ML Anthology

AIM 2020: Scene Relighting and Illumination Estimation Challenge

Majed El Helou, Ruofan Zhou, Sabine Süsstrunk, Radu Timofte, Mahmoud Afifi, Michael S. Brown, Kele Xu, Hengxing Cai, Yuzhong Liu, Li-Wen Wang, Zhi-Song Liu, Chu-Tak Li, Sourya Dipta Das, Nisarg A. Shah, Akashdeep Jassal, Tongtong Zhao, Shanshan Zhao, Sabari Nathan, M. Parisa Beham, R. Suganya, Qing Wang, Zhongyun Hu, Xin Huang, Yaning Li, Maitreya Suin, Kuldeep Purohit, A. N. Rajagopalan, Densen Puthussery, P. S Hrishikesh, Melvin Kuriakose, C. V. Jiji, Yu Zhu, Liping Dong, Zhuolong Jiang, Chenghua Li, Cong Leng, Jian Cheng
ECCVW 2020 pp. 499-518
doi:10.1007/978-3-030-67070-2_30 /eccvw/2020/helou2020eccvw-aim/

Abstract

We review the AIM 2020 challenge on virtual image relighting and illumination estimation. This paper presents the novel VIDIT dataset used in the challenge and the different proposed solutions and final evaluation results over the 3 challenge tracks. The first track considered one-to-one relighting; the objective was to relight an input photo of a scene with a different color temperature and illuminant orientation (i.e., light source position). The goal of the second track was to estimate illumination settings, namely the color temperature and orientation, from a given image. Lastly, the third track dealt with any-to-any relighting, thus a generalization of the first track. The target color temperature and orientation, rather than being pre-determined, are instead given by a guide image. Participants were allowed to make use of their track 1 and 2 solutions for track 3. The tracks had 94, 52, and 56 registered participants, respectively, leading to 20 confirmed submissions in the final competition stage.

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Cite

Text

El Helou et al. "AIM 2020: Scene Relighting and Illumination Estimation Challenge." European Conference on Computer Vision Workshops, 2020. doi:10.1007/978-3-030-67070-2_30

Markdown

[El Helou et al. "AIM 2020: Scene Relighting and Illumination Estimation Challenge." European Conference on Computer Vision Workshops, 2020.](https://mlanthology.org/eccvw/2020/helou2020eccvw-aim/) doi:10.1007/978-3-030-67070-2_30

BibTeX

@inproceedings{helou2020eccvw-aim,
  title     = {{AIM 2020: Scene Relighting and Illumination Estimation Challenge}},
  author    = {El Helou, Majed and Zhou, Ruofan and Süsstrunk, Sabine and Timofte, Radu and Afifi, Mahmoud and Brown, Michael S. and Xu, Kele and Cai, Hengxing and Liu, Yuzhong and Wang, Li-Wen and Liu, Zhi-Song and Li, Chu-Tak and Das, Sourya Dipta and Shah, Nisarg A. and Jassal, Akashdeep and Zhao, Tongtong and Zhao, Shanshan and Nathan, Sabari and Beham, M. Parisa and Suganya, R. and Wang, Qing and Hu, Zhongyun and Huang, Xin and Li, Yaning and Suin, Maitreya and Purohit, Kuldeep and Rajagopalan, A. N. and Puthussery, Densen and Hrishikesh, P. S and Kuriakose, Melvin and Jiji, C. V. and Zhu, Yu and Dong, Liping and Jiang, Zhuolong and Li, Chenghua and Leng, Cong and Cheng, Jian},
  booktitle = {European Conference on Computer Vision Workshops},
  year      = {2020},
  pages     = {499-518},
  doi       = {10.1007/978-3-030-67070-2_30},
  url       = {https://mlanthology.org/eccvw/2020/helou2020eccvw-aim/}
}