mmpose/configs/body_2d_keypoint/rtmpose/humanart/rtmpose_humanart.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}
}

Human-Art (CVPR'2023)

@inproceedings{ju2023humanart,
    title={Human-Art: A Versatile Human-Centric Dataset Bridging Natural and Artificial Scenes},
    author={Ju, Xuan and Zeng, Ailing and Jianan, Wang and Qiang, Xu and Lei, Zhang},
    booktitle={Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR),
    year={2023}}

Results on Human-Art validation dataset with detector having human AP of 56.2 on Human-Art validation dataset

Arch	Input Size	AP	AP50	AP75	AR	AR50	ckpt	log
rtmpose-t-coco	256x192	0.161	0.283	0.154	0.221	0.373	ckpt	log
rtmpose-t-humanart-coco	256x192	0.249	0.395	0.256	0.323	0.485	ckpt	log
rtmpose-s-coco	256x192	0.199	0.328	0.198	0.261	0.418	ckpt	log
rtmpose-s-humanart-coco	256x192	0.311	0.462	0.323	0.381	0.540	ckpt	log
rtmpose-m-coco	256x192	0.239	0.372	0.243	0.302	0.455	ckpt	log
rtmpose-m-humanart-coco	256x192	0.355	0.503	0.377	0.417	0.568	ckpt	log
rtmpose-l-coco	256x192	0.260	0.393	0.267	0.323	0.472	ckpt	log
rtmpose-l-humanart-coco	256x192	0.378	0.521	0.399	0.442	0.584	ckpt	log

Results on Human-Art validation dataset with ground-truth bounding-box

Arch	Input Size	AP	AP50	AP75	AR	AR50	ckpt	log
rtmpose-t-coco	256x192	0.444	0.725	0.453	0.488	0.750	ckpt	log
rtmpose-t-humanart-coco	256x192	0.655	0.872	0.720	0.693	0.890	ckpt	log
rtmpose-s-coco	256x192	0.480	0.739	0.498	0.521	0.763	ckpt	log
rtmpose-s-humanart-coco	256x192	0.698	0.893	0.768	0.732	0.903	ckpt	log
rtmpose-m-coco	256x192	0.532	0.765	0.563	0.571	0.789	ckpt	log
rtmpose-m-humanart-coco	256x192	0.728	0.895	0.791	0.759	0.906	ckpt	log
rtmpose-l-coco	256x192	0.564	0.789	0.602	0.599	0.808	ckpt	log
rtmpose-l-humanart-coco	256x192	0.753	0.905	0.812	0.783	0.915	ckpt	log

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-coco	256x192	0.682	0.883	0.759	0.736	0.920	ckpt	log
rtmpose-t-humanart-coco	256x192	0.665	0.875	0.739	0.721	0.916	ckpt	log
rtmpose-s-coco	256x192	0.716	0.892	0.789	0.768	0.929	ckpt	log
rtmpose-s-humanart-coco	256x192	0.706	0.888	0.780	0.759	0.928	ckpt	log
rtmpose-m-coco	256x192	0.746	0.899	0.817	0.795	0.935	ckpt	log
rtmpose-m-humanart-coco	256x192	0.725	0.892	0.795	0.775	0.929	ckpt	log
rtmpose-l-coco	256x192	0.758	0.906	0.826	0.806	0.942	ckpt	log
rtmpose-l-humanart-coco	256x192	0.748	0.901	0.816	0.796	0.938	ckpt	log

Results on COCO val2017 with ground-truth bounding box

Arch	Input Size	AP	AP50	AP75	AR	AR50	ckpt	log
rtmpose-t-humanart-coco	256x192	0.679	0.895	0.755	0.710	0.907	ckpt	log
rtmpose-s-humanart-coco	256x192	0.725	0.916	0.798	0.753	0.925	ckpt	log
rtmpose-m-humanart-coco	256x192	0.744	0.916	0.818	0.770	0.930	ckpt	log
rtmpose-l-humanart-coco	256x192	0.770	0.927	0.840	0.794	0.939	ckpt	log