0.05": 0.694215, - "recall-0.1": 0.986226, + "max": 0.116227, + "recall-0.025": 0.157025, + "recall-0.05": 0.688705, + "recall-0.1": 0.991736, "recall-0.15": 1.0, "recall-0.25": 1.0, "recall-0.5": 1.0, @@ -5362,14 +5363,14 @@ Results of the model in various experiments on different datasets. }, "hip_right": { "count": 363, - "mean": 0.040411, - "median": 0.036517, - "std": 0.020654, - "sem": 0.001086, + "mean": 0.040416, + "median": 0.036497, + "std": 0.020692, + "sem": 0.001088, "min": 0.002313, "max": 0.133689, - "recall-0.025": 0.206612, - "recall-0.05": 0.730028, + "recall-0.025": 0.209366, + "recall-0.05": 0.727273, "recall-0.1": 0.991736, "recall-0.15": 1.0, "recall-0.25": 1.0, @@ -5378,14 +5379,14 @@ Results of the model in various experiments on different datasets. }, "knee_left": { "count": 363, - "mean": 0.032471, - "median": 0.023837, - "std": 0.027178, - "sem": 0.001428, + "mean": 0.032396, + "median": 0.023673, + "std": 0.027194, + "sem": 0.001429, "min": 0.004028, "max": 0.161111, - "recall-0.025": 0.53168, - "recall-0.05": 0.842975, + "recall-0.025": 0.534435, + "recall-0.05": 0.84573, "recall-0.1": 0.958678, "recall-0.15": 0.99449, "recall-0.25": 1.0, @@ -5394,14 +5395,14 @@ Results of the model in various experiments on different datasets. }, "knee_right": { "count": 363, - "mean": 0.026508, + "mean": 0.026296, "median": 0.022923, - "std": 0.015493, - "sem": 0.000814, + "std": 0.015081, + "sem": 0.000793, "min": 0.003672, "max": 0.084957, - "recall-0.025": 0.53719, - "recall-0.05": 0.917355, + "recall-0.025": 0.539945, + "recall-0.05": 0.92562, "recall-0.1": 1.0, "recall-0.15": 1.0, "recall-0.25": 1.0, @@ -5410,15 +5411,15 @@ Results of the model in various experiments on different datasets. }, "ankle_left": { "count": 363, - "mean": 0.032367, + "mean": 0.032283, "median": 0.026819, - "std": 0.023367, - "sem": 0.001228, + "std": 0.023117, + "sem": 0.001215, "min": 0.001118, "max": 0.167208, - "recall-0.025": 0.4573, + "recall-0.025": 0.460055, "recall-0.05": 0.842975, - "recall-0.1": 0.975207, + "recall-0.1": 0.977961, "recall-0.15": 0.99449, "recall-0.25": 1.0, "recall-0.5": 1.0, @@ -5426,10 +5427,10 @@ Results of the model in various experiments on different datasets. }, "ankle_right": { "count": 363, - "mean": 0.029771, + "mean": 0.02975, "median": 0.024989, - "std": 0.02062, - "sem": 0.001084, + "std": 0.020636, + "sem": 0.001085, "min": 0.002353, "max": 0.160106, "recall-0.025": 0.501377, @@ -5442,11 +5443,11 @@ Results of the model in various experiments on different datasets. }, "joint_recalls": { "num_labels": 4719, - "recall-0.025": 0.49396, - "recall-0.05": 0.86734, - "recall-0.1": 0.98729, - "recall-0.15": 0.99682, - "recall-0.25": 0.99958, + "recall-0.025": 0.49481, + "recall-0.05": 0.86862, + "recall-0.1": 0.98813, + "recall-0.15": 0.99725, + "recall-0.25": 1.0, "recall-0.5": 1.0 } } @@ -5457,77 +5458,78 @@ Results of the model in various experiments on different datasets. } ``` -(fencing) +##### fencing + ```json { - "avg_time_2d": 0.2504721008814298, - "avg_time_3d": 0.002506994284116305, - "avg_fps": 3.9528957890596197 + "avg_time_2d": 0.25339538164627856, + "avg_time_3d": 0.0025524283066774025, + "avg_fps": 3.9070465193033033 } { "person_nums": { "total_frames": 166, "total_labels": 332, - "total_preds": 916, + "total_preds": 933, "considered_empty": 0, "valid_preds": 332, - "invalid_preds": 584, + "invalid_preds": 601, "missing": 0, - "invalid_fraction": 0.63755, - "precision": 0.36245, + "invalid_fraction": 0.64416, + "precision": 0.35584, "recall": 1.0, - "f1": 0.53205, - "non_empty": 916 + "f1": 0.5249, + "non_empty": 933 }, "mpjpe": { "count": 332, - "mean": 0.028478, - "median": 0.026298, - "std": 0.008428, - "sem": 0.000463, + "mean": 0.029117, + "median": 0.026731, + "std": 0.008896, + "sem": 0.000489, "min": 0.015013, "max": 0.059711, - "recall-0.025": 0.448795, - "recall-0.05": 0.98494, + "recall-0.025": 0.439759, + "recall-0.05": 0.978916, "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": 0.160643, - "ap-0.05": 0.610416, - "ap-0.1": 0.630571, - "ap-0.15": 0.630571, - "ap-0.25": 0.630571, - "ap-0.5": 0.630571 + "ap-0.025": 0.151005, + "ap-0.05": 0.599718, + "ap-0.1": 0.627899, + "ap-0.15": 0.627899, + "ap-0.25": 0.627899, + "ap-0.5": 0.627899 }, "head": { "count": 332, - "mean": 0.042065, - "median": 0.0413, - "std": 0.021446, - "sem": 0.001179, - "min": 0.004839, - "max": 0.10697, - "recall-0.025": 0.25, - "recall-0.05": 0.656627, - "recall-0.1": 0.98494, - "recall-0.15": 1.0, + "mean": 0.042592, + "median": 0.041361, + "std": 0.02206, + "sem": 0.001212, + "min": 0.00438, + "max": 0.150775, + "recall-0.025": 0.243976, + "recall-0.05": 0.653614, + "recall-0.1": 0.981928, + "recall-0.15": 0.996988, "recall-0.25": 1.0, "recall-0.5": 1.0, "num_labels": 332 }, "shoulder_left": { "count": 332, - "mean": 0.031097, - "median": 0.027807, - "std": 0.017773, - "sem": 0.000977, + "mean": 0.031771, + "median": 0.028235, + "std": 0.019055, + "sem": 0.001047, "min": 0.002633, "max": 0.203534, - "recall-0.025": 0.334337, - "recall-0.05": 0.900602, - "recall-0.1": 0.996988, + "recall-0.025": 0.322289, + "recall-0.05": 0.894578, + "recall-0.1": 0.993976, "recall-0.15": 0.996988, "recall-0.25": 1.0, "recall-0.5": 1.0, @@ -5535,31 +5537,31 @@ Results of the model in various experiments on different datasets. }, "shoulder_right": { "count": 332, - "mean": 0.030804, - "median": 0.02417, - "std": 0.018261, - "sem": 0.001004, + "mean": 0.031696, + "median": 0.024318, + "std": 0.020074, + "sem": 0.001103, "min": 0.005678, - "max": 0.110074, - "recall-0.025": 0.533133, - "recall-0.05": 0.85241, - "recall-0.1": 0.996988, - "recall-0.15": 1.0, + "max": 0.167426, + "recall-0.025": 0.521084, + "recall-0.05": 0.840361, + "recall-0.1": 0.993976, + "recall-0.15": 0.996988, "recall-0.25": 1.0, "recall-0.5": 1.0, "num_labels": 332 }, "elbow_left": { "count": 332, - "mean": 0.020741, - "median": 0.017256, - "std": 0.01315, - "sem": 0.000723, + "mean": 0.021289, + "median": 0.017307, + "std": 0.014136, + "sem": 0.000777, "min": 0.001369, "max": 0.109639, - "recall-0.025": 0.75, - "recall-0.05": 0.957831, - "recall-0.1": 0.996988, + "recall-0.025": 0.73494, + "recall-0.05": 0.954819, + "recall-0.1": 0.993976, "recall-0.15": 1.0, "recall-0.25": 1.0, "recall-0.5": 1.0, @@ -5567,14 +5569,14 @@ Results of the model in various experiments on different datasets. }, "elbow_right": { "count": 332, - "mean": 0.026651, - "median": 0.023276, - "std": 0.015715, - "sem": 0.000864, + "mean": 0.027477, + "median": 0.023574, + "std": 0.016219, + "sem": 0.000891, "min": 0.002981, "max": 0.097596, - "recall-0.025": 0.557229, - "recall-0.05": 0.912651, + "recall-0.025": 0.536145, + "recall-0.05": 0.900602, "recall-0.1": 1.0, "recall-0.15": 1.0, "recall-0.25": 1.0, @@ -5583,15 +5585,15 @@ Results of the model in various experiments on different datasets. }, "wrist_left": { "count": 332, - "mean": 0.022015, - "median": 0.015535, - "std": 0.020712, - "sem": 0.001138, + "mean": 0.022915, + "median": 0.015669, + "std": 0.022261, + "sem": 0.001224, "min": 0.001414, "max": 0.157913, - "recall-0.025": 0.740964, - "recall-0.05": 0.915663, - "recall-0.1": 0.990964, + "recall-0.025": 0.725904, + "recall-0.05": 0.909639, + "recall-0.1": 0.987952, "recall-0.15": 0.996988, "recall-0.25": 1.0, "recall-0.5": 1.0, @@ -5599,15 +5601,15 @@ Results of the model in various experiments on different datasets. }, "wrist_right": { "count": 332, - "mean": 0.030421, - "median": 0.022879, - "std": 0.024513, - "sem": 0.001347, + "mean": 0.031429, + "median": 0.023116, + "std": 0.025733, + "sem": 0.001414, "min": 0.00199, "max": 0.174606, - "recall-0.025": 0.569277, - "recall-0.05": 0.85241, - "recall-0.1": 0.966867, + "recall-0.025": 0.557229, + "recall-0.05": 0.837349, + "recall-0.1": 0.960843, "recall-0.15": 0.996988, "recall-0.25": 1.0, "recall-0.5": 1.0, @@ -5615,14 +5617,14 @@ Results of the model in various experiments on different datasets. }, "hip_left": { "count": 332, - "mean": 0.036199, - "median": 0.031512, - "std": 0.018662, - "sem": 0.001026, + "mean": 0.036618, + "median": 0.032024, + "std": 0.01876, + "sem": 0.001031, "min": 0.002841, "max": 0.148267, "recall-0.025": 0.237952, - "recall-0.05": 0.837349, + "recall-0.05": 0.822289, "recall-0.1": 0.98494, "recall-0.15": 1.0, "recall-0.25": 1.0, @@ -5631,14 +5633,14 @@ Results of the model in various experiments on different datasets. }, "hip_right": { "count": 332, - "mean": 0.030113, - "median": 0.025374, - "std": 0.017744, - "sem": 0.000975, + "mean": 0.030781, + "median": 0.02582, + "std": 0.018554, + "sem": 0.00102, "min": 0.005222, "max": 0.113545, - "recall-0.025": 0.48494, - "recall-0.05": 0.879518, + "recall-0.025": 0.472892, + "recall-0.05": 0.864458, "recall-0.1": 0.990964, "recall-0.15": 1.0, "recall-0.25": 1.0, @@ -5647,13 +5649,13 @@ Results of the model in various experiments on different datasets. }, "knee_left": { "count": 332, - "mean": 0.022485, - "median": 0.018023, - "std": 0.014857, - "sem": 0.000817, - "min": 0.00289, + "mean": 0.022723, + "median": 0.018166, + "std": 0.015012, + "sem": 0.000825, + "min": 0.001216, "max": 0.089506, - "recall-0.025": 0.692771, + "recall-0.025": 0.689759, "recall-0.05": 0.939759, "recall-0.1": 1.0, "recall-0.15": 1.0, @@ -5663,14 +5665,14 @@ Results of the model in various experiments on different datasets. }, "knee_right": { "count": 332, - "mean": 0.021245, - "median": 0.015405, - "std": 0.017191, - "sem": 0.000945, + "mean": 0.02196, + "median": 0.015683, + "std": 0.017897, + "sem": 0.000984, "min": 0.00062, "max": 0.119871, - "recall-0.025": 0.722892, - "recall-0.05": 0.930723, + "recall-0.025": 0.707831, + "recall-0.05": 0.921687, "recall-0.1": 0.996988, "recall-0.15": 1.0, "recall-0.25": 1.0, @@ -5679,14 +5681,14 @@ Results of the model in various experiments on different datasets. }, "ankle_left": { "count": 332, - "mean": 0.022236, - "median": 0.018113, - "std": 0.012477, - "sem": 0.000686, + "mean": 0.022719, + "median": 0.018827, + "std": 0.01301, + "sem": 0.000715, "min": 0.005069, - "max": 0.108623, - "recall-0.025": 0.650602, - "recall-0.05": 0.966867, + "max": 0.114949, + "recall-0.025": 0.635542, + "recall-0.05": 0.954819, "recall-0.1": 0.996988, "recall-0.15": 1.0, "recall-0.25": 1.0, @@ -5695,14 +5697,14 @@ Results of the model in various experiments on different datasets. }, "ankle_right": { "count": 332, - "mean": 0.034141, - "median": 0.031952, - "std": 0.013776, - "sem": 0.000757, + "mean": 0.034553, + "median": 0.032045, + "std": 0.014074, + "sem": 0.000774, "min": 0.010997, "max": 0.099848, - "recall-0.025": 0.225904, - "recall-0.05": 0.912651, + "recall-0.025": 0.216867, + "recall-0.05": 0.909639, "recall-0.1": 1.0, "recall-0.15": 1.0, "recall-0.25": 1.0, @@ -5711,10 +5713,10 @@ Results of the model in various experiments on different datasets. }, "joint_recalls": { "num_labels": 4316, - "recall-0.025": 0.5183, - "recall-0.05": 0.88438, - "recall-0.1": 0.99235, - "recall-0.15": 0.9993, + "recall-0.025": 0.50649, + "recall-0.05": 0.87512, + "recall-0.1": 0.99073, + "recall-0.15": 0.99884, "recall-0.25": 1.0, "recall-0.5": 1.0 } @@ -5726,61 +5728,62 @@ Results of the model in various experiments on different datasets. } ``` -(basketball) +##### basketball + ```json { - 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"ap-0.025": 0.003636, - "ap-0.05": 0.436372, - "ap-0.1": 0.670817, - "ap-0.15": 0.677332, - "ap-0.25": 0.677332, - "ap-0.5": 0.682795 + "ap-0.025": 0.003411, + "ap-0.05": 0.439477, + "ap-0.1": 0.694005, + "ap-0.15": 0.702368, + "ap-0.25": 0.702368, + "ap-0.5": 0.702368 }, "head": { "count": 329, - "mean": 0.054186, - "median": 0.046598, - "std": 0.035003, - "sem": 0.001933, + "mean": 0.054832, + "median": 0.046684, + "std": 0.035394, + "sem": 0.001954, "min": 0.002919, "max": 0.341898, - "recall-0.025": 0.127273, - "recall-0.05": 0.563636, - "recall-0.1": 0.921212, + "recall-0.025": 0.136364, + "recall-0.05": 0.554545, + "recall-0.1": 0.912121, "recall-0.15": 0.978788, "recall-0.25": 0.993939, "recall-0.5": 0.99697, @@ -5788,15 +5791,15 @@ Results of the model in various experiments on different datasets. }, "shoulder_left": { "count": 329, - "mean": 0.048716, - "median": 0.044052, - "std": 0.026277, - "sem": 0.001451, + "mean": 0.050179, + "median": 0.044653, + "std": 0.027402, + "sem": 0.001513, "min": 0.004289, "max": 0.178472, - "recall-0.025": 0.163636, - "recall-0.05": 0.59697, - "recall-0.1": 0.960606, + "recall-0.025": 0.166667, + "recall-0.05": 0.578788, + "recall-0.1": 0.948485, "recall-0.15": 0.987879, "recall-0.25": 0.99697, "recall-0.5": 0.99697, @@ -5804,14 +5807,14 @@ Results of the model in various experiments on different datasets. }, "shoulder_right": { "count": 329, - "mean": 0.04364, - "median": 0.037464, - "std": 0.027863, - "sem": 0.001538, - "min": 0.005797, + "mean": 0.04465, + "median": 0.038652, + "std": 0.027834, + "sem": 0.001537, + "min": 0.003745, "max": 0.239751, - "recall-0.025": 0.209091, - "recall-0.05": 0.715152, + "recall-0.025": 0.190909, + "recall-0.05": 0.69697, "recall-0.1": 0.948485, "recall-0.15": 0.987879, "recall-0.25": 0.99697, @@ -5820,79 +5823,79 @@ Results of the model in various experiments on different datasets. }, "elbow_left": { "count": 329, - "mean": 0.050264, - "median": 0.043468, - "std": 0.036226, - "sem": 0.002, + "mean": 0.051497, + "median": 0.043161, + "std": 0.034773, + "sem": 0.00192, "min": 0.008914, - "max": 0.443652, + "max": 0.281878, "recall-0.025": 0.19697, - "recall-0.05": 0.618182, - "recall-0.1": 0.918182, - "recall-0.15": 0.987879, + "recall-0.05": 0.609091, + "recall-0.1": 0.906061, + "recall-0.15": 0.978788, "recall-0.25": 0.993939, "recall-0.5": 0.99697, "num_labels": 330 }, "elbow_right": { "count": 329, - "mean": 0.045251, - "median": 0.0375, - "std": 0.028109, - "sem": 0.001552, + "mean": 0.04613, + "median": 0.038032, + "std": 0.030559, + "sem": 0.001687, "min": 0.002071, - "max": 0.172122, - "recall-0.025": 0.218182, - "recall-0.05": 0.663636, - "recall-0.1": 0.945455, - "recall-0.15": 0.987879, + "max": 0.21984, + "recall-0.025": 0.224242, + "recall-0.05": 0.654545, + "recall-0.1": 0.936364, + "recall-0.15": 0.978788, "recall-0.25": 0.99697, "recall-0.5": 0.99697, "num_labels": 330 }, "wrist_left": { - "count": 328, - "mean": 0.054077, - "median": 0.046127, - "std": 0.038952, - "sem": 0.002154, + "count": 329, + "mean": 0.055403, + "median": 0.04626, + "std": 0.040748, + "sem": 0.00225, "min": 0.005915, "max": 0.316293, - "recall-0.025": 0.209091, + "recall-0.025": 0.193939, "recall-0.05": 0.563636, - "recall-0.1": 0.9, + "recall-0.1": 0.89697, "recall-0.15": 0.966667, - "recall-0.25": 0.987879, - "recall-0.5": 0.993939, + "recall-0.25": 0.990909, + "recall-0.5": 0.99697, "num_labels": 330 }, "wrist_right": { "count": 329, - "mean": 0.055064, - "median": 0.044181, - "std": 0.040426, - "sem": 0.002232, - "min": 0.004633, - "max": 0.378136, - "recall-0.025": 0.139394, - "recall-0.05": 0.548485, - "recall-0.1": 0.906061, - "recall-0.15": 0.969697, - "recall-0.25": 0.990909, + "mean": 0.053864, + "median": 0.046321, + "std": 0.034136, + "sem": 0.001885, + "min": 0.006742, + "max": 0.243772, + "recall-0.025": 0.154545, + "recall-0.05": 0.536364, + "recall-0.1": 0.915152, + "recall-0.15": 0.972727, + "recall-0.25": 0.99697, "recall-0.5": 0.99697, "num_labels": 330 }, "hip_left": { "count": 329, - "mean": 0.042217, - "median": 0.036711, - "std": 0.024719, - "sem": 0.001365, + "mean": 0.043143, + "median": 0.036763, + "std": 0.025638, + "sem": 0.001416, "min": 0.001918, "max": 0.182991, "recall-0.025": 0.251515, "recall-0.05": 0.69697, - "recall-0.1": 0.969697, + "recall-0.1": 0.960606, "recall-0.15": 0.990909, "recall-0.25": 0.99697, "recall-0.5": 0.99697, @@ -5900,15 +5903,15 @@ Results of the model in various experiments on different datasets. }, "hip_right": { "count": 329, - "mean": 0.043824, - "median": 0.038537, - "std": 0.025786, - "sem": 0.001424, - "min": 0.005708, + "mean": 0.043844, + "median": 0.038729, + "std": 0.025196, + "sem": 0.001391, + "min": 0.006945, "max": 0.199011, - "recall-0.025": 0.233333, - "recall-0.05": 0.690909, - "recall-0.1": 0.957576, + "recall-0.025": 0.221212, + "recall-0.05": 0.672727, + "recall-0.1": 0.960606, "recall-0.15": 0.990909, "recall-0.25": 0.99697, "recall-0.5": 0.99697, @@ -5916,91 +5919,92 @@ Results of the model in various experiments on different datasets. }, "knee_left": { "count": 329, - "mean": 0.033741, - "median": 0.029039, - "std": 0.023577, - "sem": 0.001302, + "mean": 0.033941, + "median": 0.029297, + "std": 0.021577, + "sem": 0.001191, "min": 0.000983, - "max": 0.254384, + "max": 0.130585, "recall-0.025": 0.406061, - "recall-0.05": 0.815152, - "recall-0.1": 0.981818, - "recall-0.15": 0.993939, - "recall-0.25": 0.993939, + "recall-0.05": 0.79697, + "recall-0.1": 0.978788, + "recall-0.15": 0.99697, + "recall-0.25": 0.99697, "recall-0.5": 0.99697, "num_labels": 330 }, "knee_right": { "count": 329, - "mean": 0.035159, - "median": 0.028309, - "std": 0.033604, - "sem": 0.001855, - "min": 0.002281, - "max": 0.477361, - "recall-0.025": 0.436364, - "recall-0.05": 0.815152, - "recall-0.1": 0.972727, - "recall-0.15": 0.990909, - "recall-0.25": 0.993939, + "mean": 0.034327, + "median": 0.028674, + "std": 0.022783, + "sem": 0.001258, + "min": 0.002702, + "max": 0.159071, + "recall-0.025": 0.424242, + "recall-0.05": 0.80303, + "recall-0.1": 0.975758, + "recall-0.15": 0.993939, + "recall-0.25": 0.99697, "recall-0.5": 0.99697, "num_labels": 330 }, "ankle_left": { - "count": 328, - "mean": 0.031468, - "median": 0.026176, - "std": 0.020199, - "sem": 0.001117, + "count": 329, + "mean": 0.031913, + "median": 0.026425, + "std": 0.020707, + "sem": 0.001143, "min": 0.002204, "max": 0.158101, - "recall-0.025": 0.448485, - "recall-0.05": 0.863636, + "recall-0.025": 0.451515, + "recall-0.05": 0.866667, "recall-0.1": 0.975758, - "recall-0.15": 0.990909, - "recall-0.25": 0.993939, - "recall-0.5": 0.993939, + "recall-0.15": 0.993939, + "recall-0.25": 0.99697, + "recall-0.5": 0.99697, "num_labels": 330 }, "ankle_right": { - "count": 328, - "mean": 0.033299, - "median": 0.028298, - "std": 0.01954, - "sem": 0.001081, + "count": 329, + "mean": 0.034136, + "median": 0.028377, + "std": 0.021345, + "sem": 0.001179, "min": 0.006668, - "max": 0.133288, - "recall-0.025": 0.384848, - "recall-0.05": 0.839394, - "recall-0.1": 0.981818, - "recall-0.15": 0.993939, - "recall-0.25": 0.993939, - "recall-0.5": 0.993939, + "max": 0.139375, + "recall-0.025": 0.393939, + "recall-0.05": 0.833333, + "recall-0.1": 0.978788, + "recall-0.15": 0.99697, + "recall-0.25": 0.99697, + "recall-0.5": 0.99697, "num_labels": 330 }, "joint_recalls": { "num_labels": 4290, - "recall-0.025": 0.26247, - "recall-0.05": 0.69044, - "recall-0.1": 0.94802, + "recall-0.025": 0.26037, + "recall-0.05": 0.68042, + "recall-0.1": 0.94499, "recall-0.15": 0.98462, - "recall-0.25": 0.99277, - "recall-0.5": 0.99557 + "recall-0.25": 0.99534, + "recall-0.5": 0.99697 } } { "total_parts": 4620, - "correct_parts": 4570, - "pcp": 0.989177 + "correct_parts": 4569, + "pcp": 0.988961 } ``` -(volleyball) +##### volleyball + ```json { - "avg_time_2d": 0.3424515831577885, - "avg_time_3d": 0.003363656568097639, - "avg_fps": 2.8917175564404274 + "avg_time_2d": 0.3377667010367454, + "avg_time_3d": 0.00361126607602781, + "avg_fps": 2.9293044552862226 } { "person_nums": { @@ -6264,61 +6268,62 @@ Results of the model in various experiments on different datasets. } ``` -(badminton) +##### badminton + ```json { - "avg_time_2d": 0.3149814826215623, - "avg_time_3d": 0.0030397500605941507, - "avg_fps": 3.144444135273953 + "avg_time_2d": 0.3067052543507835, + "avg_time_3d": 0.0030759235337979533, + "avg_fps": 3.228085085184165 } { "person_nums": { "total_frames": 183, "total_labels": 732, - 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"max": 0.215329, - "recall-0.025": 0.575137, - "recall-0.05": 0.95082, - "recall-0.1": 0.998634, - "recall-0.15": 0.998634, + "max": 0.085397, + "recall-0.025": 0.557377, + "recall-0.05": 0.945355, + "recall-0.1": 1.0, + "recall-0.15": 1.0, "recall-0.25": 1.0, "recall-0.5": 1.0, "num_labels": 732 }, "ankle_right": { "count": 732, - "mean": 0.02571, - "median": 0.023421, - "std": 0.016483, - "sem": 0.00061, - "min": 0.005399, - "max": 0.31677, - "recall-0.025": 0.54918, - "recall-0.05": 0.954918, - "recall-0.1": 0.998634, - "recall-0.15": 0.998634, - "recall-0.25": 0.998634, + "mean": 0.02583, + "median": 0.023807, + "std": 0.013323, + "sem": 0.000493, + "min": 0.002801, + "max": 0.098229, + "recall-0.025": 0.527322, + "recall-0.05": 0.948087, + "recall-0.1": 1.0, + "recall-0.15": 1.0, + "recall-0.25": 1.0, "recall-0.5": 1.0, "num_labels": 732 }, "joint_recalls": { "num_labels": 9516, - "recall-0.025": 0.45933, - "recall-0.05": 0.89596, - "recall-0.1": 0.99348, - "recall-0.15": 0.998, - "recall-0.25": 0.99895, - "recall-0.5": 0.99937 + "recall-0.025": 0.43916, + "recall-0.05": 0.88241, + "recall-0.1": 0.99149, + "recall-0.15": 0.99884, + "recall-0.25": 0.99989, + "recall-0.5": 0.99989 } } { "total_parts": 10248, - "correct_parts": 10233, - "pcp": 0.998536 + "correct_parts": 10243, + "pcp": 0.999512 } ``` -(tennis) +##### tennis + ```json { - "avg_time_2d": 0.35962609101457205, - "avg_time_3d": 0.0018767069654855115, - "avg_fps": 2.7662303185137875 + "avg_time_2d": 0.35980022441574006, + "avg_time_3d": 0.0019301392181574949, + "avg_fps": 2.7644900747455265 } { "person_nums": { @@ -6557,37 +6563,37 @@ Results of the model in various experiments on different datasets. }, "mpjpe": { "count": 362, - "mean": 0.026649, - "median": 0.024904, - "std": 0.010016, - "sem": 0.000527, - "min": 0.014845, - "max": 0.137616, - "recall-0.025": 0.513812, + "mean": 0.027907, + "median": 0.026323, + "std": 0.010045, + "sem": 0.000529, + "min": 0.016071, + "max": 0.138113, + "recall-0.025": 0.422652, "recall-0.05": 0.980663, "recall-0.1": 0.997238, "recall-0.15": 1.0, "recall-0.25": 1.0, "recall-0.5": 1.0, "num_labels": 362, - 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