NTIRE 2020 Challenge on Real Image Denoising: Dataset, Methods and\n Results Article Swipe

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Abdelrahman Abdelhamed , Mahmoud Afifi , Radu Timofte , Michael S. Brown , Yue Cao , Zhilu Zhang , Wangmeng Zuo , Xiaoling Zhang , Jiye Liu , Wendong Chen , Changyuan Wen , Meng Liu , Shuailin Lv , Yunchao Zhang , Zhihong Pan , Baopu Li , Teng Xi , Yanwen Fan , Xiyu Yu , Gang Zhang , Jingtuo Liu , Junyu Han , Errui Ding , Songhyun Yu , Bumjun Park , Jechang Jeong , Shuai Liu , Ziyao Zong , Nan Nan , Chenghua Li , Zengli Yang , Long Bao , Shuangquan Wang , Dongwoon Bai , Jungwon Lee , Youngjung Kim , Kyeongha Rho , Changyeop Shin , Sungho Kim , Pengliang Tang , Yiyun Zhao , Yuqian Zhou , Yuchen Fan , Thomas S. Huang , Zhihao Li , Nisarg A. Shah , Wei Liu , Qiong Yan , Yuzhi Zhao , Marcin Możejko , Tomasz Latkowski , Łukasz Treszczotko , Michał Szafraniuk , Krzysztof Trojanowski , Yanhong Wu , Pablo Navarrete Michelini , Fengshuo Hu , Yunhua Lu , Sujin Kim , Wonjin Kim , Jaayeon Lee , Jang‐Hwan Choi , Magauiya Zhussip , Azamat Khassenov , Jong Hyun Kim , Hwechul Cho , Priya Kansal , Sabari Nathan , Zhangyu Ye , Xiwen Lu , Yaqi Wu , Jiangxin Yang , Yanlong Cao , Siliang Tang , Yanpeng Cao , Matteo Maggioni , Ioannis Marras , Thomas Tanay , Greg Slabaugh , Youliang Yan , Myungjoo Kang , Han-Soo Choi , Kyungmin Song , Shusong Xu , Xiaomu Lu , Tingniao Wang , Chunxia Lei , Bin Liu , R. Gupta , Vineet Kumar ·

YOU? · · 2020 · Open Access · · DOI: https://doi.org/10.48550/arxiv.2005.04117

This paper reviews the NTIRE 2020 challenge on real image denoising with\nfocus on the newly introduced dataset, the proposed methods and their results.\nThe challenge is a new version of the previous NTIRE 2019 challenge on real\nimage denoising that was based on the SIDD benchmark. This challenge is based\non a newly collected validation and testing image datasets, and hence, named\nSIDD+. This challenge has two tracks for quantitatively evaluating image\ndenoising performance in (1) the Bayer-pattern rawRGB and (2) the standard RGB\n(sRGB) color spaces. Each track ~250 registered participants. A total of 22\nteams, proposing 24 methods, competed in the final phase of the challenge. The\nproposed methods by the participating teams represent the current\nstate-of-the-art performance in image denoising targeting real noisy images.\nThe newly collected SIDD+ datasets are publicly available at:\nhttps://bit.ly/siddplus_data.\n

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Benchmark (surveying) Computer science Noise reduction RGB color model Artificial intelligence Image (mathematics) Focus (optics) Computer vision Pattern recognition (psychology) Geography Cartography Physics Optics

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Type: preprint
Language: en
Landing Page: http://arxiv.org/abs/2005.04117
PDF: https://arxiv.org/pdf/2005.04117
OA Status: green
Related Works: 10
OpenAlex ID: https://openalex.org/W4287780187

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DOI: https://doi.org/10.48550/arxiv.2005.04117

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Title: NTIRE 2020 Challenge on Real Image Denoising: Dataset, Methods and\n Results

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Language: en

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Publication year: 2020

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Publication date: 2020-05-08

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Authors: Abdelrahman Abdelhamed, Mahmoud Afifi, Radu Timofte, Michael S. Brown, Yue Cao, Zhilu Zhang, Wangmeng Zuo, Xiaoling Zhang, Jiye Liu, Wendong Chen, Changyuan Wen, Meng Liu, Shuailin Lv, Yunchao Zhang, Zhihong Pan, Baopu Li, Teng Xi, Yanwen Fan, Xiyu Yu, Gang Zhang, Jingtuo Liu, Junyu Han, Errui Ding, Songhyun Yu, Bumjun Park, Jechang Jeong, Shuai Liu, Ziyao Zong, Nan Nan, Chenghua Li, Zengli Yang, Long Bao, Shuangquan Wang, Dongwoon Bai, Jungwon Lee, Youngjung Kim, Kyeongha Rho, Changyeop Shin, Sungho Kim, Pengliang Tang, Yiyun Zhao, Yuqian Zhou, Yuchen Fan, Thomas S. Huang, Zhihao Li, Nisarg A. Shah, Wei Liu, Qiong Yan, Yuzhi Zhao, Marcin Możejko, Tomasz Latkowski, Łukasz Treszczotko, Michał Szafraniuk, Krzysztof Trojanowski, Yanhong Wu, Pablo Navarrete Michelini, Fengshuo Hu, Yunhua Lu, Sujin Kim, Wonjin Kim, Jaayeon Lee, Jang‐Hwan Choi, Magauiya Zhussip, Azamat Khassenov, Jong Hyun Kim, Hwechul Cho, Priya Kansal, Sabari Nathan, Zhangyu Ye, Xiwen Lu, Yaqi Wu, Jiangxin Yang, Yanlong Cao, Siliang Tang, Yanpeng Cao, Matteo Maggioni, Ioannis Marras, Thomas Tanay, Greg Slabaugh, Youliang Yan, Myungjoo Kang, Han-Soo Choi, Kyungmin Song, Shusong Xu, Xiaomu Lu, Tingniao Wang, Chunxia Lei, Bin Liu, R. Gupta, Vineet Kumar

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Concepts: Benchmark (surveying), Computer science, Noise reduction, RGB color model, Artificial intelligence, Image (mathematics), Focus (optics), Computer vision, Pattern recognition (psychology), Geography, Cartography, Physics, Optics

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