NTIRE 2023 Challenge on Image Denoising: Methods and Results

Yawei Li; Yulun Zhang; Luc Van Gool; Radu Timofte; Zhijun Tu; Kunpeng Du; Hailing Wang; Hanting Chen; Wei Li; Xiaofei Wang; Jie Hu; Yunhe Wang; Xiangyu Kong; Jinlong Wu; Dafeng Zhang; Jianxing Zhang; Shuai Liu; Furui Bai; Chaoyu Feng; Hao Wang; Yuqian Zhang; Guangqi Shao; Xiaotao Wang; Lei Lei; Rongjian Xu; Zhilu Zhang; Yunjin Chen; Dongwei Ren; Wangmeng Zuo; Qi Wu; Mingyan Han; Shen Cheng; Haipeng Li; Ting Jiang; Chengzhi Jiang; Xinpeng Li; Jinting Luo; Wenjie Lin; Lei Yu; Haoqiang Fan; Shuaicheng Liu; Aditya Arora; Syed Waqas Zamir; Javier Vazquez-Corral; Konstantinos G. Derpanis; Michael S. Brown; Hao Li; Zhihao Zhao; Jinshan Pan; Jiangxin Dong; Jinhui Tang; Bo Yang; Jingxiang Chen; Chenghua Li; Xi Zhang; Zhao Zhang; Jiahuan Ren; Zhicheng Ji; Kang Miao; Suiyi Zhao; Huan Zheng; Yan Yan Wei; Kangliang Liu; Xiangcheng Du; Sijie Liu; Yingbin Zheng; Xingjiao Wu; Cheng Jin; Yan Wang; Jiayin Chen; Xiaoxuan Wu; Huiming Chen; Xing Zheng; Yejia Chen; Rajeev Irny; Sriharsha Koundinya; Vighnesh Kamath; Gaurav Khandelwal; Sunder Ali Khowaja; Jiseok Yoon; Ik Hyun Lee; Shijie Chen; Chengqiang Zhao; Huabin Yang; Zhongjian Zhang; Junjia Huang; Yanru Zhang

doi:10.1109/CVPRW59228.2023.00188

NTIRE 2023 Challenge on Image Denoising: Methods and Results

Yawei Li
, Yulun Zhang
, Luc Van Gool
, Radu Timofte
, Zhijun Tu
, Kunpeng Du
, Hailing Wang
, Hanting Chen
, Wei Li
, Xiaofei Wang
, Jie Hu
, Yunhe Wang
, Xiangyu Kong
, Jinlong Wu
, Dafeng Zhang
, Jianxing Zhang
, Shuai Liu
, Furui Bai
, Chaoyu Feng
, Hao Wang

Yuqian Zhang, Guangqi Shao, Xiaotao Wang, Lei Lei, Rongjian Xu, Zhilu Zhang, Yunjin Chen, Dongwei Ren, Wangmeng Zuo, Qi Wu, Mingyan Han, Shen Cheng, Haipeng Li, Ting Jiang, Chengzhi Jiang, Xinpeng Li, Jinting Luo, Wenjie Lin, Lei Yu, Haoqiang Fan, Shuaicheng Liu, Aditya Arora, Syed Waqas Zamir, Javier Vazquez-Corral, Konstantinos G. Derpanis, Michael S. Brown, Hao Li, Zhihao Zhao, Jinshan Pan, Jiangxin Dong, Jinhui Tang, Bo Yang, Jingxiang Chen, Chenghua Li, Xi Zhang, Zhao Zhang, Jiahuan Ren, Zhicheng Ji, Kang Miao, Suiyi Zhao, Huan Zheng, Yan Yan Wei, Kangliang Liu, Xiangcheng Du, Sijie Liu, Yingbin Zheng, Xingjiao Wu, Cheng Jin, Yan Wang, Jiayin Chen, Xiaoxuan Wu, Huiming Chen, Xing Zheng, Yejia Chen, Rajeev Irny, Sriharsha Koundinya, Vighnesh Kamath, Gaurav Khandelwal, Sunder Ali Khowaja, Jiseok Yoon, Ik Hyun Lee, Shijie Chen, Chengqiang Zhao, Huabin Yang, Zhongjian Zhang, Junjia Huang, Yanru Zhang

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

Abstract

This paper reviews the NTIRE 2023 challenge on image denoising (σ = 50) with a focus on the proposed solutions and results. The aim is to obtain a network design capable to produce high-quality results with the best performance measured by PSNR for image denoising. Independent additive white Gaussian noise (AWGN) is assumed and the noise level is 50. The challenge had 225 registered participants, and 16 teams made valid submissions. They gauge the state-of-the-art for image denoising.

Original language	English
Title of host publication	Proceedings - 2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, CVPRW 2023
Publisher	IEEE Computer Society
Pages	1905-1921
Number of pages	17
ISBN (Electronic)	9798350302493
DOIs	https://doi.org/10.1109/CVPRW59228.2023.00188
Publication status	Published - 2023
Externally published	Yes
Event	2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, CVPRW 2023 - Vancouver, Canada Duration: 18 Jun 2023 → 22 Jun 2023

Publication series

Name	IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops
Volume	2023-June
ISSN (Print)	2160-7508
ISSN (Electronic)	2160-7516

Conference

Conference	2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, CVPRW 2023
Country/Territory	Canada
City	Vancouver
Period	18/06/23 → 22/06/23

Access to Document

10.1109/CVPRW59228.2023.00188

Cite this

Li, Y., Zhang, Y., Van Gool, L., Timofte, R., Tu, Z., Du, K., Wang, H., Chen, H., Li, W., Wang, X., Hu, J., Wang, Y., Kong, X., Wu, J., Zhang, D., Zhang, J., Liu, S., Bai, F., Feng, C., ... Zhang, Y. (2023). NTIRE 2023 Challenge on Image Denoising: Methods and Results. In Proceedings - 2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, CVPRW 2023 (pp. 1905-1921). (IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops; Vol. 2023-June). IEEE Computer Society. https://doi.org/10.1109/CVPRW59228.2023.00188

@inproceedings{5a8c34bfa5cb4c34ab071372d3e60712,

title = "NTIRE 2023 Challenge on Image Denoising: Methods and Results",

abstract = "This paper reviews the NTIRE 2023 challenge on image denoising (σ = 50) with a focus on the proposed solutions and results. The aim is to obtain a network design capable to produce high-quality results with the best performance measured by PSNR for image denoising. Independent additive white Gaussian noise (AWGN) is assumed and the noise level is 50. The challenge had 225 registered participants, and 16 teams made valid submissions. They gauge the state-of-the-art for image denoising.",

author = "Yawei Li and Yulun Zhang and \{Van Gool\}, Luc and Radu Timofte and Zhijun Tu and Kunpeng Du and Hailing Wang and Hanting Chen and Wei Li and Xiaofei Wang and Jie Hu and Yunhe Wang and Xiangyu Kong and Jinlong Wu and Dafeng Zhang and Jianxing Zhang and Shuai Liu and Furui Bai and Chaoyu Feng and Hao Wang and Yuqian Zhang and Guangqi Shao and Xiaotao Wang and Lei Lei and Rongjian Xu and Zhilu Zhang and Yunjin Chen and Dongwei Ren and Wangmeng Zuo and Qi Wu and Mingyan Han and Shen Cheng and Haipeng Li and Ting Jiang and Chengzhi Jiang and Xinpeng Li and Jinting Luo and Wenjie Lin and Lei Yu and Haoqiang Fan and Shuaicheng Liu and Aditya Arora and Zamir, \{Syed Waqas\} and Javier Vazquez-Corral and Derpanis, \{Konstantinos G.\} and Brown, \{Michael S.\} and Hao Li and Zhihao Zhao and Jinshan Pan and Jiangxin Dong and Jinhui Tang and Bo Yang and Jingxiang Chen and Chenghua Li and Xi Zhang and Zhao Zhang and Jiahuan Ren and Zhicheng Ji and Kang Miao and Suiyi Zhao and Huan Zheng and Wei, \{Yan Yan\} and Kangliang Liu and Xiangcheng Du and Sijie Liu and Yingbin Zheng and Xingjiao Wu and Cheng Jin and Yan Wang and Jiayin Chen and Xiaoxuan Wu and Huiming Chen and Xing Zheng and Yejia Chen and Rajeev Irny and Sriharsha Koundinya and Vighnesh Kamath and Gaurav Khandelwal and Khowaja, \{Sunder Ali\} and Jiseok Yoon and Lee, \{Ik Hyun\} and Shijie Chen and Chengqiang Zhao and Huabin Yang and Zhongjian Zhang and Junjia Huang and Yanru Zhang",

note = "Publisher Copyright: {\textcopyright} 2023 IEEE.; 2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, CVPRW 2023 ; Conference date: 18-06-2023 Through 22-06-2023",

year = "2023",

doi = "10.1109/CVPRW59228.2023.00188",

language = "English",

series = "IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops",

publisher = "IEEE Computer Society",

pages = "1905--1921",

booktitle = "Proceedings - 2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, CVPRW 2023",

address = "United States",

}

Li, Y, Zhang, Y, Van Gool, L, Timofte, R, Tu, Z, Du, K, Wang, H, Chen, H, Li, W, Wang, X, Hu, J, Wang, Y, Kong, X, Wu, J, Zhang, D, Zhang, J, Liu, S, Bai, F, Feng, C, Wang, H, Zhang, Y, Shao, G, Wang, X, Lei, L, Xu, R, Zhang, Z, Chen, Y, Ren, D, Zuo, W, Wu, Q, Han, M, Cheng, S, Li, H, Jiang, T, Jiang, C, Li, X, Luo, J, Lin, W, Yu, L, Fan, H, Liu, S, Arora, A, Zamir, SW, Vazquez-Corral, J, Derpanis, KG, Brown, MS, Li, H, Zhao, Z, Pan, J, Dong, J, Tang, J, Yang, B, Chen, J, Li, C, Zhang, X, Zhang, Z, Ren, J, Ji, Z, Miao, K, Zhao, S, Zheng, H, Wei, YY, Liu, K, Du, X, Liu, S, Zheng, Y, Wu, X, Jin, C, Wang, Y, Chen, J, Wu, X, Chen, H, Zheng, X, Chen, Y, Irny, R, Koundinya, S, Kamath, V, Khandelwal, G, Khowaja, SA, Yoon, J, Lee, IH, Chen, S, Zhao, C, Yang, H, Zhang, Z, Huang, J & Zhang, Y 2023, NTIRE 2023 Challenge on Image Denoising: Methods and Results. in Proceedings - 2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, CVPRW 2023. IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops, vol. 2023-June, IEEE Computer Society, pp. 1905-1921, 2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, CVPRW 2023, Vancouver, Canada, 18/06/23. https://doi.org/10.1109/CVPRW59228.2023.00188

NTIRE 2023 Challenge on Image Denoising: Methods and Results. / Li, Yawei; Zhang, Yulun; Van Gool, Luc et al.
Proceedings - 2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, CVPRW 2023. IEEE Computer Society, 2023. p. 1905-1921 (IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops; Vol. 2023-June).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

TY - GEN

T1 - NTIRE 2023 Challenge on Image Denoising

T2 - 2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, CVPRW 2023

AU - Li, Yawei

AU - Zhang, Yulun

AU - Van Gool, Luc

AU - Timofte, Radu

AU - Tu, Zhijun

AU - Du, Kunpeng

AU - Wang, Hailing

AU - Chen, Hanting

AU - Li, Wei

AU - Wang, Xiaofei

AU - Hu, Jie

AU - Wang, Yunhe

AU - Kong, Xiangyu

AU - Wu, Jinlong

AU - Zhang, Dafeng

AU - Zhang, Jianxing

AU - Liu, Shuai

AU - Bai, Furui

AU - Feng, Chaoyu

AU - Wang, Hao

AU - Zhang, Yuqian

AU - Shao, Guangqi

AU - Wang, Xiaotao

AU - Lei, Lei

AU - Xu, Rongjian

AU - Zhang, Zhilu

AU - Chen, Yunjin

AU - Ren, Dongwei

AU - Zuo, Wangmeng

AU - Wu, Qi

AU - Han, Mingyan

AU - Cheng, Shen

AU - Li, Haipeng

AU - Jiang, Ting

AU - Jiang, Chengzhi

AU - Li, Xinpeng

AU - Luo, Jinting

AU - Lin, Wenjie

AU - Yu, Lei

AU - Fan, Haoqiang

AU - Liu, Shuaicheng

AU - Arora, Aditya

AU - Zamir, Syed Waqas

AU - Vazquez-Corral, Javier

AU - Derpanis, Konstantinos G.

AU - Brown, Michael S.

AU - Li, Hao

AU - Zhao, Zhihao

AU - Pan, Jinshan

AU - Dong, Jiangxin

AU - Tang, Jinhui

AU - Yang, Bo

AU - Chen, Jingxiang

AU - Li, Chenghua

AU - Zhang, Xi

AU - Zhang, Zhao

AU - Ren, Jiahuan

AU - Ji, Zhicheng

AU - Miao, Kang

AU - Zhao, Suiyi

AU - Zheng, Huan

AU - Wei, Yan Yan

AU - Liu, Kangliang

AU - Du, Xiangcheng

AU - Liu, Sijie

AU - Zheng, Yingbin

AU - Wu, Xingjiao

AU - Jin, Cheng

AU - Wang, Yan

AU - Chen, Jiayin

AU - Wu, Xiaoxuan

AU - Chen, Huiming

AU - Zheng, Xing

AU - Chen, Yejia

AU - Irny, Rajeev

AU - Koundinya, Sriharsha

AU - Kamath, Vighnesh

AU - Khandelwal, Gaurav

AU - Khowaja, Sunder Ali

AU - Yoon, Jiseok

AU - Lee, Ik Hyun

AU - Chen, Shijie

AU - Zhao, Chengqiang

AU - Yang, Huabin

AU - Zhang, Zhongjian

AU - Huang, Junjia

AU - Zhang, Yanru

PY - 2023

Y1 - 2023

N2 - This paper reviews the NTIRE 2023 challenge on image denoising (σ = 50) with a focus on the proposed solutions and results. The aim is to obtain a network design capable to produce high-quality results with the best performance measured by PSNR for image denoising. Independent additive white Gaussian noise (AWGN) is assumed and the noise level is 50. The challenge had 225 registered participants, and 16 teams made valid submissions. They gauge the state-of-the-art for image denoising.

AB - This paper reviews the NTIRE 2023 challenge on image denoising (σ = 50) with a focus on the proposed solutions and results. The aim is to obtain a network design capable to produce high-quality results with the best performance measured by PSNR for image denoising. Independent additive white Gaussian noise (AWGN) is assumed and the noise level is 50. The challenge had 225 registered participants, and 16 teams made valid submissions. They gauge the state-of-the-art for image denoising.

UR - https://www.scopus.com/pages/publications/85170825877

U2 - 10.1109/CVPRW59228.2023.00188

DO - 10.1109/CVPRW59228.2023.00188

M3 - Conference contribution

AN - SCOPUS:85170825877

T3 - IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops

SP - 1905

EP - 1921

BT - Proceedings - 2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, CVPRW 2023

PB - IEEE Computer Society

Y2 - 18 June 2023 through 22 June 2023

ER -

Li Y, Zhang Y, Van Gool L, Timofte R, Tu Z, Du K et al. NTIRE 2023 Challenge on Image Denoising: Methods and Results. In Proceedings - 2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, CVPRW 2023. IEEE Computer Society. 2023. p. 1905-1921. (IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops). doi: 10.1109/CVPRW59228.2023.00188

NTIRE 2023 Challenge on Image Denoising: Methods and Results

Abstract

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Conference

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