NTIRE 2021 depth guided image relighting challenge

Majed El Helou, Ruofan Zhou, Sabine Susstrunk, Radu Timofte, Maitreya Suin, A. N. Rajagopalan, Yuanzhi Wang, Tao Lu, Yanduo Zhang, Yuntao Wu, Hao Hsiang Yang, Wei Ting Chen, Sy Yen Kuo, Hao Lun Luo, Zhiguang Zhang, Zhipeng Luo, Jianye He, Zuo Liang Zhu, Zhen Li, Jia Xiong QiuZeng Sheng Kuang, Cheng Ze Lu, Ming Ming Cheng, Xiu Li Shao, Chenghua Li, Bosong DIng, Wanli Qian, Fangya Li, Fu Li, Ruifeng Deng, Tianwei Lin, Songhua Liu, Xin Li, Dongliang He, Amirsaeed Yazdani, Tiantong Guo, Vishal Monga, Ntumba Elie Nsampi, Zhongyun Hu, Qing Wang, Sabari Nathan, Priya Kansal, Tongtong Zhao, Shanshan Zhao

Research output: Chapter in Book/Report/Conference proceedingConference contribution

16 Scopus citations

Abstract

Image relighting is attracting increasing interest due to its various applications. From a research perspective, im-age relighting can be exploited to conduct both image normalization for domain adaptation, and also for data augmentation. It also has multiple direct uses for photo montage and aesthetic enhancement. In this paper, we review the NTIRE 2021 depth guided image relighting challenge.We rely on the VIDIT dataset for each of our two challenge tracks, including depth information. The first track is on one-to-one relighting where the goal is to transform the illumination setup of an input image (color temperature and light source position) to the target illumination setup. In the second track, the any-to-any relighting challenge, the objective is to transform the illumination settings of the in-put image to match those of another guide image, similar to style transfer. In both tracks, participants were given depth information about the captured scenes. We had nearly 250 registered participants, leading to 18 confirmed team sub-missions in the final competition stage. The competitions, methods, and final results are presented in this paper.

Original languageEnglish (US)
Title of host publicationProceedings - 2021 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, CVPRW 2021
PublisherIEEE Computer Society
Pages566-577
Number of pages12
ISBN (Electronic)9781665448994
DOIs
StatePublished - Jun 2021
Event2021 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, CVPRW 2021 - Virtual, Online, United States
Duration: Jun 19 2021Jun 25 2021

Publication series

NameIEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops
ISSN (Print)2160-7508
ISSN (Electronic)2160-7516

Conference

Conference2021 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, CVPRW 2021
Country/TerritoryUnited States
CityVirtual, Online
Period6/19/216/25/21

All Science Journal Classification (ASJC) codes

  • Computer Vision and Pattern Recognition
  • Electrical and Electronic Engineering

Fingerprint

Dive into the research topics of 'NTIRE 2021 depth guided image relighting challenge'. Together they form a unique fingerprint.

Cite this