Collections:
- Name: STGCN
README: configs/skeleton/stgcn/README.md
Models:
- Config: configs/skeleton/stgcn/stgcn_80e_ntu60_xsub_keypoint.py
In Collection: STGCN
Metadata:
Architecture: STGCN
Batch Size: 16
Epochs: 80
Parameters: 3088704
Training Data: NTU60-XSub
Training Resources: 2 GPUs
Name: stgcn_80e_ntu60_xsub_keypoint
Results:
Dataset: NTU60-XSub
Metrics:
Top 1 Accuracy: 86.91
Task: Skeleton-based Action Recognition
Training Json Log: https://download.openmmlab.com/mmaction/skeleton/stgcn/stgcn_80e_ntu60_xsub_keypoint/stgcn_80e_ntu60_xsub_keypoint.json
Training Log: https://download.openmmlab.com/mmaction/skeleton/stgcn/stgcn_80e_ntu60_xsub_keypoint/stgcn_80e_ntu60_xsub_keypoint.log
Weights: https://download.openmmlab.com/mmaction/skeleton/stgcn/stgcn_80e_ntu60_xsub_keypoint/stgcn_80e_ntu60_xsub_keypoint-e7bb9653.pth
- Config: configs/skeleton/stgcn/stgcn_80e_ntu60_xsub_keypoint_3d.py
In Collection: STGCN
Metadata:
Architecture: STGCN
Batch Size: 32
Epochs: 80
Parameters: 3088704
Training Data: NTU60-XSub
Training Resources: 1 GPU
Name: stgcn_80e_ntu60_xsub_keypoint_3d
Results:
Dataset: NTU60-XSub
Metrics:
Top 1 Accuracy: 84.61
Task: Skeleton-based Action Recognition
Training Json Log: https://download.openmmlab.com/mmaction/skeleton/stgcn/stgcn_80e_ntu60_xsub_keypoint_3d/stgcn_80e_ntu60_xsub_keypoint_3d.json
Training Log: https://download.openmmlab.com/mmaction/skeleton/stgcn/stgcn_80e_ntu60_xsub_keypoint_3d/stgcn_80e_ntu60_xsub_keypoint_3d.log
Weights: https://download.openmmlab.com/mmaction/skeleton/stgcn/stgcn_80e_ntu60_xsub_keypoint_3d/stgcn_80e_ntu60_xsub_keypoint_3d-13e7ccf0.pth
- Config: configs/skeleton/stgcn/stgcn_80e_babel60.py
In Collection: STGCN
Metadata:
Architecture: STGCN
Batch Size: 128
Epochs: 80
Parameters: 3088704
Training Data: BABEL60
Training Resources: 8 GPU
Name: stgcn_80e_babel60
Results:
Dataset: BABEL60
Metrics:
Top 1 Accuracy: 42.39
Mean Top 1 Accuracy: 28.28
Task: Skeleton-based Action Recognition
Training Log: https://download.openmmlab.com/mmaction/skeleton/stgcn/stgcn_80e_babel60/stgcn_80e_babel60.log
Weights: https://download.openmmlab.com/mmaction/skeleton/stgcn/stgcn_80e_babel60/stgcn_80e_babel60-3d206418.pth
- Config: configs/skeleton/stgcn/stgcn_80e_babel60_wfl.py
In Collection: STGCN
Metadata:
Architecture: STGCN
Batch Size: 128
Epochs: 80
Parameters: 3088704
Training Data: BABEL60
Training Resources: 8 GPU
Name: stgcn_80e_babel60_wfl
Results:
Dataset: BABEL60
Metrics:
Top 1 Accuracy: 40.31
Mean Top 1 Accuracy: 29.79
Task: Skeleton-based Action Recognition
Training Log: https://download.openmmlab.com/mmaction/skeleton/stgcn/stgcn_80e_babel60_wfl/stgcn_80e_babel60_wfl.log
Weights: https://download.openmmlab.com/mmaction/skeleton/stgcn/stgcn_80e_babel60_wfl/stgcn_80e_babel60_wfl-1a9102d7.pth
- Config: configs/skeleton/stgcn/stgcn_80e_babel120.py
In Collection: STGCN
Metadata:
Architecture: STGCN
Batch Size: 128
Epochs: 80
Parameters: 3104320
Training Data: BABEL120
Training Resources: 8 GPU
Name: stgcn_80e_babel120
Results:
Dataset: BABEL120
Metrics:
Top 1 Accuracy: 38.95
Mean Top 1 Accuracy: 20.58
Task: Skeleton-based Action Recognition
Training Log: https://download.openmmlab.com/mmaction/skeleton/stgcn/stgcn_80e_babel120/stgcn_80e_babel120.log
Weights: https://download.openmmlab.com/mmaction/skeleton/stgcn/stgcn_80e_babel120/stgcn_80e_babel120-e41eb6d7.pth
- Config: configs/skeleton/stgcn/stgcn_80e_babel120_wfl.py
In Collection: STGCN
Metadata:
Architecture: STGCN
Batch Size: 128
Epochs: 80
Parameters: 3104320
Training Data: BABEL120
Training Resources: 8 GPU
Name: stgcn_80e_babel120_wfl
Results:
Dataset: BABEL120
Metrics:
Top 1 Accuracy: 33.00
Mean Top 1 Accuracy: 24.33
Task: Skeleton-based Action Recognition
Training Log: https://download.openmmlab.com/mmaction/skeleton/stgcn/stgcn_80e_babel120_wfl/stgcn_80e_babel120_wfl.log
Weights: https://download.openmmlab.com/mmaction/skeleton/stgcn/stgcn_80e_babel120_wfl/stgcn_80e_babel120_wfl-3f2c100d.pth