Parametric Model Estimation for 3D Clothed Humans from Point Clouds

result

Network

network

Installation

For Global Regression and Local Rregression, we use CUDA 9.0 and tensorflow 1.8.0, for Vertex-level Regression we use CUDA 10.0 and tensorflow 1.13.1

Please refer

global_regression/requirements.txt

local_regression/requirements.txt

vertex-level_regression/requirements.txt

to prepare the environment.

Then you need compile the code in */tf_ops/. First enter the corresponding folder, i.e. global_regression/tf_ops/3d_interpolation

For Global Regression and Local Rregression, run

./tf_interpolate_compile.sh 

For Vertex-level Regression, run

make clean && make

Question

If you have any questions about compiling /tf_ops/ when running the code, please first look for solutions from pointnet2.

Run the code

Please refer the corresponding README.md

Global Regression

Local Rregression

Vertex-level Regression

Citation

If you find this code useful for your research, please use the following BibTeX entry.

@inproceedings{3DClothedHumans,
  title={Parametric Model Estimation for 3D Clothed Humans from Point Clouds},
  author={Wang, Kangkan and Zheng, Huayu and Zhang, Guofeng and Yang, Jian},
  booktitle={ISMAR},
  year={2021}
}