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Merge branch 'main' of github.com:kennymckormick/pyskl into custom2d
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kennymckormick committed Apr 15, 2022
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3 changes: 3 additions & 0 deletions README.md
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Expand Up @@ -56,3 +56,6 @@ If you use PYSKL in your research or wish to refer to the baseline results publi
year={2022}
}
```

## Contact
For any questions, feel free to contact: [email protected]
20 changes: 10 additions & 10 deletions configs/stgcn++/README.md
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Expand Up @@ -19,16 +19,16 @@ STGCN++ is a variant of STGCN we developed in PYSKL with some modifications in t

We release numerous checkpoints trained with various modalities, annotations on NTURGB+D and NTURGB+D 120. The accuracy of each modality links to the weight file.

| Dataset | Annotation | GPUs | Training Epochs | Joint Top1<br/>Config Link: Weight Link | Bone Top1<br/>Config Link: Weight Link | Joint Motion Top1<br/>Config Link: Weight Link | Bone-Motion Top1<br/>Config Link: Weight Link | Two-Stream Top1 | Four Stream Top1 |
| :---: | :---: | :---: | :---: | :---: | :---: | :---: | :---: | :---: | :---: |
| NTURGB+D XSub | Official 3D Skeleton | 8 | 80 | [joint_config](/configs/stgcn++/stgcn++_ntu60_xsub_3dkp/j.py): [89.3](http://download.openmmlab.com/mmaction/pyskl/ckpt/stgcn++/stgcn++_ntu60_xsub_3dkp/j.pth) | [bone_config](/configs/stgcn++/stgcn++_ntu60_xsub_3dkp/b.py): [90.1](http://download.openmmlab.com/mmaction/pyskl/ckpt/stgcn++/stgcn++_ntu60_xsub_3dkp/b.pth) | [joint_motion_config](/configs/stgcn++/stgcn++_ntu60_xsub_3dkp/jm.py): [87.5](http://download.openmmlab.com/mmaction/pyskl/ckpt/stgcn++/stgcn++_ntu60_xsub_3dkp/jm.pth) | [bone_motion_config](/configs/stgcn++/stgcn++_ntu60_xsub_3dkp/bm.py): [87.3](http://download.openmmlab.com/mmaction/pyskl/ckpt/stgcn++/stgcn++_ntu60_xsub_3dkp/bm.pth) | 91.4 | 92.1 |
| NTURGB+D XSub | HRNet 2D Skeleton | 8 | 80 | [joint_config](/configs/stgcn++/stgcn++_ntu60_xsub_hrnet/j.py): [89.3](http://download.openmmlab.com/mmaction/pyskl/ckpt/stgcn++/stgcn++_ntu60_xsub_hrnet/j.pth) | [bone_config](/configs/stgcn++/stgcn++_ntu60_xsub_hrnet/b.py): [92.3](http://download.openmmlab.com/mmaction/pyskl/ckpt/stgcn++/stgcn++_ntu60_xsub_hrnet/b.pth) | [joint_motion_config](/configs/stgcn++/stgcn++_ntu60_xsub_hrnet/jm.py): [84.0](http://download.openmmlab.com/mmaction/pyskl/ckpt/stgcn++/stgcn++_ntu60_xsub_hrnet/jm.pth) | [bone_motion_config](/configs/stgcn++/stgcn++_ntu60_xsub_hrnet/bm.py): [88.8](http://download.openmmlab.com/mmaction/pyskl/ckpt/stgcn++/stgcn++_ntu60_xsub_hrnet/bm.pth) | 92.8 | 93.2 |
| NTURGB+D XView | Official 3D Skeleton | 8 | 80 | [joint_config](/configs/stgcn++/stgcn++_ntu60_xview_3dkp/j.py): [95.6](http://download.openmmlab.com/mmaction/pyskl/ckpt/stgcn++/stgcn++_ntu60_xview_3dkp/j.pth) | [bone_config](/configs/stgcn++/stgcn++_ntu60_xview_3dkp/b.py): [95.5](http://download.openmmlab.com/mmaction/pyskl/ckpt/stgcn++/stgcn++_ntu60_xview_3dkp/b.pth) | [joint_motion_config](/configs/stgcn++/stgcn++_ntu60_xview_3dkp/jm.py): [94.3](http://download.openmmlab.com/mmaction/pyskl/ckpt/stgcn++/stgcn++_ntu60_xview_3dkp/jm.pth) | [bone_motion_config](/configs/stgcn++/stgcn++_ntu60_xview_3dkp/bm.py): [93.8](http://download.openmmlab.com/mmaction/pyskl/ckpt/stgcn++/stgcn++_ntu60_xview_3dkp/bm.pth) | 96.7 | 97.0 |
| NTURGB+D XView | HRNet 2D Skeleton | 8 | 80 | [joint_config](/configs/stgcn++/stgcn++_ntu60_xview_hrnet/j.py): [97.4](http://download.openmmlab.com/mmaction/pyskl/ckpt/stgcn++/stgcn++_ntu60_xview_hrnet/j.pth) | [bone_config](/configs/stgcn++/stgcn++_ntu60_xview_hrnet/b.py): [97.2](http://download.openmmlab.com/mmaction/pyskl/ckpt/stgcn++/stgcn++_ntu60_xview_hrnet/b.pth) | [joint_motion_config](/configs/stgcn++/stgcn++_ntu60_xview_hrnet/jm.py): [93.4](http://download.openmmlab.com/mmaction/pyskl/ckpt/stgcn++/stgcn++_ntu60_xview_hrnet/jm.pth) | [bone_motion_config](/configs/stgcn++/stgcn++_ntu60_xview_hrnet/bm.py): [95.4](http://download.openmmlab.com/mmaction/pyskl/ckpt/stgcn++/stgcn++_ntu60_xview_hrnet/bm.pth) | 98.4 | 98.5 |
| NTURGB+D 120 XSub | Official 3D Skeleton | 8 | 80 | [joint_config](/configs/stgcn++/stgcn++_ntu120_xsub_3dkp/j.py): [83.2](http://download.openmmlab.com/mmaction/pyskl/ckpt/stgcn++/stgcn++_ntu120_xsub_3dkp/j.pth) | [bone_config](/configs/stgcn++/stgcn++_ntu120_xsub_3dkp/b.py): [85.6](http://download.openmmlab.com/mmaction/pyskl/ckpt/stgcn++/stgcn++_ntu120_xsub_3dkp/b.pth) | [joint_motion_config](/configs/stgcn++/stgcn++_ntu120_xsub_3dkp/jm.py): [80.4](http://download.openmmlab.com/mmaction/pyskl/ckpt/stgcn++/stgcn++_ntu120_xsub_3dkp/jm.pth) | [bone_motion_config](/configs/stgcn++/stgcn++_ntu120_xsub_3dkp/bm.py): [81.5](http://download.openmmlab.com/mmaction/pyskl/ckpt/stgcn++/stgcn++_ntu120_xsub_3dkp/bm.pth) | 87.0 | 87.5 |
| NTURGB+D 120 XSub | HRNet 2D Skeleton | 8 | 80 | [joint_config](/configs/stgcn++/stgcn++_ntu120_xsub_hrnet/j.py): [84.4](http://download.openmmlab.com/mmaction/pyskl/ckpt/stgcn++/stgcn++_ntu120_xsub_hrnet/j.pth) | [bone_config](/configs/stgcn++/stgcn++_ntu120_xsub_hrnet/b.py): [84.8](http://download.openmmlab.com/mmaction/pyskl/ckpt/stgcn++/stgcn++_ntu120_xsub_hrnet/b.pth) | [joint_motion_config](/configs/stgcn++/stgcn++_ntu120_xsub_hrnet/jm.py): [76.4](http://download.openmmlab.com/mmaction/pyskl/ckpt/stgcn++/stgcn++_ntu120_xsub_hrnet/jm.pth) | [bone_motion_config](/configs/stgcn++/stgcn++_ntu120_xsub_hrnet/bm.py): [81.1](http://download.openmmlab.com/mmaction/pyskl/ckpt/stgcn++/stgcn++_ntu120_xsub_hrnet/bm.pth) | 86.4 | 86.4 |
| NTURGB+D 120 XSet | Official 3D Skeleton | 8 | 80 | [joint_config](/configs/stgcn++/stgcn++_ntu120_xset_3dkp/j.py): [85.6](http://download.openmmlab.com/mmaction/pyskl/ckpt/stgcn++/stgcn++_ntu120_xset_3dkp/j.pth) | [bone_config](/configs/stgcn++/stgcn++_ntu120_xset_3dkp/b.py): [87.5](http://download.openmmlab.com/mmaction/pyskl/ckpt/stgcn++/stgcn++_ntu120_xset_3dkp/b.pth) | [joint_motion_config](/configs/stgcn++/stgcn++_ntu120_xset_3dkp/jm.py): [84.3](http://download.openmmlab.com/mmaction/pyskl/ckpt/stgcn++/stgcn++_ntu120_xset_3dkp/jm.pth) | [bone_motion_config](/configs/stgcn++/stgcn++_ntu120_xset_3dkp/bm.py): [83.0](http://download.openmmlab.com/mmaction/pyskl/ckpt/stgcn++/stgcn++_ntu120_xset_3dkp/bm.pth) | 89.1 | 89.8 |
| NTURGB+D 120 XSet | HRNet 2D Skeleton | 8 | 80 | [joint_config](/configs/stgcn++/stgcn++_ntu120_xset_hrnet/j.py): [88.1](http://download.openmmlab.com/mmaction/pyskl/ckpt/stgcn++/stgcn++_ntu120_xset_hrnet/j.pth) | [bone_config](/configs/stgcn++/stgcn++_ntu120_xset_hrnet/b.py): [88.5](http://download.openmmlab.com/mmaction/pyskl/ckpt/stgcn++/stgcn++_ntu120_xset_hrnet/b.pth) | [joint_motion_config](/configs/stgcn++/stgcn++_ntu120_xset_hrnet/jm.py): [82.6](http://download.openmmlab.com/mmaction/pyskl/ckpt/stgcn++/stgcn++_ntu120_xset_hrnet/jm.pth) | [bone_motion_config](/configs/stgcn++/stgcn++_ntu120_xset_hrnet/bm.py): [84.1](http://download.openmmlab.com/mmaction/pyskl/ckpt/stgcn++/stgcn++_ntu120_xset_hrnet/bm.pth) | 90.0 | 90.3 |
| Dataset | Annotation | GPUs | Joint Top1 | Bone Top1 | Joint Motion Top1 | Bone-Motion Top1 | Two-Stream Top1 | Four Stream Top1 |
| :---: | :---: | :---: | :---: | :---: | :---: | :---: | :---: | :---: |
| NTURGB+D XSub | Official 3D Skeleton | 8 | [joint_config](/configs/stgcn++/stgcn++_ntu60_xsub_3dkp/j.py): [89.3](http://download.openmmlab.com/mmaction/pyskl/ckpt/stgcnpp/stgcnpp_ntu60_xsub_3dkp/j.pth) | [bone_config](/configs/stgcn++/stgcn++_ntu60_xsub_3dkp/b.py): [90.1](http://download.openmmlab.com/mmaction/pyskl/ckpt/stgcnpp/stgcnpp_ntu60_xsub_3dkp/b.pth) | [joint_motion_config](/configs/stgcn++/stgcn++_ntu60_xsub_3dkp/jm.py): [87.5](http://download.openmmlab.com/mmaction/pyskl/ckpt/stgcnpp/stgcnpp_ntu60_xsub_3dkp/jm.pth) | [bone_motion_config](/configs/stgcn++/stgcn++_ntu60_xsub_3dkp/bm.py): [87.3](http://download.openmmlab.com/mmaction/pyskl/ckpt/stgcnpp/stgcnpp_ntu60_xsub_3dkp/bm.pth) | 91.4 | 92.1 |
| NTURGB+D XSub | HRNet 2D Skeleton | 8 | [joint_config](/configs/stgcn++/stgcn++_ntu60_xsub_hrnet/j.py): [89.3](http://download.openmmlab.com/mmaction/pyskl/ckpt/stgcnpp/stgcnpp_ntu60_xsub_hrnet/j.pth) | [bone_config](/configs/stgcn++/stgcn++_ntu60_xsub_hrnet/b.py): [92.3](http://download.openmmlab.com/mmaction/pyskl/ckpt/stgcnpp/stgcnpp_ntu60_xsub_hrnet/b.pth) | [joint_motion_config](/configs/stgcn++/stgcn++_ntu60_xsub_hrnet/jm.py): [84.0](http://download.openmmlab.com/mmaction/pyskl/ckpt/stgcnpp/stgcnpp_ntu60_xsub_hrnet/jm.pth) | [bone_motion_config](/configs/stgcn++/stgcn++_ntu60_xsub_hrnet/bm.py): [88.8](http://download.openmmlab.com/mmaction/pyskl/ckpt/stgcnpp/stgcnpp_ntu60_xsub_hrnet/bm.pth) | 92.8 | 93.2 |
| NTURGB+D XView | Official 3D Skeleton | 8 | [joint_config](/configs/stgcn++/stgcn++_ntu60_xview_3dkp/j.py): [95.6](http://download.openmmlab.com/mmaction/pyskl/ckpt/stgcnpp/stgcnpp_ntu60_xview_3dkp/j.pth) | [bone_config](/configs/stgcn++/stgcn++_ntu60_xview_3dkp/b.py): [95.5](http://download.openmmlab.com/mmaction/pyskl/ckpt/stgcnpp/stgcnpp_ntu60_xview_3dkp/b.pth) | [joint_motion_config](/configs/stgcn++/stgcn++_ntu60_xview_3dkp/jm.py): [94.3](http://download.openmmlab.com/mmaction/pyskl/ckpt/stgcnpp/stgcnpp_ntu60_xview_3dkp/jm.pth) | [bone_motion_config](/configs/stgcn++/stgcn++_ntu60_xview_3dkp/bm.py): [93.8](http://download.openmmlab.com/mmaction/pyskl/ckpt/stgcnpp/stgcnpp_ntu60_xview_3dkp/bm.pth) | 96.7 | 97.0 |
| NTURGB+D XView | HRNet 2D Skeleton | 8 | [joint_config](/configs/stgcn++/stgcn++_ntu60_xview_hrnet/j.py): [97.4](http://download.openmmlab.com/mmaction/pyskl/ckpt/stgcnpp/stgcnpp_ntu60_xview_hrnet/j.pth) | [bone_config](/configs/stgcn++/stgcn++_ntu60_xview_hrnet/b.py): [97.2](http://download.openmmlab.com/mmaction/pyskl/ckpt/stgcnpp/stgcnpp_ntu60_xview_hrnet/b.pth) | [joint_motion_config](/configs/stgcn++/stgcn++_ntu60_xview_hrnet/jm.py): [93.4](http://download.openmmlab.com/mmaction/pyskl/ckpt/stgcnpp/stgcnpp_ntu60_xview_hrnet/jm.pth) | [bone_motion_config](/configs/stgcn++/stgcn++_ntu60_xview_hrnet/bm.py): [95.4](http://download.openmmlab.com/mmaction/pyskl/ckpt/stgcnpp/stgcnpp_ntu60_xview_hrnet/bm.pth) | 98.4 | 98.5 |
| NTURGB+D 120 XSub | Official 3D Skeleton | 8 | [joint_config](/configs/stgcn++/stgcn++_ntu120_xsub_3dkp/j.py): [83.2](http://download.openmmlab.com/mmaction/pyskl/ckpt/stgcnpp/stgcnpp_ntu120_xsub_3dkp/j.pth) | [bone_config](/configs/stgcn++/stgcn++_ntu120_xsub_3dkp/b.py): [85.6](http://download.openmmlab.com/mmaction/pyskl/ckpt/stgcnpp/stgcnpp_ntu120_xsub_3dkp/b.pth) | [joint_motion_config](/configs/stgcn++/stgcn++_ntu120_xsub_3dkp/jm.py): [80.4](http://download.openmmlab.com/mmaction/pyskl/ckpt/stgcnpp/stgcnpp_ntu120_xsub_3dkp/jm.pth) | [bone_motion_config](/configs/stgcn++/stgcn++_ntu120_xsub_3dkp/bm.py): [81.5](http://download.openmmlab.com/mmaction/pyskl/ckpt/stgcnpp/stgcnpp_ntu120_xsub_3dkp/bm.pth) | 87.0 | 87.5 |
| NTURGB+D 120 XSub | HRNet 2D Skeleton | 8 | [joint_config](/configs/stgcn++/stgcn++_ntu120_xsub_hrnet/j.py): [84.4](http://download.openmmlab.com/mmaction/pyskl/ckpt/stgcnpp/stgcnpp_ntu120_xsub_hrnet/j.pth) | [bone_config](/configs/stgcn++/stgcn++_ntu120_xsub_hrnet/b.py): [84.8](http://download.openmmlab.com/mmaction/pyskl/ckpt/stgcnpp/stgcnpp_ntu120_xsub_hrnet/b.pth) | [joint_motion_config](/configs/stgcn++/stgcn++_ntu120_xsub_hrnet/jm.py): [76.4](http://download.openmmlab.com/mmaction/pyskl/ckpt/stgcnpp/stgcnpp_ntu120_xsub_hrnet/jm.pth) | [bone_motion_config](/configs/stgcn++/stgcn++_ntu120_xsub_hrnet/bm.py): [81.1](http://download.openmmlab.com/mmaction/pyskl/ckpt/stgcnpp/stgcnpp_ntu120_xsub_hrnet/bm.pth) | 86.4 | 86.4 |
| NTURGB+D 120 XSet | Official 3D Skeleton | 8 | [joint_config](/configs/stgcn++/stgcn++_ntu120_xset_3dkp/j.py): [85.6](http://download.openmmlab.com/mmaction/pyskl/ckpt/stgcnpp/stgcnpp_ntu120_xset_3dkp/j.pth) | [bone_config](/configs/stgcn++/stgcn++_ntu120_xset_3dkp/b.py): [87.5](http://download.openmmlab.com/mmaction/pyskl/ckpt/stgcnpp/stgcnpp_ntu120_xset_3dkp/b.pth) | [joint_motion_config](/configs/stgcn++/stgcn++_ntu120_xset_3dkp/jm.py): [84.3](http://download.openmmlab.com/mmaction/pyskl/ckpt/stgcnpp/stgcnpp_ntu120_xset_3dkp/jm.pth) | [bone_motion_config](/configs/stgcn++/stgcn++_ntu120_xset_3dkp/bm.py): [83.0](http://download.openmmlab.com/mmaction/pyskl/ckpt/stgcnpp/stgcnpp_ntu120_xset_3dkp/bm.pth) | 89.1 | 89.8 |
| NTURGB+D 120 XSet | HRNet 2D Skeleton | 8 | [joint_config](/configs/stgcn++/stgcn++_ntu120_xset_hrnet/j.py): [88.1](http://download.openmmlab.com/mmaction/pyskl/ckpt/stgcnpp/stgcnpp_ntu120_xset_hrnet/j.pth) | [bone_config](/configs/stgcn++/stgcn++_ntu120_xset_hrnet/b.py): [88.5](http://download.openmmlab.com/mmaction/pyskl/ckpt/stgcnpp/stgcnpp_ntu120_xset_hrnet/b.pth) | [joint_motion_config](/configs/stgcn++/stgcn++_ntu120_xset_hrnet/jm.py): [82.6](http://download.openmmlab.com/mmaction/pyskl/ckpt/stgcnpp/stgcnpp_ntu120_xset_hrnet/jm.pth) | [bone_motion_config](/configs/stgcn++/stgcn++_ntu120_xset_hrnet/bm.py): [84.1](http://download.openmmlab.com/mmaction/pyskl/ckpt/stgcnpp/stgcnpp_ntu120_xset_hrnet/bm.pth) | 90.0 | 90.3 |

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