diff --git a/media/RESULTS.md b/media/RESULTS.md index 1643bcc..0236677 100644 --- a/media/RESULTS.md +++ b/media/RESULTS.md @@ -297,9 +297,9 @@ Results of the model in various experiments on different datasets. }, "mpjpe": { "count": 477, - "mean": 0.048328, + "mean": 0.048327, "median": 0.043186, - "std": 0.01475, + "std": 0.014749, "sem": 0.000676, "min": 0.029586, "max": 0.106122, @@ -311,18 +311,18 @@ 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": 0.345738, - "ap-0.1": 0.704294, - "ap-0.15": 0.715696, - "ap-0.25": 0.715696, - "ap-0.5": 0.715696 + "ap-0.05": 0.345814, + "ap-0.1": 0.704694, + "ap-0.15": 0.716098, + "ap-0.25": 0.716098, + "ap-0.5": 0.716098 }, "head": { "count": 477, - "mean": 0.055213, + "mean": 0.055219, "median": 0.049788, - "std": 0.025973, - "sem": 0.00119, + "std": 0.025982, + "sem": 0.001191, "min": 0.006373, "max": 0.147303, "recall-0.025": 0.077568, @@ -335,9 +335,9 @@ Results of the model in various experiments on different datasets. }, "shoulder_left": { "count": 477, - "mean": 0.04442, + "mean": 0.044419, "median": 0.038938, - "std": 0.020658, + "std": 0.020656, "sem": 0.000947, "min": 0.006714, "max": 0.138512, @@ -351,10 +351,10 @@ Results of the model in various experiments on different datasets. }, "shoulder_right": { "count": 477, - "mean": 0.050591, + "mean": 0.050576, "median": 0.045337, - "std": 0.024506, - "sem": 0.001123, + "std": 0.024517, + "sem": 0.001124, "min": 0.00639, "max": 0.15065, "recall-0.025": 0.106918, @@ -367,10 +367,10 @@ Results of the model in various experiments on different datasets. }, "elbow_left": { "count": 477, - "mean": 0.040792, + "mean": 0.040813, "median": 0.034056, - "std": 0.025923, - "sem": 0.001188, + "std": 0.025959, + "sem": 0.00119, "min": 0.005533, "max": 0.152226, "recall-0.025": 0.301887, @@ -383,9 +383,9 @@ Results of the model in various experiments on different datasets. }, "elbow_right": { "count": 477, - "mean": 0.05355, + "mean": 0.053545, "median": 0.044068, - "std": 0.042016, + "std": 0.04202, "sem": 0.001926, "min": 0.002858, "max": 0.244706, @@ -401,7 +401,7 @@ Results of the model in various experiments on different datasets. "count": 477, "mean": 0.061591, "median": 0.053276, - "std": 0.046099, + "std": 0.046098, "sem": 0.002113, "min": 0.003745, "max": 0.359369, @@ -415,9 +415,9 @@ Results of the model in various experiments on different datasets. }, "wrist_right": { "count": 477, - "mean": 0.058138, + "mean": 0.058141, "median": 0.053924, - "std": 0.030037, + "std": 0.030039, "sem": 0.001377, "min": 0.009013, "max": 0.202256, @@ -431,10 +431,10 @@ Results of the model in various experiments on different datasets. }, "hip_left": { "count": 477, - "mean": 0.047816, + "mean": 0.047799, "median": 0.043075, - "std": 0.026357, - "sem": 0.001208, + "std": 0.0263, + "sem": 0.001205, "min": 0.005757, "max": 0.140667, "recall-0.025": 0.213836, @@ -447,9 +447,9 @@ Results of the model in various experiments on different datasets. }, "hip_right": { "count": 477, - "mean": 0.058044, + "mean": 0.058043, "median": 0.056365, - "std": 0.025492, + "std": 0.02549, "sem": 0.001168, "min": 0.005189, "max": 0.136207, @@ -463,9 +463,9 @@ Results of the model in various experiments on different datasets. }, "knee_left": { "count": 477, - "mean": 0.039973, + "mean": 0.03997, "median": 0.03745, - "std": 0.024369, + "std": 0.024365, "sem": 0.001117, "min": 0.005407, "max": 0.195502, @@ -479,9 +479,9 @@ Results of the model in various experiments on different datasets. }, "knee_right": { "count": 477, - "mean": 0.039398, + "mean": 0.0394, "median": 0.034816, - "std": 0.023356, + "std": 0.023358, "sem": 0.001071, "min": 0.006865, "max": 0.186559, @@ -495,9 +495,9 @@ Results of the model in various experiments on different datasets. }, "ankle_left": { "count": 477, - "mean": 0.03731, + "mean": 0.037307, "median": 0.03105, - "std": 0.030824, + "std": 0.030818, "sem": 0.001413, "min": 0.001693, "max": 0.224454, @@ -511,9 +511,9 @@ Results of the model in various experiments on different datasets. }, "ankle_right": { "count": 477, - "mean": 0.041422, + "mean": 0.041421, "median": 0.031787, - "std": 0.038009, + "std": 0.038007, "sem": 0.001742, "min": 0.004747, "max": 0.298397, @@ -1047,31 +1047,31 @@ Results of the model in various experiments on different datasets. }, "mpjpe": { "count": 1464, - 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"recall-0.025": 0.703956, + "recall-0.025": 0.704638, "recall-0.05": 0.978172, "recall-0.1": 0.998636, "recall-0.15": 0.998636, @@ -1101,8 +1101,8 @@ Results of the model in various experiments on different datasets. }, "shoulder_right": { "count": 1463, - "mean": 0.022778, - "median": 0.019616, + "mean": 0.022784, + "median": 0.019651, "std": 0.014664, "sem": 0.000384, "min": 0.00112, @@ -1117,13 +1117,13 @@ Results of the model in various experiments on different datasets. }, "elbow_left": { "count": 1463, - "mean": 0.026243, - "median": 0.017755, - "std": 0.028785, + "mean": 0.026234, + "median": 0.017715, + "std": 0.028787, "sem": 0.000753, "min": 0.001259, "max": 0.323155, - "recall-0.025": 0.703754, + "recall-0.025": 0.704437, "recall-0.05": 0.883959, "recall-0.1": 0.97884, "recall-0.15": 0.986348, @@ -1133,10 +1133,10 @@ Results of the model in various experiments on different datasets. }, "elbow_right": { "count": 1462, - "mean": 0.023204, + "mean": 0.023232, "median": 0.018218, - "std": 0.017343, - "sem": 0.000454, + "std": 0.017418, + "sem": 0.000456, "min": 0.001407, "max": 0.177438, "recall-0.025": 0.689679, @@ -1149,9 +1149,9 @@ Results of the model in various experiments on different datasets. }, "wrist_left": { "count": 1429, - "mean": 0.035069, + "mean": 0.035064, "median": 0.017008, - "std": 0.050423, + "std": 0.050425, "sem": 0.001334, "min": 0.000713, "max": 0.397255, @@ -1165,10 +1165,10 @@ Results of the model in various experiments on different datasets. }, "wrist_right": { "count": 1456, - "mean": 0.023797, + "mean": 0.023795, "median": 0.01627, - "std": 0.022489, - "sem": 0.00059, + "std": 0.022484, + "sem": 0.000589, "min": 0.001905, "max": 0.195654, "recall-0.025": 0.706044, @@ -1181,14 +1181,14 @@ Results of the model in various experiments on different datasets. }, "hip_left": { "count": 1463, - "mean": 0.059468, - "median": 0.053528, - "std": 0.02996, - "sem": 0.000784, + "mean": 0.05948, + "median": 0.0535, + "std": 0.030013, + "sem": 0.000785, "min": 0.005563, "max": 0.17979, "recall-0.025": 0.068259, - "recall-0.05": 0.422526, + "recall-0.05": 0.423208, "recall-0.1": 0.894198, "recall-0.15": 0.969283, "recall-0.25": 0.998635, @@ -1197,9 +1197,9 @@ Results of the model in various experiments on different datasets. }, "hip_right": { "count": 1464, - "mean": 0.058652, + "mean": 0.058664, "median": 0.054479, - "std": 0.028985, + "std": 0.028992, "sem": 0.000758, "min": 0.003776, "max": 0.304525, @@ -1213,13 +1213,13 @@ Results of the model in various experiments on different datasets. }, "knee_left": { "count": 1463, - "mean": 0.052216, + "mean": 0.052221, "median": 0.042835, - "std": 0.043227, - "sem": 0.001131, + "std": 0.043278, + "sem": 0.001132, "min": 0.001938, "max": 0.349881, - "recall-0.025": 0.187713, + "recall-0.025": 0.188396, "recall-0.05": 0.632082, "recall-0.1": 0.92628, "recall-0.15": 0.965188, @@ -1229,10 +1229,10 @@ Results of the model in various experiments on different datasets. }, "knee_right": { "count": 1457, - "mean": 0.048464, + "mean": 0.048475, "median": 0.042688, - "std": 0.029819, - "sem": 0.000781, + "std": 0.029821, + "sem": 0.000782, "min": 0.003543, "max": 0.324497, "recall-0.025": 0.213845, @@ -1245,15 +1245,15 @@ Results of the model in various experiments on different datasets. }, "ankle_left": { "count": 1453, - "mean": 0.083259, - "median": 0.037347, - "std": 0.10612, - "sem": 0.002785, + "mean": 0.083332, + "median": 0.037489, + "std": 0.106064, + "sem": 0.002783, "min": 0.002453, "max": 0.495774, - "recall-0.025": 0.361586, - "recall-0.05": 0.586466, - "recall-0.1": 0.729323, + "recall-0.025": 0.360902, + "recall-0.05": 0.585099, + "recall-0.1": 0.72864, "recall-0.15": 0.819549, "recall-0.25": 0.912509, "recall-0.5": 0.993165, @@ -1261,14 +1261,14 @@ Results of the model in various experiments on different datasets. }, "ankle_right": { "count": 1450, - "mean": 0.078906, + "mean": 0.078949, "median": 0.033588, - "std": 0.105569, + "std": 0.105537, "sem": 0.002773, "min": 0.001061, "max": 0.4981, - "recall-0.025": 0.367808, - "recall-0.05": 0.684247, + "recall-0.025": 0.367123, + "recall-0.05": 0.682877, "recall-0.1": 0.772603, "recall-0.15": 0.811644, "recall-0.25": 0.894521, @@ -1277,8 +1277,8 @@ Results of the model in various experiments on different datasets. }, "joint_recalls": { "num_labels": 18990, - "recall-0.025": 0.48726, - "recall-0.05": 0.75045, + "recall-0.025": 0.48736, + "recall-0.05": 0.75024, "recall-0.1": 0.92517, "recall-0.15": 0.9594, "recall-0.25": 0.98146, @@ -1287,8 +1287,8 @@ Results of the model in various experiments on different datasets. } { "total_parts": 20444, - "correct_parts": 19977, - "pcp": 0.977157 + "correct_parts": 19976, + "pcp": 0.977108 } ``` @@ -1566,9 +1566,9 @@ Results of the model in various experiments on different datasets. ```json { - "avg_time_2d": 0.2057144705842181, - "avg_time_3d": 0.001667153544542266, - "avg_fps": 4.822028008513975 + "avg_time_2d": 0.2086035833126161, + "avg_time_3d": 0.0016778585387439262, + "avg_fps": 4.755531402085697 } { "person_nums": { @@ -1587,36 +1587,36 @@ Results of the model in various experiments on different datasets. }, "mpjpe": { "count": 1465, - "mean": 0.036962, - "median": 0.032321, - "std": 0.01707, - "sem": 0.000446, - "min": 0.013848, - "max": 0.136363, - "recall-0.025": 0.186903, - "recall-0.05": 0.855389, - 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"mean": 0.01866, - "median": 0.016682, - "std": 0.00954, - "sem": 0.000249, - "min": 0.001103, - "max": 0.11138, - "recall-0.025": 0.802183, - "recall-0.05": 0.992497, - "recall-0.1": 0.998636, + "mean": 0.018494, + "median": 0.016759, + "std": 0.008812, + "sem": 0.00023, + "min": 0.001639, + "max": 0.081838, + "recall-0.025": 0.81719, + "recall-0.05": 0.991132, + "recall-0.1": 0.999318, "recall-0.15": 0.999318, "recall-0.25": 0.999318, "recall-0.5": 0.999318, @@ -1641,14 +1641,14 @@ Results of the model in various experiments on different datasets. }, "shoulder_right": { "count": 1464, - "mean": 0.020534, - "median": 0.019244, - "std": 0.009021, - "sem": 0.000236, - "min": 0.000512, + "mean": 0.019957, + "median": 0.018719, + "std": 0.008772, + "sem": 0.000229, + "min": 0.002157, "max": 0.087963, - "recall-0.025": 0.769283, - "recall-0.05": 0.987713, + "recall-0.025": 0.823208, + "recall-0.05": 0.989761, "recall-0.1": 0.999317, "recall-0.15": 0.999317, "recall-0.25": 0.999317, @@ -1657,14 +1657,14 @@ Results of the model in various experiments on different datasets. }, "elbow_left": { "count": 1464, - "mean": 0.021075, - "median": 0.018642, - "std": 0.012409, - "sem": 0.000324, - "min": 0.002104, - "max": 0.147682, - "recall-0.025": 0.706485, - "recall-0.05": 0.972014, + "mean": 0.019237, + "median": 0.017431, + "std": 0.010316, + "sem": 0.00027, + "min": 0.002111, + "max": 0.109767, + "recall-0.025": 0.780205, + "recall-0.05": 0.985666, "recall-0.1": 0.998635, "recall-0.15": 0.999317, "recall-0.25": 0.999317, @@ -1673,15 +1673,15 @@ Results of the model in various experiments on different datasets. }, "elbow_right": { "count": 1462, - "mean": 0.019513, - "median": 0.017384, - "std": 0.01139, - "sem": 0.000298, - "min": 0.001927, + "mean": 0.017672, + "median": 0.015673, + "std": 0.010123, + "sem": 0.000265, + "min": 0.001746, "max": 0.132247, - "recall-0.025": 0.803828, - "recall-0.05": 0.972659, - "recall-0.1": 0.997949, + "recall-0.025": 0.862611, + "recall-0.05": 0.980861, + "recall-0.1": 0.998633, "recall-0.15": 0.999316, "recall-0.25": 0.999316, "recall-0.5": 0.999316, @@ -1689,15 +1689,15 @@ Results of the model in various experiments on different datasets. }, "wrist_left": { "count": 1433, - "mean": 0.020962, - "median": 0.015206, - "std": 0.021009, - "sem": 0.000555, - "min": 0.001506, - "max": 0.194344, - "recall-0.025": 0.763598, - "recall-0.05": 0.939331, - "recall-0.1": 0.983264, + "mean": 0.018154, + "median": 0.012273, + "std": 0.020448, + "sem": 0.00054, + "min": 0.000466, + "max": 0.20025, + "recall-0.025": 0.834031, + "recall-0.05": 0.953975, + "recall-0.1": 0.984658, "recall-0.15": 0.994421, "recall-0.25": 0.999303, "recall-0.5": 0.999303, @@ -1705,31 +1705,31 @@ Results of the model in various experiments on different datasets. }, "wrist_right": { "count": 1456, - "mean": 0.020386, - "median": 0.013775, - "std": 0.020657, - "sem": 0.000542, - "min": 0.000284, + "mean": 0.017837, + "median": 0.012331, + "std": 0.018863, + "sem": 0.000495, + "min": 0.001141, "max": 0.212342, - "recall-0.025": 0.773352, - "recall-0.05": 0.934066, - "recall-0.1": 0.984203, - "recall-0.15": 0.997253, + "recall-0.025": 0.819368, + "recall-0.05": 0.95467, + "recall-0.1": 0.988324, + "recall-0.15": 0.99794, "recall-0.25": 1.0, "recall-0.5": 1.0, "num_labels": 1456 }, "hip_left": { "count": 1464, - 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"count": 1458, - "mean": 0.085372, - "median": 0.042892, - "std": 0.101898, - "sem": 0.00267, - "min": 0.000814, - "max": 0.494931, - "recall-0.025": 0.347915, - "recall-0.05": 0.547505, - "recall-0.1": 0.713602, - "recall-0.15": 0.829118, - "recall-0.25": 0.917293, - "recall-0.5": 0.996582, + "count": 1461, + "mean": 0.08696, + "median": 0.04458, + "std": 0.100798, + "sem": 0.002638, + "min": 0.001024, + "max": 0.48577, + "recall-0.025": 0.303486, + "recall-0.05": 0.539303, + "recall-0.1": 0.717703, + "recall-0.15": 0.827068, + "recall-0.25": 0.911141, + "recall-0.5": 0.998633, "num_labels": 1463 }, "ankle_right": { - "count": 1450, - "mean": 0.076667, - "median": 0.043213, - "std": 0.096147, - "sem": 0.002526, - "min": 0.002926, - "max": 0.49866, - "recall-0.025": 0.315068, - "recall-0.05": 0.561644, - "recall-0.1": 0.79726, - "recall-0.15": 0.856849, - "recall-0.25": 0.910959, - "recall-0.5": 0.993151, + "count": 1449, + "mean": 0.07991, + "median": 0.040999, + "std": 0.095238, + "sem": 0.002503, + "min": 0.001199, + "max": 0.479186, + "recall-0.025": 0.314384, + "recall-0.05": 0.569863, + "recall-0.1": 0.756164, + "recall-0.15": 0.84589, + "recall-0.25": 0.910274, + "recall-0.5": 0.992466, "num_labels": 1460 }, "joint_recalls": { "num_labels": 18990, - 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(duration 00:01:51) ```json { - "avg_time_2d": 0.12431136727333068, - "avg_time_3d": 0.000805668830871582, - "avg_fps": 7.992516695865155 + "avg_time_2d": 0.12249499678611755, + "avg_time_3d": 0.0008533298969268799, + "avg_fps": 8.10712254386391 } { "person_nums": { @@ -2129,37 +2129,37 @@ Results of the model in various experiments on different datasets. }, "mpjpe": { "count": 630, - "mean": 0.056126, - "median": 0.051485, - "std": 0.018406, - "sem": 0.000734, - "min": 0.028965, - "max": 0.14306, + "mean": 0.055918, + "median": 0.051032, + "std": 0.018367, + "sem": 0.000732, + "min": 0.029282, + "max": 0.143654, "recall-0.025": 0.0, - "recall-0.05": 0.438095, - "recall-0.1": 0.949206, + "recall-0.05": 0.434921, + "recall-0.1": 0.947619, "recall-0.15": 1.0, "recall-0.25": 1.0, "recall-0.5": 1.0, "num_labels": 630, "ap-0.025": 0.0, - "ap-0.05": 0.22381, - "ap-0.1": 0.930009, + "ap-0.05": 0.221004, + "ap-0.1": 0.927404, "ap-0.15": 1.0, "ap-0.25": 1.0, "ap-0.5": 1.0 }, "head": { "count": 598, - 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"mean": 0.053686, - "median": 0.035845, - "std": 0.072307, - "sem": 0.002885, + "mean": 0.053755, + "median": 0.036722, + "std": 0.072138, + "sem": 0.002879, "min": 0.002669, - "max": 0.496679, - "recall-0.025": 0.252782, - "recall-0.05": 0.72973, - "recall-0.1": 0.934817, + "max": 0.494333, + "recall-0.025": 0.267091, + "recall-0.05": 0.712242, + "recall-0.1": 0.933227, "recall-0.15": 0.952305, "recall-0.25": 0.958665, "recall-0.5": 1.0, @@ -2327,14 +2327,14 @@ Results of the model in various experiments on different datasets. }, "ankle_left": { "count": 619, - "mean": 0.06588, - "median": 0.050492, - "std": 0.072775, - "sem": 0.002927, + "mean": 0.065276, + "median": 0.050521, + "std": 0.071559, + "sem": 0.002879, "min": 0.012793, - "max": 0.493666, - "recall-0.025": 0.035541, - "recall-0.05": 0.487884, + "max": 0.482535, + "recall-0.025": 0.03231, + "recall-0.05": 0.49273, "recall-0.1": 0.945073, "recall-0.15": 0.959612, "recall-0.25": 0.962843, @@ -2343,14 +2343,14 @@ Results of the model in various experiments on different datasets. }, "ankle_right": { "count": 601, - "mean": 0.054068, - "median": 0.047411, - "std": 0.042563, - "sem": 0.001738, - "min": 0.011391, - "max": 0.47977, - "recall-0.025": 0.094855, - "recall-0.05": 0.522508, + "mean": 0.054328, + "median": 0.046953, + "std": 0.043021, + "sem": 0.001756, + "min": 0.01012, + "max": 0.476577, + "recall-0.025": 0.096463, + "recall-0.05": 0.527331, "recall-0.1": 0.92926, "recall-0.15": 0.946945, "recall-0.25": 0.954984, @@ -2359,9 +2359,9 @@ Results of the model in various experiments on different datasets. }, "joint_recalls": { "num_labels": 8129, - "recall-0.025": 0.09608, - "recall-0.05": 0.52713, - "recall-0.1": 0.95079, + "recall-0.025": 0.09521, + "recall-0.05": 0.5334, + "recall-0.1": 0.95129, "recall-0.15": 0.98155, "recall-0.25": 0.98905, "recall-0.5": 0.99742 @@ -2369,8 +2369,8 @@ Results of the model in various experiments on different datasets. } { "total_parts": 8725, - "correct_parts": 8585, - "pcp": 0.983954 + "correct_parts": 8587, + "pcp": 0.984183 } ``` @@ -4922,9 +4922,9 @@ Results of the model in various experiments on different datasets. ```json { - 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"recall-0.025": 0.49481, - "recall-0.05": 0.86862, - "recall-0.1": 0.98813, - "recall-0.15": 0.99725, + "recall-0.025": 0.51854, + "recall-0.05": 0.87942, + "recall-0.1": 0.98707, + "recall-0.15": 0.99703, "recall-0.25": 1.0, "recall-0.5": 1.0 } } { "total_parts": 5082, - "correct_parts": 5080, - "pcp": 0.999606 + "correct_parts": 5081, + "pcp": 0.999803 } ``` @@ -5462,9 +5462,9 @@ Results of the model in various experiments on different datasets. ```json { - "avg_time_2d": 0.25339538164627856, - "avg_time_3d": 0.0025524283066774025, - "avg_fps": 3.9070465193033033 + "avg_time_2d": 0.2512380465483054, + "avg_time_3d": 0.002534140379000933, + "avg_fps": 3.9405421536066614 } { "person_nums": { @@ -5483,85 +5483,85 @@ Results of the model in various experiments on different datasets. }, "mpjpe": { "count": 332, - "mean": 0.029117, - "median": 0.026731, - "std": 0.008896, - "sem": 0.000489, - "min": 0.015013, - "max": 0.059711, - "recall-0.025": 0.439759, - "recall-0.05": 0.978916, + "mean": 0.026598, + "median": 0.023644, + "std": 0.008421, + "sem": 0.000463, + "min": 0.012107, + "max": 0.055536, + "recall-0.025": 0.572289, + "recall-0.05": 0.990964, "recall-0.1": 1.0, "recall-0.15": 1.0, "recall-0.25": 1.0, "recall-0.5": 1.0, "num_labels": 332, - 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"recall-0.5": 0.998634, + "recall-0.5": 1.0, "num_labels": 732 }, "hip_left": { "count": 732, - "mean": 0.031921, - "median": 0.030644, - "std": 0.013508, + "mean": 0.031568, + "median": 0.03033, + "std": 0.013521, "sem": 0.0005, - "min": 0.004239, - "max": 0.124623, - "recall-0.025": 0.318306, + "min": 0.001866, + "max": 0.111316, + "recall-0.025": 0.329235, "recall-0.05": 0.905738, "recall-0.1": 0.998634, "recall-0.15": 1.0, @@ -6443,15 +6443,15 @@ Results of the model in various experiments on different datasets. }, "hip_right": { "count": 732, - "mean": 0.033184, - "median": 0.031406, - "std": 0.015691, - "sem": 0.00058, - "min": 0.001206, - "max": 0.109097, - "recall-0.025": 0.342896, - "recall-0.05": 0.860656, - "recall-0.1": 0.998634, + "mean": 0.031111, + "median": 0.029836, + "std": 0.014107, + "sem": 0.000522, + "min": 0.002793, + "max": 0.082189, + "recall-0.025": 0.362022, + "recall-0.05": 0.893443, + "recall-0.1": 1.0, "recall-0.15": 1.0, "recall-0.25": 1.0, "recall-0.5": 1.0, @@ -6459,14 +6459,14 @@ Results of the model in various experiments on different datasets. }, "knee_left": { "count": 732, - "mean": 0.021726, - "median": 0.019729, - "std": 0.010827, - "sem": 0.0004, - "min": 0.001802, - "max": 0.0951, - "recall-0.025": 0.684426, - "recall-0.05": 0.978142, + "mean": 0.020659, + "median": 0.019328, + "std": 0.010091, + "sem": 0.000373, + "min": 0.001402, + "max": 0.081325, + "recall-0.025": 0.714481, + "recall-0.05": 0.993169, "recall-0.1": 1.0, "recall-0.15": 1.0, "recall-0.25": 1.0, @@ -6475,15 +6475,15 @@ Results of the model in various experiments on different datasets. }, "knee_right": { "count": 732, - "mean": 0.024425, - "median": 0.022353, - "std": 0.01332, - "sem": 0.000493, - "min": 0.001384, - "max": 0.129076, - "recall-0.025": 0.605191, - "recall-0.05": 0.965847, - "recall-0.1": 0.995902, + "mean": 0.022864, + "median": 0.020991, + "std": 0.011312, + "sem": 0.000418, + "min": 0.003084, + "max": 0.132459, + "recall-0.025": 0.670765, + "recall-0.05": 0.980874, + "recall-0.1": 0.998634, "recall-0.15": 1.0, "recall-0.25": 1.0, "recall-0.5": 1.0, @@ -6491,14 +6491,14 @@ Results of the model in various experiments on different datasets. }, "ankle_left": { "count": 732, - "mean": 0.025034, - "median": 0.023367, - "std": 0.013002, - "sem": 0.000481, - "min": 0.002316, - "max": 0.085397, - "recall-0.025": 0.557377, - "recall-0.05": 0.945355, + "mean": 0.023562, + "median": 0.021972, + "std": 0.012322, + "sem": 0.000456, + "min": 0.00114, + "max": 0.084624, + "recall-0.025": 0.612022, + "recall-0.05": 0.960383, "recall-0.1": 1.0, "recall-0.15": 1.0, "recall-0.25": 1.0, @@ -6507,14 +6507,14 @@ Results of the model in various experiments on different datasets. }, "ankle_right": { "count": 732, - "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, + "mean": 0.024642, + "median": 0.023251, + "std": 0.011723, + "sem": 0.000434, + "min": 0.002176, + "max": 0.087031, + "recall-0.025": 0.576503, + "recall-0.05": 0.972678, "recall-0.1": 1.0, "recall-0.15": 1.0, "recall-0.25": 1.0, @@ -6523,18 +6523,18 @@ Results of the model in various experiments on different datasets. }, "joint_recalls": { "num_labels": 9516, - "recall-0.025": 0.43916, - "recall-0.05": 0.88241, - "recall-0.1": 0.99149, - "recall-0.15": 0.99884, + "recall-0.025": 0.49306, + "recall-0.05": 0.91761, + "recall-0.1": 0.99737, + "recall-0.15": 0.99989, "recall-0.25": 0.99989, - "recall-0.5": 0.99989 + "recall-0.5": 1.0 } } { "total_parts": 10248, - "correct_parts": 10243, - "pcp": 0.999512 + "correct_parts": 10247, + "pcp": 0.999902 } ``` @@ -6542,9 +6542,9 @@ Results of the model in various experiments on different datasets. ```json { - "avg_time_2d": 0.35980022441574006, - "avg_time_3d": 0.0019301392181574949, - "avg_fps": 2.7644900747455265 + "avg_time_2d": 0.3612589710637143, + "avg_time_3d": 0.001954102376748247, + "avg_fps": 2.7532048627206662 } { "person_nums": { @@ -6563,37 +6563,37 @@ Results of the model in various experiments on different datasets. }, "mpjpe": { "count": 362, - "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, + "mean": 0.024706, + "median": 0.023376, + "std": 0.009405, + "sem": 0.000495, + "min": 0.013963, + "max": 0.130438, + "recall-0.025": 0.59116, + "recall-0.05": 0.983425, "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": 0.219905, - "ap-0.05": 0.979295, - "ap-0.1": 0.997039, + "ap-0.025": 0.43043, + "ap-0.05": 0.982848, + "ap-0.1": 0.997131, "ap-0.15": 1.0, "ap-0.25": 1.0, "ap-0.5": 1.0 }, "head": { "count": 362, - "mean": 0.037859, - "median": 0.036892, - "std": 0.01648, - "sem": 0.000867, - "min": 0.006234, - "max": 0.135283, - "recall-0.025": 0.226519, - "recall-0.05": 0.823204, - "recall-0.1": 0.98895, + "mean": 0.037107, + "median": 0.036994, + "std": 0.014652, + "sem": 0.000771, + "min": 0.003212, + "max": 0.124444, + "recall-0.025": 0.196133, + "recall-0.05": 0.839779, + "recall-0.1": 0.991713, "recall-0.15": 1.0, "recall-0.25": 1.0, "recall-0.5": 1.0, @@ -6601,15 +6601,15 @@ Results of the model in various experiments on different datasets. }, "shoulder_left": { "count": 362, - "mean": 0.026726, - "median": 0.02256, - "std": 0.018716, - "sem": 0.000985, - "min": 0.002997, - "max": 0.188082, - "recall-0.025": 0.577348, - "recall-0.05": 0.922652, - "recall-0.1": 0.994475, + "mean": 0.024314, + "median": 0.021051, + "std": 0.016349, + "sem": 0.00086, + "min": 0.002592, + "max": 0.191377, + "recall-0.025": 0.616022, + "recall-0.05": 0.961326, + "recall-0.1": 0.997238, "recall-0.15": 0.997238, "recall-0.25": 1.0, "recall-0.5": 1.0, @@ -6617,15 +6617,15 @@ Results of the model in various experiments on different datasets. }, "shoulder_right": { "count": 362, - "mean": 0.033171, - "median": 0.029829, - "std": 0.016964, - "sem": 0.000893, - "min": 0.004262, - "max": 0.10401, - "recall-0.025": 0.350829, - "recall-0.05": 0.853591, - "recall-0.1": 0.994475, + "mean": 0.030729, + "median": 0.028529, + "std": 0.01447, + "sem": 0.000762, + "min": 0.004766, + "max": 0.119156, + "recall-0.025": 0.38674, + "recall-0.05": 0.900552, + "recall-0.1": 0.997238, "recall-0.15": 1.0, "recall-0.25": 1.0, "recall-0.5": 1.0, @@ -6633,15 +6633,15 @@ Results of the model in various experiments on different datasets. }, "elbow_left": { "count": 362, - "mean": 0.02166, - "median": 0.017017, - "std": 0.016124, - "sem": 0.000849, - "min": 0.001198, - "max": 0.098002, - "recall-0.025": 0.729282, - "recall-0.05": 0.939227, - "recall-0.1": 1.0, + "mean": 0.01908, + "median": 0.015487, + "std": 0.013031, + "sem": 0.000686, + "min": 0.001985, + "max": 0.110283, + "recall-0.025": 0.776243, + "recall-0.05": 0.966851, + "recall-0.1": 0.997238, "recall-0.15": 1.0, "recall-0.25": 1.0, "recall-0.5": 1.0, @@ -6649,15 +6649,15 @@ Results of the model in various experiments on different datasets. }, "elbow_right": { "count": 362, - "mean": 0.025665, - "median": 0.019758, - "std": 0.021831, - "sem": 0.001149, - "min": 0.003087, - "max": 0.169963, - "recall-0.025": 0.657459, - "recall-0.05": 0.917127, - "recall-0.1": 0.975138, + "mean": 0.021372, + "median": 0.018405, + "std": 0.01528, + "sem": 0.000804, + "min": 0.002919, + "max": 0.154667, + "recall-0.025": 0.70442, + "recall-0.05": 0.975138, + "recall-0.1": 0.98895, "recall-0.15": 0.997238, "recall-0.25": 1.0, "recall-0.5": 1.0, @@ -6665,14 +6665,14 @@ Results of the model in various experiments on different datasets. }, "wrist_left": { "count": 362, - "mean": 0.028497, - "median": 0.02414, - "std": 0.017974, - "sem": 0.000946, - "min": 0.002374, - "max": 0.12591, - "recall-0.025": 0.527624, - "recall-0.05": 0.875691, + "mean": 0.024198, + "median": 0.020844, + "std": 0.014683, + "sem": 0.000773, + "min": 0.002876, + "max": 0.125489, + "recall-0.025": 0.618785, + "recall-0.05": 0.939227, "recall-0.1": 0.997238, "recall-0.15": 1.0, "recall-0.25": 1.0, @@ -6681,30 +6681,30 @@ Results of the model in various experiments on different datasets. }, "wrist_right": { "count": 362, - "mean": 0.034383, - "median": 0.025345, - "std": 0.032977, - "sem": 0.001736, - "min": 0.001469, - "max": 0.311793, - "recall-0.025": 0.494475, - "recall-0.05": 0.820442, - "recall-0.1": 0.972376, + "mean": 0.028523, + "median": 0.022245, + "std": 0.029502, + "sem": 0.001553, + "min": 0.000956, + "max": 0.317255, + "recall-0.025": 0.610497, + "recall-0.05": 0.88674, + "recall-0.1": 0.983425, "recall-0.15": 0.98895, - "recall-0.25": 0.991713, + "recall-0.25": 0.994475, "recall-0.5": 1.0, "num_labels": 362 }, "hip_left": { "count": 362, - "mean": 0.025706, - "median": 0.023688, - "std": 0.013899, - "sem": 0.000732, - "min": 0.003653, - "max": 0.113763, - "recall-0.025": 0.530387, - "recall-0.05": 0.950276, + "mean": 0.02606, + "median": 0.023303, + "std": 0.014419, + "sem": 0.000759, + "min": 0.004382, + "max": 0.105688, + "recall-0.025": 0.549724, + "recall-0.05": 0.944751, "recall-0.1": 0.997238, "recall-0.15": 1.0, "recall-0.25": 1.0, @@ -6713,14 +6713,14 @@ Results of the model in various experiments on different datasets. }, "hip_right": { "count": 362, - "mean": 0.028493, - "median": 0.026524, - "std": 0.016768, - "sem": 0.000883, - "min": 0.003071, - "max": 0.200297, - "recall-0.025": 0.464088, - "recall-0.05": 0.933702, + "mean": 0.02718, + "median": 0.024014, + "std": 0.016933, + "sem": 0.000891, + "min": 0.001527, + "max": 0.201031, + "recall-0.025": 0.530387, + "recall-0.05": 0.941989, "recall-0.1": 0.994475, "recall-0.15": 0.997238, "recall-0.25": 1.0, @@ -6729,14 +6729,14 @@ Results of the model in various experiments on different datasets. }, "knee_left": { "count": 362, - "mean": 0.015966, - "median": 0.014134, - "std": 0.008725, - "sem": 0.000459, - "min": 0.001037, - "max": 0.063199, - "recall-0.025": 0.859116, - "recall-0.05": 0.997238, + "mean": 0.014291, + "median": 0.012937, + "std": 0.007554, + "sem": 0.000398, + "min": 0.001143, + "max": 0.047464, + "recall-0.025": 0.917127, + "recall-0.05": 1.0, "recall-0.1": 1.0, "recall-0.15": 1.0, "recall-0.25": 1.0, @@ -6745,30 +6745,30 @@ Results of the model in various experiments on different datasets. }, "knee_right": { "count": 362, - "mean": 0.018681, - "median": 0.015485, - "std": 0.01677, - "sem": 0.000883, - "min": 0.001885, - "max": 0.242573, - "recall-0.025": 0.812155, - "recall-0.05": 0.977901, + "mean": 0.015976, + "median": 0.013446, + "std": 0.016267, + "sem": 0.000856, + "min": 0.001447, + "max": 0.26013, + "recall-0.025": 0.889503, + "recall-0.05": 0.98895, "recall-0.1": 0.994475, "recall-0.15": 0.997238, - "recall-0.25": 1.0, + "recall-0.25": 0.997238, "recall-0.5": 1.0, "num_labels": 362 }, "ankle_left": { "count": 362, - "mean": 0.03354, - "median": 0.031667, - "std": 0.014477, - "sem": 0.000762, - "min": 0.004951, - "max": 0.094323, - "recall-0.025": 0.281768, - "recall-0.05": 0.889503, + "mean": 0.027287, + "median": 0.025675, + "std": 0.010564, + "sem": 0.000556, + "min": 0.007553, + "max": 0.073418, + "recall-0.025": 0.469613, + "recall-0.05": 0.961326, "recall-0.1": 1.0, "recall-0.15": 1.0, "recall-0.25": 1.0, @@ -6777,15 +6777,15 @@ Results of the model in various experiments on different datasets. }, "ankle_right": { "count": 362, - "mean": 0.032449, - "median": 0.028011, - "std": 0.030411, - "sem": 0.001601, - "min": 0.003353, - "max": 0.485343, - "recall-0.025": 0.428177, - "recall-0.05": 0.848066, - "recall-0.1": 0.98895, + "mean": 0.025062, + "median": 0.021241, + "std": 0.028536, + "sem": 0.001502, + "min": 0.001405, + "max": 0.495127, + "recall-0.025": 0.629834, + "recall-0.05": 0.964088, + "recall-0.1": 0.994475, "recall-0.15": 0.994475, "recall-0.25": 0.997238, "recall-0.5": 1.0, @@ -6793,17 +6793,17 @@ Results of the model in various experiments on different datasets. }, "joint_recalls": { "num_labels": 4706, - "recall-0.025": 0.53251, - "recall-0.05": 0.90268, - "recall-0.1": 0.99065, + "recall-0.025": 0.60582, + "recall-0.05": 0.94241, + "recall-0.1": 0.99384, "recall-0.15": 0.99745, - "recall-0.25": 0.99915, + "recall-0.25": 0.99894, "recall-0.5": 1.0 } } { "total_parts": 5068, - "correct_parts": 5057, - "pcp": 0.99783 + "correct_parts": 5059, + "pcp": 0.998224 } ``` diff --git a/spt/triangulator.cpp b/spt/triangulator.cpp index 8b3986f..28e4618 100644 --- a/spt/triangulator.cpp +++ b/spt/triangulator.cpp @@ -1534,7 +1534,7 @@ cv::Mat TriangulatorInternal::merge_group(const std::vector &poses_3d, } // Select the best-k proposals for each joint that are closest to the initial pose - int keep_best = 3; + int keep_best = std::max(3, num_poses / 3); cv::Mat best_k_mask = cv::Mat::zeros(num_poses, num_joints, CV_8U); for (int j = 0; j < num_joints; ++j) {