jackzhousz / drot

Code for SIGGRAPH ASIA 2022 paper Differentiable Rendering using RGBXY Derivatives and Optimal Transport

DROT

Code for SIGGRAPH ASIA 2022 paper Differentiable Rendering using RGBXY Derivatives and Optimal Transport

Installation

Clone this repo first

We suggest create a new Anaconda environment.

conda create -n DROT python=3.8
#Install PyTorch
conda install pytorch==1.11.0 torchvision==0.12.0 torchaudio==0.11.0 cudatoolkit=11.3 -c pytorch

Install geomloss

pip install pykeops
pip install geomloss

Install customized PyTorch3D

conda install -c fvcore -c iopath -c conda-forge fvcore iopath
conda install -c bottler nvidiacub
git clone https://github.com/jkxing/pytorch3d
pip install "git+https://github.com/facebookresearch/pytorch3d.git@stable"

Install Nvdiffrast

git clone https://github.com/NVlabs/nvdiffrast
cd nvdiffrast
pip install .

Install other tools

conda install -c pytorch ignite 
pip install tensorboard,matplotlib,xmltodict,pyglm,imageio,lpips,opencv-python

if some error occurs, the following tips may help:

• GCC version should under 10
• Install correct version of nvidia-gl driver(server version may fail)
• CUDA version/Python-dev version should exactly match everywhere

Demo

Please download sample data here and extract it to data/.

Evaluation

We provide all 8 scenes used in evaluation part. Please refer to experiments/evaluation/*.json for detail settings.

Usage

python experiments/evaluation/optim.py [translation/rotation/...]

Furniture Layout

We provide 12 scenes shown in paper and supplemental materials collected from 3D-FRONT for furniture layout application. Please refer to experiments/furniture/*.json for detail settings.

Usage

python experiments/furniture/optim.py [1-12]

Human Pose Fitting

Please download SMPL model and sample texture from here and extract it to data/human/, files should include

data/human/
├── basicModel_m_lbs_10_207_0_v1.0.0.pkl
├── tex.png
├── UV_Processed.mat
└── UV_symmetry_transforms.mat

Usage

python experiments/smpl/optim.py

You can specify random seed for different initialization.

Facial Expression Reconstruction

Because the face model are not free for public, we do not provide the model and optimization code. But the code are similar to other applications, so you can implement it for your own model.