Neural Reflectance Decomposition from Image Collections

NeRD

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. Lensch1
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}
}

GitHub

https://github.com/cgtuebingen/NeRD-Neural-Reflectance-Decomposition