@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}
}
@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}
}
@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 |