diff --git a/media/RESULTS.md b/media/RESULTS.md index f346c19..8529177 100644 --- a/media/RESULTS.md +++ b/media/RESULTS.md @@ -7,9 +7,9 @@ Results of the model in various experiments on different datasets. (duration 00:01:20) ```json { - "avg_time_2d": 0.08300593747931012, - "avg_time_3d": 0.0030075873358774994, - "avg_fps": 11.62607859808842 + "avg_time_2d": 0.07223461442074533, + "avg_time_3d": 0.0030539585372148935, + "avg_fps": 13.28222810861858 } { "person_nums": { @@ -28,53 +28,53 @@ Results of the model in various experiments on different datasets. }, "mpjpe": { "count": 600, - "mean": 0.064525, - "median": 0.05712, - "std": 0.027463, - "sem": 0.001122, - "min": 0.042287, - "max": 0.195921, + "mean": 0.066878, + "median": 0.059221, + "std": 0.027766, + "sem": 0.001134, + "min": 0.043707, + "max": 0.189867, "recall-0.025": 0.0, - "recall-0.05": 0.056667, - "recall-0.1": 0.95, + "recall-0.05": 0.035, + "recall-0.1": 0.933333, "recall-0.15": 0.95, "recall-0.25": 1.0, "recall-0.5": 1.0, "num_labels": 600, "ap-0.025": 0.0, - "ap-0.05": 0.007858, - "ap-0.1": 0.917143, - "ap-0.15": 0.917143, + "ap-0.05": 0.00225, + "ap-0.1": 0.895105, + "ap-0.15": 0.917278, "ap-0.25": 1.0, "ap-0.5": 1.0 }, "nose": { "count": 600, - 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"mean": 0.041025, - "median": 0.031643, - "std": 0.032573, - "sem": 0.001331, - "min": 0.009294, - "max": 0.18568, - "recall-0.025": 0.256667, - "recall-0.05": 0.846667, - "recall-0.1": 0.933333, - "recall-0.15": 0.948333, - "recall-0.25": 1.0, + "mean": 0.04321, + "median": 0.03319, + "std": 0.035166, + "sem": 0.001437, + "min": 0.00667, + "max": 0.285024, + "recall-0.025": 0.251667, + "recall-0.05": 0.811667, + "recall-0.1": 0.935, + "recall-0.15": 0.946667, + "recall-0.25": 0.998333, "recall-0.5": 1.0, "num_labels": 600 }, "wrist_left": { "count": 600, - "mean": 0.03612, - "median": 0.022089, - "std": 0.039866, - "sem": 0.001629, - "min": 0.001142, - "max": 0.197862, - "recall-0.025": 0.56, - "recall-0.05": 0.805, - "recall-0.1": 0.928333, - "recall-0.15": 0.946667, + "mean": 0.040636, + "median": 0.024203, + "std": 0.042374, + "sem": 0.001731, + "min": 0.001517, + "max": 0.18543, + "recall-0.025": 0.516667, + "recall-0.05": 0.746667, + "recall-0.1": 0.908333, + "recall-0.15": 0.945, "recall-0.25": 1.0, "recall-0.5": 1.0, "num_labels": 600 }, "wrist_right": { "count": 600, - 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(duration 00:00:56) ```json { - "avg_time_2d": 0.14058070084483354, - "avg_time_3d": 0.016990919703060818, - "avg_fps": 6.346320463817576 + "avg_time_2d": 0.10204474868643325, + "avg_time_3d": 0.017180594382007506, + "avg_fps": 8.38747848623052 } { "person_nums": { "total_frames": 301, "total_labels": 477, - "total_preds": 920, + "total_preds": 909, "considered_empty": 3, "valid_preds": 477, - "invalid_preds": 440, + "invalid_preds": 429, "missing": 0, - "invalid_fraction": 0.47983, - "precision": 0.52017, + "invalid_fraction": 0.47351, + "precision": 0.52649, "recall": 1.0, - "f1": 0.68436, - "non_empty": 917 + "f1": 0.6898, + "non_empty": 906 }, "mpjpe": { "count": 477, - "mean": 0.047596, - "median": 0.042193, - "std": 0.01524, - "sem": 0.000699, - "min": 0.027696, - "max": 0.107296, + "mean": 0.04826, + "median": 0.04301, + "std": 0.014673, + "sem": 0.000673, + "min": 0.029586, + "max": 0.115693, "recall-0.025": 0.0, - "recall-0.05": 0.687631, - "recall-0.1": 0.987421, + "recall-0.05": 0.675052, + "recall-0.1": 0.991614, "recall-0.15": 1.0, "recall-0.25": 1.0, "recall-0.5": 1.0, "num_labels": 477, "ap-0.025": 0.0, - 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"mean": 0.062605, - "median": 0.054875, - "std": 0.046093, - "sem": 0.002113, - "min": 0.009073, - "max": 0.41084, - "recall-0.025": 0.1174, - "recall-0.05": 0.39413, - "recall-0.1": 0.909853, - "recall-0.15": 0.953878, - "recall-0.25": 0.987421, + "mean": 0.060714, + "median": 0.053257, + "std": 0.043226, + "sem": 0.001981, + "min": 0.003745, + "max": 0.359369, + "recall-0.025": 0.12369, + "recall-0.05": 0.415094, + "recall-0.1": 0.916143, + "recall-0.15": 0.962264, + "recall-0.25": 0.985325, "recall-0.5": 1.0, "num_labels": 477 }, "wrist_right": { "count": 477, - "mean": 0.058259, - "median": 0.053297, - "std": 0.03118, - "sem": 0.001429, - "min": 0.004313, - "max": 0.246259, - "recall-0.025": 0.104822, - "recall-0.05": 0.42348, - "recall-0.1": 0.907757, - "recall-0.15": 0.987421, + "mean": 0.057941, + "median": 0.053722, + "std": 0.029951, + "sem": 0.001373, + "min": 0.009013, + "max": 0.202256, + "recall-0.025": 0.106918, + "recall-0.05": 0.448637, + "recall-0.1": 0.897275, + "recall-0.15": 0.989518, "recall-0.25": 1.0, "recall-0.5": 1.0, "num_labels": 477 }, "hip_left": { "count": 477, - 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"ankle_right": {}, "joint_recalls": { "num_labels": 9549, - "recall-0.025": 0.0821, - "recall-0.05": 0.25647, - "recall-0.1": 0.42727, - "recall-0.15": 0.53775, - "recall-0.25": 0.65494, - "recall-0.5": 0.70552 + "recall-0.025": 0.07938, + "recall-0.05": 0.24673, + "recall-0.1": 0.41973, + "recall-0.15": 0.5254, + "recall-0.25": 0.64321, + "recall-0.5": 0.70175 } } { "total_parts": 10610, - "correct_parts": 5946, - "pcp": 0.560415 + "correct_parts": 5861, + "pcp": 0.552403 } ``` @@ -1031,269 +1031,269 @@ Results of the model in various experiments on different datasets. 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"recall-0.5": 0.993831, + "recall-0.5": 0.997944, "num_labels": 1459 }, "ankle_left": { - "count": 1447, - "mean": 0.080437, - "median": 0.03297, - "std": 0.102844, - "sem": 0.002705, - "min": 0.001232, - "max": 0.498074, - "recall-0.025": 0.380725, - "recall-0.05": 0.590567, - "recall-0.1": 0.734792, - "recall-0.15": 0.811347, - "recall-0.25": 0.915243, - "recall-0.5": 0.989064, + "count": 1448, + "mean": 0.08721, + "median": 0.035703, + "std": 0.109209, + "sem": 0.002871, + "min": 0.002453, + "max": 0.495773, + "recall-0.025": 0.376623, + "recall-0.05": 0.578264, + "recall-0.1": 0.712235, + "recall-0.15": 0.789474, + "recall-0.25": 0.900205, + "recall-0.5": 0.989747, "num_labels": 1463 }, "ankle_right": { - "count": 1441, - "mean": 0.084783, - "median": 0.031006, - "std": 0.118405, - "sem": 0.00312, - "min": 0.001386, - "max": 0.492576, - "recall-0.025": 0.391096, - "recall-0.05": 0.678082, - "recall-0.1": 0.771233, - "recall-0.15": 0.808904, - "recall-0.25": 0.866438, - "recall-0.5": 0.986986, + "count": 1443, + "mean": 0.079468, + "median": 0.032419, + "std": 0.107852, + "sem": 0.00284, + "min": 0.001061, + "max": 0.4981, + "recall-0.025": 0.378082, + "recall-0.05": 0.686301, + "recall-0.1": 0.771918, + "recall-0.15": 0.810274, + "recall-0.25": 0.889041, + "recall-0.5": 0.988356, "num_labels": 1460 }, "joint_recalls": { "num_labels": 18990, - "recall-0.025": 0.49652, - "recall-0.05": 0.74613, - "recall-0.1": 0.92728, - "recall-0.15": 0.95635, - "recall-0.25": 0.97457, - "recall-0.5": 0.99084 + "recall-0.025": 0.48294, + "recall-0.05": 0.74397, + "recall-0.1": 0.92038, + "recall-0.15": 0.95656, + "recall-0.25": 0.97841, + "recall-0.5": 0.9961 } } { "total_parts": 20444, - "correct_parts": 19868, - "pcp": 0.971825 + "correct_parts": 19935, + "pcp": 0.975103 } ``` @@ -1302,269 +1302,269 @@ Results of the model in various experiments on different datasets. (duration 00:01:45) ```json { - "avg_time_2d": 0.07040633143280907, - "avg_time_3d": 0.00213554522974028, - "avg_fps": 13.785141024842861 + "avg_time_2d": 0.05609021941534907, + "avg_time_3d": 0.0023614922873407816, + "avg_fps": 17.10813885291201 } { "person_nums": { "total_frames": 288, "total_labels": 288, - "total_preds": 398, - "considered_empty": 75, - "valid_preds": 266, - "invalid_preds": 57, - "missing": 22, - "invalid_fraction": 0.17647, - "precision": 0.82353, - "recall": 0.92361, - "f1": 0.8707, - "non_empty": 323 + "total_preds": 470, + "considered_empty": 73, + "valid_preds": 261, + "invalid_preds": 136, + "missing": 27, + "invalid_fraction": 0.34257, + "precision": 0.65743, + "recall": 0.90625, + "f1": 0.76204, + "non_empty": 397 }, "mpjpe": { - "count": 266, - "mean": 0.069965, - "median": 0.050911, - "std": 0.057715, - "sem": 0.003545, - "min": 0.016763, - "max": 0.420076, - "recall-0.025": 0.055556, - "recall-0.05": 0.447917, - "recall-0.1": 0.763889, - "recall-0.15": 0.868056, - 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"max": 0.47701, - "recall-0.025": 0.12766, - "recall-0.05": 0.276596, - "recall-0.1": 0.457447, - "recall-0.15": 0.574468, - "recall-0.25": 0.62766, + "mean": 0.143459, + "median": 0.08309, + "std": 0.141846, + "sem": 0.016165, + "min": 0.008191, + "max": 0.484519, + "recall-0.025": 0.117021, + "recall-0.05": 0.265957, + "recall-0.1": 0.478723, + "recall-0.15": 0.595745, + "recall-0.25": 0.638298, "recall-0.5": 0.829787, "num_labels": 94 }, "joint_recalls": { "num_labels": 2490, - "recall-0.025": 0.3008, - "recall-0.05": 0.56627, - "recall-0.1": 0.77309, - "recall-0.15": 0.8498, - "recall-0.25": 0.87992, - "recall-0.5": 0.91888 + "recall-0.025": 0.28394, + "recall-0.05": 0.53414, + "recall-0.1": 0.76145, + "recall-0.15": 0.83133, + "recall-0.25": 0.86827, + "recall-0.5": 0.8992 } } { "total_parts": 2243, - "correct_parts": 1980, - "pcp": 0.882746 + "correct_parts": 1950, + "pcp": 0.869371 } ``` @@ -1573,268 +1573,268 @@ Results of the model in various experiments on different datasets. (duration 00:01:51) ```json { - "avg_time_2d": 0.15860778018832206, - "avg_time_3d": 0.017471200227737425, - "avg_fps": 5.679269596161257 + "avg_time_2d": 0.1136903427541256, + "avg_time_3d": 0.01640014722943306, + "avg_fps": 7.686956979917471 } { "person_nums": { "total_frames": 330, "total_labels": 780, "total_preds": 852, - "considered_empty": 2, - "valid_preds": 777, + "considered_empty": 1, + "valid_preds": 778, "invalid_preds": 73, - "missing": 3, - "invalid_fraction": 0.08588, - "precision": 0.91412, - "recall": 0.99615, - "f1": 0.95337, - "non_empty": 850 + "missing": 2, + "invalid_fraction": 0.08578, + "precision": 0.91422, + "recall": 0.99744, + "f1": 0.95402, + "non_empty": 851 }, "mpjpe": { - "count": 777, - "mean": 0.053355, - "median": 0.050846, - "std": 0.021626, - "sem": 0.000776, - "min": 0.030764, - "max": 0.388758, + "count": 778, + "mean": 0.052706, + "median": 0.049494, + "std": 0.021237, + "sem": 0.000762, + "min": 0.028965, + "max": 0.358423, "recall-0.025": 0.0, - 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"recall-0.025": 0.12163, - "recall-0.05": 0.53807, - "recall-0.1": 0.94118, - "recall-0.15": 0.98308, - "recall-0.25": 0.99273, - "recall-0.5": 0.99572 + "recall-0.025": 0.12571, + "recall-0.05": 0.54693, + "recall-0.1": 0.94625, + "recall-0.15": 0.98338, + "recall-0.25": 0.99433, + "recall-0.5": 0.99662 } } { "total_parts": 10800, - "correct_parts": 10645, - "pcp": 0.985648 + "correct_parts": 10663, + "pcp": 0.987315 } ``` diff --git a/scripts/test_skelda_dataset.py b/scripts/test_skelda_dataset.py index 071d718..2fb6214 100644 --- a/scripts/test_skelda_dataset.py +++ b/scripts/test_skelda_dataset.py @@ -356,10 +356,12 @@ def main(): # Choose this depending on the fraction of invalid/missing persons # A higher value reduces the number of proposals "panoptic": 0.95, - "human36m": 0.96, - "mvor": 0.87, + "human36m": 0.94, + "mvor": 0.86, "campus": 0.96, "shelf": 0.96, + "ikeaasm": 0.86, + "tsinghua": 0.96, } minscore = minscores.get(dataset_use, 0.95) diff --git a/scripts/test_triangulate.py b/scripts/test_triangulate.py index f8ae332..1c08549 100644 --- a/scripts/test_triangulate.py +++ b/scripts/test_triangulate.py @@ -242,7 +242,7 @@ def filter_poses(poses3D, poses2D, roomparams, joint_names, drop_few_limbs=True) if any(((d > 2.3) for d in diff)): drop.append(i) continue - if all(((d < 0.4) for d in diff)): + if all(((d < 0.3) for d in diff)): drop.append(i) continue if ( diff --git a/scripts/utils_2d_pose.py b/scripts/utils_2d_pose.py index f99a5d8..6f7edd4 100644 --- a/scripts/utils_2d_pose.py +++ b/scripts/utils_2d_pose.py @@ -14,8 +14,8 @@ def load_model(): print("Loading mmpose model ...") model = MMPoseInferencer( - pose2d="/mmpose/projects/rtmpose/rtmpose/body_2d_keypoint/rtmpose-l_8xb256-420e_coco-384x288.py", - pose2d_weights="https://download.openmmlab.com/mmpose/v1/projects/rtmposev1/rtmpose-l_simcc-body7_pt-body7_420e-384x288-3f5a1437_20230504.pth", + pose2d="/mmpose/projects/rtmpose/rtmpose/body_2d_keypoint/rtmpose-m_8xb256-420e_coco-384x288.py", + pose2d_weights="https://download.openmmlab.com/mmpose/v1/projects/rtmposev1/rtmpose-m_simcc-body7_pt-body7_420e-384x288-65e718c4_20230504.pth", det_model="/mmpose/projects/rtmpose/rtmdet/person/rtmdet_nano_320-8xb32_coco-person.py", det_weights="https://download.openmmlab.com/mmpose/v1/projects/rtmpose/rtmdet_nano_8xb32-100e_coco-obj365-person-05d8511e.pth", det_cat_ids=[0],