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Shape-Aware Human Pose and Shape Reconstruction Using Multi-View Images

Based on the project (Project Page)

Requirements

Run prepaired docker container

docker run -it --runtime=nvidia -e NVIDIA_VISIBLE_DEVICES=0 \ 
-p 2021:8888 --name human_reconstruction \
-v {data}:/data \ 
-v {code}:/code \
fitlab/human_reconstruction:latest bash

Inference

  1. Download the pre-trained models
  2. Prepare images by passing them through openpose: images should be cropped so that the height of the person is roughly 2/3 of the image height
  3. Run the demo:
 python -m demo --img_paths /data/demo_imgs/good_poses.csv --load_path models/model.ckpt-55124 --out_dir /data/demo_imgs/avatars 

Training and Data

Please see doc/train.md.

Citation

If you use this code for your research, please consider citing:

@inProceedings{liang2019shape,
  title={Shape-Aware Human Pose and Shape Reconstruction Using Multi-View Images},
  author = {Junbang Liang
  and Ming C. Lin},
  booktitle={International Conference on Computer Vision (ICCV)},
  year={2019}
}

Acknowledgement

This project is derived from HMR. If you have any question, feel free to refer to the original help doc or email [email protected]. This work is supported by National Science Foundation and Elizabeth S. Iribe Professorship.

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