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Deeppose + Wingloss

Introduction

[ALGORITHM]

@inproceedings{toshev2014deeppose,
  title={Deeppose: Human pose estimation via deep neural networks},
  author={Toshev, Alexander and Szegedy, Christian},
  booktitle={Proceedings of the IEEE conference on computer vision and pattern recognition},
  pages={1653--1660},
  year={2014}
}

[ALGORITHM]

@inproceedings{feng2018wing,
  title={Wing Loss for Robust Facial Landmark Localisation with Convolutional Neural Networks},
  author={Feng, Zhen-Hua and Kittler, Josef and Awais, Muhammad and Huber, Patrik and Wu, Xiao-Jun},
  booktitle={Computer Vision and Pattern Recognition (CVPR), 2018 IEEE Conference on},
  year={2018},
  pages ={2235-2245},
  organization={IEEE}
}

Results and models

2d Face Keypoint Estimation

Results on WFLW dataset

The model is trained on WFLW train.

Arch Input Size NMEtest NMEpose NMEillumination NMEocclusion NMEblur NMEmakeup NMEexpression ckpt log
deeppose_res50 256x256 4.85 8.50 4.81 5.69 5.45 4.82 5.20 ckpt log
deeppose_res50_wingloss 256x256 4.64 8.25 4.59 5.56 5.26 4.59 5.07 ckpt log