staccats / illumination-estimation

EMLight: Lighting Estimation via Spherical Distribution Approximation (AAAI 2021)

EMLight (AAAI 2021) and GMLight

EMLight: Lighting Estimation via Spherical Distribution Approximation.
Fangneng Zhan, Changgong Zhang, Yingchen Yu, Yuan Chang, Shijian Lu, Feiying Ma, Xuansong Xie.
In AAAI 2021.

GMLight: Lighting Estimation via Geometric Distribution Approximation.
Fangneng Zhan, Yingchen Yu, Rongliang Wu, Changgong Zhang, Shijian Lu, Ling Shao, Feiying Ma, Xuansong Xie
Extended version of EMLight

Dataset Preparation

Laval Indoor HDR Dataset
Thanks to the intellectual property of the Laval Indoor dataset, I cannot release the training data. Please contact the owner through above link to obtain the dataset.

Citation

If you use this code for your research, please cite our papers.

@inproceedings{zhan2021emlight,
  title={EMLight: Lighting Estimation via Spherical Distribution Approximation},
  author={Zhan, Fangneng and Zhang, Changgong and Yu, Yingchen and Chang, Yuan and Lu, Shijian and Ma, Feiying and Xie, Xuansong},
  booktitle={Proceedings of the AAAI Conference on Artificial Intelligence},
  year={2021}
}

@inproceedings{zhan2021gmlight,
  title={GMLight: Lighting Estimation via Geometric Distribution Approximation},
  author={Zhan, Fangneng and Yu, Yingchen and Wu, Rongliang and Zhang, Changgong and Lu, Shijian and Shao, Ling and Ma, Feiying and Xie Xuansong},
  booktitle={arXiv preprint arXiv:2102.10244},
  year={2021}
}