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MIPI 2022 Challenge on RGBW Sensor Re-mosaic: Dataset and Report

  • Qingyu Yang*
  • , Guang Yang
  • , Jun Jiang
  • , Chongyi Li
  • , Ruicheng Feng
  • , Shangchen Zhou
  • , Wenxiu Sun
  • , Qingpeng Zhu
  • , Chen Change Loy
  • , Jinwei Gu
  • , Lingchen Sun
  • , Rongyuan Wu
  • , Qiaosi Yi
  • , Rongjian Xu
  • , Xiaohui Liu
  • , Zhilu Zhang
  • , Xiaohe Wu
  • , Ruohao Wang
  • , Junyi Li
  • , Wangmeng Zuo
  • Faming Fang
*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 Remosaic and Denoise, one of the five tracks, working on the interpolation of RGBW CFA to Bayer at full-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 different noise level were provided at 0 dB, 24 dB and 42 dB. 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 [5], LPIPS [7] 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
36-45
页数10
ISBN(印刷版)9783031250712
DOI
出版状态已出版 - 2023
活动Workshops held at the 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
13805 LNCS
ISSN(印刷版)0302-9743
ISSN(电子版)1611-3349

会议

会议Workshops held at the 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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