Weakly and Semi Supervised Human Body Part Parsing via Pose-Guided Knowledge Transfer
[arXiv]
Transferring human body part parsing labels to raw images by exploiting the anatomical similarity. Some transferred results:
These results are used as extra training samples for the parsing network and can improve the part segmentation results:
Getting Started
Demo video
Check out our demo video here.
Parsing Network
Checkout parsing_network for training\testing\demo code of our parsing network.
Data generation
Checkout data_generation for code of using keypoints similarity to transfer parsing knowledge and generate synthetic training labels.
Feedback
If you get any problems during usage, please open an issue.
Citation
If you use this code for your research, please cite our paper:
@article{fang2018wshp,
title={Weakly and Semi Supervised Human Body Part Parsing via Pose-Guided Knowledge Transfer},
author={Fang, Hao-Shu and Lu, Guansong and Fang, Xiaolin and Xie, Jianwen and Tai, Yu-Wing and Lu, Cewu},
journal={CVPR},
year={2018}
}