NeRD: Neural Reflectance Decomposition from Image Collections

Project Page | Video | Paper | Dataset

Implementation for NeRD. A novel method which decomposes multiple images into shape, BRDF and illumination.

NeRD: Neural Reflectance Decomposition from Image Collections
Mark Boss¹, Raphael Braun¹, Varun Jampani², Jonathan T. Barron², Ce Liu², Hendrik P. A. Lensch^1
1University of Tübingen, ²Google Research

Datasets

All datasets are uploaded in individual git repositories. We have created a download script which automatically fetches all datasets and downloads them to a specified folder. Usage:

python download_datasets.py /path/to/dataset/root

Citation

@article{Boss2020-NeRD,
  author  = {Boss, Mark and Braun, Raphael and Jampani, Varun and Barron, Jonathan T. and Liu, Ce and Lensch, Hendrik P.A.},
  title   = {NeRD: Neural Reflectance Decomposition from Image Collections},
  journal = {CoRR},
  year    = {2020}
}