ML Anthology

AIM 2019 Challenge on RAW to RGB Mapping: Methods and Results

Andrey Ignatov, Juncheng Li, Jiajie Zhang, Haoyu Wu, Jie Li, Rui Huang, Muhammad Haris, Greg Shakhnarovich, Norimichi Ukita, Yuzhi Zhao, Lai-Man Po, Radu Timofte, Tiantian Zhang, Zongbang Liao, Xiang Shi, Yujia Zhang, Weifeng Ou, Pengfei Xian, Jingjing Xiong, Chang Zhou, Wing Yin Yu, Yubin Yubin, Sung-Jea Ko, Bingxin Hou, Bumjun Park, Songhyun Yu, Sangmin Kim, Jechang Jeong, Seung-Wook Kim, Kwang-Hyun Uhm, Seo-Won Ji, Sung-Jin Cho, Jun-Pyo Hong, Kangfu Mei
ICCVW 2019 pp. 3584-3590
doi:10.1109/ICCVW.2019.00443 /iccvw/2019/ignatov2019iccvw-aim-a/

Abstract

This paper reviews the first AIM challenge on mapping camera RAW to RGB images with the focus on proposed solutions and results. The participating teams were solving a real-world photo enhancement problem, where the goal was to map the original low-quality RAW images from the Huawei P20 device to the same photos captured with the Canon 5D DSLR camera. The considered problem embraced a number of computer vision subtasks, such as image demosaicing, denoising, gamma correction, image resolution and sharpness enhancement, etc. The target metric used in this challenge combined fidelity scores (PSNR and SSIM) with solutions' perceptual results measured in a user study. The proposed solutions significantly improved baseline results, defining the state-of-the-art for RAW to RGB image restoration.

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Cite

Text

Ignatov et al. "AIM 2019 Challenge on RAW to RGB Mapping: Methods and Results." IEEE/CVF International Conference on Computer Vision Workshops, 2019. doi:10.1109/ICCVW.2019.00443

Markdown

[Ignatov et al. "AIM 2019 Challenge on RAW to RGB Mapping: Methods and Results." IEEE/CVF International Conference on Computer Vision Workshops, 2019.](https://mlanthology.org/iccvw/2019/ignatov2019iccvw-aim-a/) doi:10.1109/ICCVW.2019.00443

BibTeX

@inproceedings{ignatov2019iccvw-aim-a,
  title     = {{AIM 2019 Challenge on RAW to RGB Mapping: Methods and Results}},
  author    = {Ignatov, Andrey and Li, Juncheng and Zhang, Jiajie and Wu, Haoyu and Li, Jie and Huang, Rui and Haris, Muhammad and Shakhnarovich, Greg and Ukita, Norimichi and Zhao, Yuzhi and Po, Lai-Man and Timofte, Radu and Zhang, Tiantian and Liao, Zongbang and Shi, Xiang and Zhang, Yujia and Ou, Weifeng and Xian, Pengfei and Xiong, Jingjing and Zhou, Chang and Yu, Wing Yin and Yubin, Yubin and Ko, Sung-Jea and Hou, Bingxin and Park, Bumjun and Yu, Songhyun and Kim, Sangmin and Jeong, Jechang and Kim, Seung-Wook and Uhm, Kwang-Hyun and Ji, Seo-Won and Cho, Sung-Jin and Hong, Jun-Pyo and Mei, Kangfu},
  booktitle = {IEEE/CVF International Conference on Computer Vision Workshops},
  year      = {2019},
  pages     = {3584-3590},
  doi       = {10.1109/ICCVW.2019.00443},
  url       = {https://mlanthology.org/iccvw/2019/ignatov2019iccvw-aim-a/}
}