rtmpose_coco.md 6.9 KB

RTMPose (arXiv'2023)
@misc{https://doi.org/10.48550/arxiv.2303.07399,
  doi = {10.48550/ARXIV.2303.07399},
  url = {https://arxiv.org/abs/2303.07399},
  author = {Jiang, Tao and Lu, Peng and Zhang, Li and Ma, Ningsheng and Han, Rui and Lyu, Chengqi and Li, Yining and Chen, Kai},
  keywords = {Computer Vision and Pattern Recognition (cs.CV), FOS: Computer and information sciences, FOS: Computer and information sciences},
  title = {RTMPose: Real-Time Multi-Person Pose Estimation based on MMPose},
  publisher = {arXiv},
  year = {2023},
  copyright = {Creative Commons Attribution 4.0 International}
}

RTMDet (arXiv'2022)
@misc{lyu2022rtmdet,
      title={RTMDet: An Empirical Study of Designing Real-Time Object Detectors},
      author={Chengqi Lyu and Wenwei Zhang and Haian Huang and Yue Zhou and Yudong Wang and Yanyi Liu and Shilong Zhang and Kai Chen},
      year={2022},
      eprint={2212.07784},
      archivePrefix={arXiv},
      primaryClass={cs.CV}
}

COCO (ECCV'2014)
@inproceedings{lin2014microsoft,
  title={Microsoft coco: Common objects in context},
  author={Lin, Tsung-Yi and Maire, Michael and Belongie, Serge and Hays, James and Perona, Pietro and Ramanan, Deva and Doll{\'a}r, Piotr and Zitnick, C Lawrence},
  booktitle={European conference on computer vision},
  pages={740--755},
  year={2014},
  organization={Springer}
}

Results on COCO val2017 with detector having human AP of 56.4 on COCO val2017 dataset

Arch Input Size AP AP50 AP75 AR AR50 ckpt log
rtmpose-t 256x192 0.682 0.883 0.759 0.736 0.920 ckpt log
rtmpose-s 256x192 0.716 0.892 0.789 0.768 0.929 ckpt log
rtmpose-m 256x192 0.746 0.899 0.817 0.795 0.935 ckpt log
rtmpose-l 256x192 0.758 0.906 0.826 0.806 0.942 ckpt log
rtmpose-t-aic-coco 256x192 0.685 0.880 0.761 0.738 0.918 ckpt log
rtmpose-s-aic-coco 256x192 0.722 0.892 0.794 0.772 0.929 ckpt log
rtmpose-m-aic-coco 256x192 0.758 0.903 0.826 0.806 0.940 ckpt log
rtmpose-l-aic-coco 256x192 0.765 0.906 0.835 0.813 0.942 ckpt log
rtmpose-m-aic-coco 384x288 0.770 0.908 0.833 0.816 0.943 ckpt log
rtmpose-l-aic-coco 384x288 0.773 0.907 0.835 0.819 0.942 ckpt log