resnet_coco-wholebody.md 4.3 KB

SimpleBaseline2D (ECCV'2018)
@inproceedings{xiao2018simple,
  title={Simple baselines for human pose estimation and tracking},
  author={Xiao, Bin and Wu, Haiping and Wei, Yichen},
  booktitle={Proceedings of the European conference on computer vision (ECCV)},
  pages={466--481},
  year={2018}
}

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_resnet_50 256x192 0.652 0.738 0.615 0.749 0.606 0.715 0.460 0.584 0.521 0.633 ckpt log
pose_resnet_50 384x288 0.666 0.747 0.634 0.763 0.731 0.811 0.536 0.646 0.574 0.670 ckpt log
pose_resnet_101 256x192 0.669 0.753 0.637 0.766 0.611 0.722 0.463 0.589 0.531 0.645 ckpt log
pose_resnet_101 384x288 0.692 0.770 0.680 0.799 0.746 0.820 0.548 0.657 0.597 0.693 ckpt log
pose_resnet_152 256x192 0.682 0.764 0.661 0.787 0.623 0.728 0.481 0.607 0.548 0.661 ckpt log
pose_resnet_152 384x288 0.704 0.780 0.693 0.813 0.751 0.824 0.559 0.666 0.610 0.705 ckpt log