--- a +++ b/configs/skeleton/posec3d/metafile.yml @@ -0,0 +1,159 @@ +Collections: +- Name: PoseC3D + README: configs/skeleton/posec3d/README.md + Paper: + URL: https://arxiv.org/abs/2104.13586 + Title: Revisiting Skeleton-based Action Recognition +Models: +- Config: configs/skeleton/posec3d/slowonly_r50_u48_240e_gym_keypoint.py + In Collection: PoseC3D + Metadata: + Architecture: SlowOnly-R50 + Batch Size: 16 + Epochs: 240 + Parameters: 2044867 + Training Data: FineGYM + Training Resources: 16 GPUs + pseudo heatmap: keypoint + Name: slowonly_r50_u48_240e_gym_keypoint + Results: + - Dataset: FineGYM + Metrics: + mean Top 1 Accuracy: 93.7 + Task: Skeleton-based Action Recognition + Training Json Log: https://download.openmmlab.com/mmaction/skeleton/posec3d/slowonly_r50_u48_240e_gym_keypoint/slowonly_r50_u48_240e_gym_keypoint.json + Training Log: https://download.openmmlab.com/mmaction/skeleton/posec3d/slowonly_r50_u48_240e_gym_keypoint/slowonly_r50_u48_240e_gym_keypoint.log + Weights: https://download.openmmlab.com/mmaction/skeleton/posec3d/slowonly_r50_u48_240e_gym_keypoint/slowonly_r50_u48_240e_gym_keypoint-b07a98a0.pth +- Config: configs/skeleton/posec3d/slowonly_r50_u48_240e_gym_limb.py + In Collection: PoseC3D + Metadata: + Architecture: SlowOnly-R50 + Batch Size: 16 + Epochs: 240 + Parameters: 2044867 + Training Data: FineGYM + Training Resources: 16 GPUs + pseudo heatmap: limb + Name: slowonly_r50_u48_240e_gym_limb + Results: + - Dataset: FineGYM + Metrics: + mean Top 1 Accuracy: 94.0 + Task: Skeleton-based Action Recognition + Training Json Log: https://download.openmmlab.com/mmaction/skeleton/posec3d/slowonly_r50_u48_240e_gym_limb/slowonly_r50_u48_240e_gym_limb.json + Training Log: https://download.openmmlab.com/mmaction/skeleton/posec3d/slowonly_r50_u48_240e_gym_limb/slowonly_r50_u48_240e_gym_limb.log + Weights: https://download.openmmlab.com/mmaction/skeleton/posec3d/slowonly_r50_u48_240e_gym_limb/slowonly_r50_u48_240e_gym_limb-c0d7b482.pth +- Config: configs/skeleton/posec3d/slowonly_r50_u48_240e_ntu60_xsub_keypoint.py + In Collection: PoseC3D + Metadata: + Architecture: SlowOnly-R50 + Batch Size: 16 + Epochs: 240 + Parameters: 2024860 + Training Data: NTU60-XSub + Training Resources: 16 GPUs + pseudo heatmap: keypoint + Name: slowonly_r50_u48_240e_ntu60_xsub_keypoint + Results: + - Dataset: NTU60-XSub + Metrics: + Top 1 Accuracy: 93.7 + Task: Skeleton-based Action Recognition + Training Json Log: https://download.openmmlab.com/mmaction/skeleton/posec3d/slowonly_r50_u48_240e_ntu60_xsub_keypoint/slowonly_r50_u48_240e_ntu60_xsub_keypoint.json + Training Log: https://download.openmmlab.com/mmaction/skeleton/posec3d/slowonly_r50_u48_240e_ntu60_xsub_keypoint/slowonly_r50_u48_240e_ntu60_xsub_keypoint.log + Weights: https://download.openmmlab.com/mmaction/skeleton/posec3d/slowonly_r50_u48_240e_ntu60_xsub_keypoint/slowonly_r50_u48_240e_ntu60_xsub_keypoint-f3adabf1.pth +- Config: configs/skeleton/posec3d/slowonly_r50_u48_240e_ntu60_xsub_limb.py + In Collection: PoseC3D + Metadata: + Architecture: SlowOnly-R50 + Batch Size: 16 + Epochs: 240 + Parameters: 2024860 + Training Data: NTU60-XSub + Training Resources: 16 GPUs + pseudo heatmap: limb + Name: slowonly_r50_u48_240e_ntu60_xsub_limb + Results: + - Dataset: NTU60-XSub + Metrics: + Top 1 Accuracy: 93.4 + Task: Skeleton-based Action Recognition + Training Json Log: https://download.openmmlab.com/mmaction/skeleton/posec3d/slowonly_r50_u48_240e_ntu60_xsub_limb/slowonly_r50_u48_240e_ntu60_xsub_limb.json + Training Log: https://download.openmmlab.com/mmaction/skeleton/posec3d/slowonly_r50_u48_240e_ntu60_xsub_limb/slowonly_r50_u48_240e_ntu60_xsub_limb.log + Weights: https://download.openmmlab.com/mmaction/skeleton/posec3d/slowonly_r50_u48_240e_ntu60_xsub_limb/slowonly_r50_u48_240e_ntu60_xsub_limb-1d69006a.pth +- Config: configs/skeleton/posec3d/slowonly_r50_u48_240e_ntu120_xsub_keypoint.py + In Collection: PoseC3D + Metadata: + Architecture: SlowOnly-R50 + Batch Size: 16 + Epochs: 240 + Parameters: 2055640 + Training Data: NTU120-XSub + Training Resources: 16 GPUs + pseudo heatmap: keypoint + Name: slowonly_r50_u48_240e_ntu120_xsub_keypoint + Results: + - Dataset: NTU120-XSub + Metrics: + Top 1 Accuracy: 86.3 + Task: Skeleton-based Action Recognition + Training Json Log: https://download.openmmlab.com/mmaction/skeleton/posec3d/slowonly_r50_u48_240e_ntu120_xsub_keypoint/slowonly_r50_u48_240e_ntu120_xsub_keypoint.json + Training Log: https://download.openmmlab.com/mmaction/skeleton/posec3d/slowonly_r50_u48_240e_ntu120_xsub_keypoint/slowonly_r50_u48_240e_ntu120_xsub_keypoint.log + Weights: https://download.openmmlab.com/mmaction/skeleton/posec3d/slowonly_r50_u48_240e_ntu120_xsub_keypoint/slowonly_r50_u48_240e_ntu120_xsub_keypoint-6736b03f.pth +- Config: configs/skeleton/posec3d/slowonly_r50_u48_240e_ntu120_xsub_limb.py + In Collection: PoseC3D + Metadata: + Architecture: SlowOnly-R50 + Batch Size: 16 + Epochs: 240 + Parameters: 2055640 + Training Data: NTU120-XSub + Training Resources: 16 GPUs + pseudo heatmap: limb + Name: slowonly_r50_u48_240e_ntu120_xsub_limb + Results: + - Dataset: NTU120-XSub + Metrics: + Top 1 Accuracy: 85.7 + Task: Skeleton-based Action Recognition + Training Json Log: https://download.openmmlab.com/mmaction/skeleton/posec3d/slowonly_r50_u48_240e_ntu120_xsub_limb/slowonly_r50_u48_240e_ntu120_xsub_limb.json + Training Log: https://download.openmmlab.com/mmaction/skeleton/posec3d/slowonly_r50_u48_240e_ntu120_xsub_limb/slowonly_r50_u48_240e_ntu120_xsub_limb.log + Weights: https://download.openmmlab.com/mmaction/skeleton/posec3d/slowonly_r50_u48_240e_ntu120_xsub_limb/slowonly_r50_u48_240e_ntu120_xsub_limb-803c2317.pth +- Config: configs/skeleton/posec3d/slowonly_kinetics400_pretrained_r50_u48_120e_hmdb51_split1_keypoint.py + In Collection: PoseC3D + Metadata: + Architecture: SlowOnly-R50 + Batch Size: 16 + Epochs: 120 + Parameters: 3029984 + Training Data: HMDB51 + Training Resources: 8 GPUs + pseudo heatmap: keypoint + Name: slowonly_kinetics400_pretrained_r50_u48_120e_hmdb51_split1_keypoint + Results: + - Dataset: HMDB51 + Metrics: + Top 1 Accuracy: 69.3 + Task: Skeleton-based Action Recognition + Training Json Log: https://download.openmmlab.com/mmaction/skeleton/posec3d/slowonly_kinetics400_pretrained_r50_u48_120e_hmdb51_split1_keypoint/slowonly_kinetics400_pretrained_r50_u48_120e_hmdb51_split1_keypoint.json + Training Log: https://download.openmmlab.com/mmaction/skeleton/posec3d/slowonly_kinetics400_pretrained_r50_u48_120e_hmdb51_split1_keypoint/slowonly_kinetics400_pretrained_r50_u48_120e_hmdb51_split1_keypoint.log + Weights: https://download.openmmlab.com/mmaction/skeleton/posec3d/slowonly_kinetics400_pretrained_r50_u48_120e_hmdb51_split1_keypoint/slowonly_kinetics400_pretrained_r50_u48_120e_hmdb51_split1_keypoint-76ffdd8b.pth +- Config: configs/skeleton/posec3d/slowonly_kinetics400_pretrained_r50_u48_120e_ucf101_split1_keypoint.py + In Collection: PoseC3D + Metadata: + Architecture: SlowOnly-R50 + Batch Size: 16 + Epochs: 120 + Parameters: 3055584 + Training Data: UCF101 + Training Resources: 8 GPUs + pseudo heatmap: keypoint + Name: slowonly_kinetics400_pretrained_r50_u48_120e_ucf101_split1_keypoint + Results: + - Dataset: UCF101 + Metrics: + Top 1 Accuracy: 87.0 + Task: Skeleton-based Action Recognition + Training Json Log: https://download.openmmlab.com/mmaction/skeleton/posec3d/slowonly_kinetics400_pretrained_r50_u48_120e_ucf101_split1_keypoint/slowonly_kinetics400_pretrained_r50_u48_120e_ucf101_split1_keypoint.json + Training Log: https://download.openmmlab.com/mmaction/skeleton/posec3d/slowonly_kinetics400_pretrained_r50_u48_120e_ucf101_split1_keypoint/slowonly_kinetics400_pretrained_r50_u48_120e_ucf101_split1_keypoint.log + Weights: https://download.openmmlab.com/mmaction/skeleton/posec3d/slowonly_kinetics400_pretrained_r50_u48_120e_ucf101_split1_keypoint/slowonly_kinetics400_pretrained_r50_u48_120e_ucf101_split1_keypoint-cae8aa4a.pth