MIPI 2022 Challenge on RGBW Sensor Fusion: Dataset and Report

Qingyu Yang*, Guang Yang, Jun Jiang, Chongyi Li, Ruicheng Feng, Shangchen Zhou, Wenxiu Sun, Qingpeng Zhu, Chen Change Loy, Jinwei Gu, Zhen Wang, Daoyu Li, Yuzhe Zhang, Lintao Peng, Xuyang Chang, Yinuo Zhang, Liheng Bian, Bing Li, Jie Huang, Mingde YaoRuikang Xu, Feng Zhao, Xiaohui Liu, Rongjian Xu, Zhilu Zhang, Xiaohe Wu, Ruohao Wang, Junyi Li, Wangmeng Zuo, Zhuang Jia, Dong Jae Lee, Ting Jiang, Qi Wu, Chengzhi Jiang, Mingyan Han, Xinpeng Li, Wenjie Lin, Youwei Li, Haoqiang Fan, Shuaicheng Liu

*此作品的通讯作者

科研成果: 书/报告/会议事项章节会议稿件同行评审

摘要

Developing and integrating advanced image sensors with novel algorithms in camera systems is prevalent with the increasing demand for computational photography and imaging on mobile platforms. However, the lack of high-quality data for research and the rare opportunity for in-depth exchange of views from industry and academia constrain the development of mobile intelligent photography and imaging (MIPI). To bridge the gap, we introduce the first MIPI challenge including five tracks focusing on novel image sensors and imaging algorithms. In this paper, RGBW Joint Fusion and Denoise, one of the five tracks, working on the fusion of binning-mode RGBW to Bayer at half resolution is introduced. The participants were provided with a new dataset including 70 (training) and 15 (validation) scenes of high-quality RGBW and Bayer pair. In addition, for each scene, RGBW of 24 dB and 42 dB are provided. All the data were captured using a RGBW sensor in both outdoor and indoor conditions. The final results are evaluated using objective metrics including PSNR, SSIM [11], LPIPS [15] and KLD. A detailed description of all models developed in this challenge is provided in this paper. More details of this challenge and the link to the dataset can be found in https://github.com/mipi-challenge/MIPI2022

源语言英语
主期刊名Computer Vision - ECCV 2022 Workshops, Proceedings
编辑Leonid Karlinsky, Tomer Michaeli, Ko Nishino
出版商Springer Science and Business Media Deutschland GmbH
46-59
页数14
ISBN(印刷版)9783031250712
DOI
出版状态已出版 - 2023
活动17th European Conference on Computer Vision, ECCV 2022 - Tel Aviv, 以色列
期限: 23 10月 202227 10月 2022

出版系列

姓名Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
13805 LNCS
ISSN(印刷版)0302-9743
ISSN(电子版)1611-3349

会议

会议17th European Conference on Computer Vision, ECCV 2022
国家/地区以色列
Tel Aviv
时期23/10/2227/10/22

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