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Stacked hourglass networks for human pose estimation

Introduction

@inproceedings{newell2016stacked,
  title={Stacked hourglass networks for human pose estimation},
  author={Newell, Alejandro and Yang, Kaiyu and Deng, Jia},
  booktitle={European conference on computer vision},
  pages={483--499},
  year={2016},
  organization={Springer}
}

Results and models

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
pose_hourglass_52 256x256 0.726 0.896 0.799 0.780 0.934 ckpt log
pose_hourglass_52 384x384 0.746 0.900 0.813 0.797 0.939 ckpt log

Results on MPII val set.

Arch Input Size Mean Mean@0.1 ckpt log
pose_hourglass_52 256x256 0.889 0.361 ckpt log
pose_hourglass_52 384x384 0.894 0.409 ckpt log