hrnet_coco-wholebody.md 3.5 KB

HRNet (CVPR'2019)
@inproceedings{sun2019deep,
  title={Deep high-resolution representation learning for human pose estimation},
  author={Sun, Ke and Xiao, Bin and Liu, Dong and Wang, Jingdong},
  booktitle={Proceedings of the IEEE conference on computer vision and pattern recognition},
  pages={5693--5703},
  year={2019}
}

COCO-WholeBody (ECCV'2020)
@inproceedings{jin2020whole,
  title={Whole-Body Human Pose Estimation in the Wild},
  author={Jin, Sheng and Xu, Lumin and Xu, Jin and Wang, Can and Liu, Wentao and Qian, Chen and Ouyang, Wanli and Luo, Ping},
  booktitle={Proceedings of the European Conference on Computer Vision (ECCV)},
  year={2020}
}

Results on COCO-WholeBody v1.0 val with detector having human AP of 56.4 on COCO val2017 dataset

Arch Input Size Body AP Body AR Foot AP Foot AR Face AP Face AR Hand AP Hand AR Whole AP Whole AR ckpt log
pose_hrnet_w32 256x192 0.678 0.755 0.543 0.661 0.630 0.708 0.467 0.566 0.536 0.636 ckpt log
pose_hrnet_w32 384x288 0.700 0.772 0.585 0.691 0.726 0.783 0.515 0.603 0.586 0.673 ckpt log
pose_hrnet_w48 256x192 0.701 0.776 0.675 0.787 0.656 0.743 0.535 0.639 0.579 0.681 ckpt log
pose_hrnet_w48 384x288 0.722 0.791 0.696 0.801 0.776 0.834 0.587 0.678 0.632 0.717 ckpt log