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Demo-Maker / modules / rtmpose / configs / body_2d_keypoint / rtmpose / coco / rtmpose_coco.md
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

ArchInput SizeAPAP50AP75ARAR50ckptlog
rtmpose-t256x1920.6820.8830.7590.7360.920ckptlog
rtmpose-s256x1920.7160.8920.7890.7680.929ckptlog
rtmpose-m256x1920.7460.8990.8170.7950.935ckptlog
rtmpose-l256x1920.7580.9060.8260.8060.942ckptlog
rtmpose-t-aic-coco256x1920.6850.8800.7610.7380.918ckptlog
rtmpose-s-aic-coco256x1920.7220.8920.7940.7720.929ckptlog
rtmpose-m-aic-coco256x1920.7580.9030.8260.8060.940ckptlog
rtmpose-l-aic-coco256x1920.7650.9060.8350.8130.942ckptlog
rtmpose-m-aic-coco384x2880.7700.9080.8330.8160.943ckptlog
rtmpose-l-aic-coco384x2880.7730.9070.8350.8190.942ckptlog