January 18, 2020

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Code for our ICCV paper “DeepHuman: 3D Human Reconstruction from a Single Image”

repo name ZhengZerong/DeepHuman
repo link https://github.com/ZhengZerong/DeepHuman
homepage http://www.liuyebin.com/deephuman/deephuman.html
language Python
size (curr.) 11980 kB
stars (curr.) 108
created 2019-11-24
license Other

DeepHuman: 3D Human Reconstruction from a Single Image

Zerong Zheng, Tao Yu, Yixuan Wei, Qionghai Dai, Yebin Liu. ICCV 2019

[Project Page] [Paper] [Dataset]




  • python 2.7
  • numpy
  • tensorflow-gpu
  • opendr
  • opencv-python


  1. Setup im2smpl in path/to/im2smpl according to this guidance

  2. Clone this repository and install required libraries:

    cd path/to/deephuman
    git clone https://github.com/ZhengZerong/DeepHuman
    cd DeepHuman
    vertualenv deephuman_env
    source deephuman_env/bin/activate
    pip install -r requirements.txt
  3. Build voxelizer:

    cd voxelizer 
    mkdir build & cd build
    cmake ..
  4. Change the path configuration at LINE 23 of main_prepare_natural_img.py accordingly

  5. Download our pre-trained model:

    mkdir results & cd results
    wget https://github.com/ZhengZerong/DeepHuman/releases/download/0.0/results_final_19_09_30_10_29_33.tar.gz
    tar -xzf results_final_19_09_30_10_29_33.tar.gz


Prepare your image (tightly cropping and resizing to 512x512 where the height of the person is roughly 450px) and run:

python2 main_prepare_natural_img.py --file ./examples/img.jpg
python2 main_infer_natural_img.py --file ./examples/img.jpg


Coming soon…


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

    author = {Zheng, Zerong and Yu, Tao and Wei, Yixuan and Dai, Qionghai and Liu, Yebin},
    title = {DeepHuman: 3D Human Reconstruction From a Single Image},
    booktitle = {The IEEE International Conference on Computer Vision (ICCV)},
    month = {October},
    year = {2019}


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