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This paper reviews the NTIRE 2025 RAW Image Restoration and Super-Resolution Challenge, highlighting the proposed solutions and results. New methods for RAW Restoration and Super-Resolution could be essential in modern Image Signal…
Image and Video Processing · Electrical Eng. & Systems
2025-06-05
Marcos V. Conde , Radu Timofte , Zihao Lu , Xiangyu Kong , Xiaoxia Xing , Fan Wang , Suejin Han , MinKyu Park , Tianyu Zhang , Xin Luo , Yeda Chen , Dong Liu , Li Pang , Yuhang Yang , Hongzhong Wang , Xiangyong Cao , Ruixuan Jiang , Senyan Xu , Siyuan Jiang , Xueyang Fu , Zheng-Jun Zha , Tianyu Hao , Yuhong He , Ruoqi Li , Yueqi Yang , Xiang Yu , Guanlan Hong , Minmin Yi , Yuanjia Chen , Liwen Zhang , Zijie Jin , Cheng Li , Lian Liu , Wei Song , Heng Sun , Yubo Wang , Jinghua Wang , Jiajie Lu , Watchara Ruangsan
This paper presents NTIRE 2026, the 3rd Restore Any Image Model (RAIM) challenge on multi-exposure image fusion in dynamic scenes. We introduce a benchmark that targets a practical yet difficult HDR imaging setting, where exposure…
Computer Vision and Pattern Recognition · Computer Science
2026-04-13
Lishen Qu , Yao Liu , Jie Liang , Hui Zeng , Wen Dai , Guanyi Qin , Ya-nan Guan , Shihao Zhou , Jufeng Yang , Lei Zhang , Radu Timofte , Xiyuan Yuan , Wanjie Sun , Shihang Li , Bo Zhang , Bin Chen , Jiannan Lin , Yuxu Chen , Qinquan Gao , Tong Tong , Song Gao , Jiacong Tang , Tao Hu , Xiaowen Ma , Qingsen Yan , Sunhan Xu , Juan Wang , Xinyu Sun , Lei Qi , He Xu , Jiachen Tu , Guoyi Xu , Yaoxin Jiang , Jiajia Liu , Yaokun Shi
This paper presents a comprehensive review of the NTIRE 2025 Challenge on Single-Image Efficient Super-Resolution (ESR). The challenge aimed to advance the development of deep models that optimize key computational metrics, i.e., runtime,…
Computer Vision and Pattern Recognition · Computer Science
2025-04-16
Bin Ren , Hang Guo , Lei Sun , Zongwei Wu , Radu Timofte , Yawei Li , Yao Zhang , Xinning Chai , Zhengxue Cheng , Yingsheng Qin , Yucai Yang , Li Song , Hongyuan Yu , Pufan Xu , Cheng Wan , Zhijuan Huang , Peng Guo , Shuyuan Cui , Chenjun Li , Xuehai Hu , Pan Pan , Xin Zhang , Heng Zhang , Qing Luo , Linyan Jiang , Haibo Lei , Qifang Gao , Yaqing Li , Weihua Luo , Tsing Li , Qing Wang , Yi Liu , Yang Wang , Hongyu An , Liou Zhang , Shijie Zhao , Lianhong Song , Long Sun , Jinshan Pan , Jiangxin Dong , Jinhui Tang , Jing Wei , Mengyang Wang , Ruilong Guo , Qian Wang , Qingliang Liu , Yang Cheng , Davinci , Enxuan Gu , Pinxin Liu , Yongsheng Yu , Hang Hua , Yunlong Tang , Shihao Wang , Yukun Yang , Zhiyu Zhang , Yukun Yang , Jiyu Wu , Jiancheng Huang , Yifan Liu , Yi Huang , Shifeng Chen , Rui Chen , Yi Feng , Mingxi Li , Cailu Wan , Xiangji Wu , Zibin Liu , Jinyang Zhong , Kihwan Yoon , Ganzorig Gankhuyag , Shengyun Zhong , Mingyang Wu , Renjie Li , Yushen Zuo , Zhengzhong Tu , Zongang Gao , Guannan Chen , Yuan Tian , Wenhui Chen , Weijun Yuan , Zhan Li , Yihang Chen , Yifan Deng , Ruting Deng , Yilin Zhang , Huan Zheng , Yanyan Wei , Wenxuan Zhao , Suiyi Zhao , Fei Wang , Kun Li , Yinggan Tang , Mengjie Su , Jae-hyeon Lee , Dong-Hyeop Son , Ui-Jin Choi , Tiancheng Shao , Yuqing Zhang , Mengcheng Ma , Donggeun Ko , Youngsang Kwak , Jiun Lee , Jaehwa Kwak , Yuxuan Jiang , Qiang Zhu , Siyue Teng , Fan Zhang , Shuyuan Zhu , Bing Zeng , David Bull , Jing Hu , Hui Deng , Xuan Zhang , Lin Zhu , Qinrui Fan , Weijian Deng , Junnan Wu , Wenqin Deng , Yuquan Liu , Zhaohong Xu , Jameer Babu Pinjari , Kuldeep Purohit , Zeyu Xiao , Zhuoyuan Li , Surya Vashisth , Akshay Dudhane , Praful Hambarde , Sachin Chaudhary , Satya Naryan Tazi , Prashant Patil , Santosh Kumar Vipparthi , Subrahmanyam Murala , Wei-Chen Shen , I-Hsiang Chen , Yunzhe Xu , Chen Zhao , Zhizhou Chen , Akram Khatami-Rizi , Ahmad Mahmoudi-Aznaveh , Alejandro Merino , Bruno Longarela , Javier Abad , Marcos V. Conde , Simone Bianco , Luca Cogo , Gianmarco Corti
This paper reviews the first challenge on high-dynamic range (HDR) imaging that was part of the New Trends in Image Restoration and Enhancement (NTIRE) workshop, held in conjunction with CVPR 2021. This manuscript focuses on the newly…
Computer Vision and Pattern Recognition · Computer Science
2021-06-04
Eduardo Pérez-Pellitero , Sibi Catley-Chandar , Aleš Leonardis , Radu Timofte
This paper reviews the challenge on constrained high dynamic range (HDR) imaging that was part of the New Trends in Image Restoration and Enhancement (NTIRE) workshop, held in conjunction with CVPR 2022. This manuscript focuses on the…
Computer Vision and Pattern Recognition · Computer Science
2022-05-26
Eduardo Pérez-Pellitero , Sibi Catley-Chandar , Richard Shaw , Aleš Leonardis , Radu Timofte , Zexin Zhang , Cen Liu , Yunbo Peng , Yue Lin , Gaocheng Yu , Jin Zhang , Zhe Ma , Hongbin Wang , Xiangyu Chen , Xintao Wang , Haiwei Wu , Lin Liu , Chao Dong , Jiantao Zhou , Qingsen Yan , Song Zhang , Weiye Chen , Yuhang Liu , Zhen Zhang , Yanning Zhang , Javen Qinfeng Shi , Dong Gong , Dan Zhu , Mengdi Sun , Guannan Chen , Yang Hu , Haowei Li , Baozhu Zou , Zhen Liu , Wenjie Lin , Ting Jiang , Chengzhi Jiang , Xinpeng Li , Mingyan Han , Haoqiang Fan , Jian Sun , Shuaicheng Liu , Juan Marín-Vega , Michael Sloth , Peter Schneider-Kamp , Richard Röttger , Chunyang Li , Long Bao , Gang He , Ziyao Xu , Li Xu , Gen Zhan , Ming Sun , Xing Wen , Junlin Li , Jinjing Li , Chenghua Li , Ruipeng Gang , Fangya Li , Chenming Liu , Shuang Feng , Fei Lei , Rui Liu , Junxiang Ruan , Tianhong Dai , Wei Li , Zhan Lu , Hengyan Liu , Peian Huang , Guangyu Ren , Yonglin Luo , Chang Liu , Qiang Tu , Fangya Li , Ruipeng Gang , Chenghua Li , Jinjing Li , Sai Ma , Chenming Liu , Yizhen Cao , Steven Tel , Barthelemy Heyrman , Dominique Ginhac , Chul Lee , Gahyeon Kim , Seonghyun Park , An Gia Vien , Truong Thanh Nhat Mai , Howoon Yoon , Tu Vo , Alexander Holston , Sheir Zaheer , Chan Y. Park
This paper presents the NTIRE 2025 image super-resolution ($\times$4) challenge, one of the associated competitions of the 10th NTIRE Workshop at CVPR 2025. The challenge aims to recover high-resolution (HR) images from low-resolution (LR)…
Computer Vision and Pattern Recognition · Computer Science
2025-04-30
Zheng Chen , Kai Liu , Jue Gong , Jingkai Wang , Lei Sun , Zongwei Wu , Radu Timofte , Yulun Zhang , Xiangyu Kong , Xiaoxuan Yu , Hyunhee Park , Suejin Han , Hakjae Jeon , Dafeng Zhang , Hyung-Ju Chun , Donghun Ryou , Inju Ha , Bohyung Han , Lu Zhao , Yuyi Zhang , Pengyu Yan , Jiawei Hu , Pengwei Liu , Fengjun Guo , Hongyuan Yu , Pufan Xu , Zhijuan Huang , Shuyuan Cui , Peng Guo , Jiahui Liu , Dongkai Zhang , Heng Zhang , Huiyuan Fu , Huadong Ma , Yanhui Guo , Sisi Tian , Xin Liu , Jinwen Liang , Jie Liu , Jie Tang , Gangshan Wu , Zeyu Xiao , Zhuoyuan Li , Yinxiang Zhang , Wenxuan Cai , Vijayalaxmi Ashok Aralikatti , Nikhil Akalwadi , G Gyaneshwar Rao , Chaitra Desai , Ramesh Ashok Tabib , Uma Mudenagudi , Marcos V. Conde , Alejandro Merino , Bruno Longarela , Javier Abad , Weijun Yuan , Zhan Li , Zhanglu Chen , Boyang Yao , Aagam Jain , Milan Kumar Singh , Ankit Kumar , Shubh Kawa , Divyavardhan Singh , Anjali Sarvaiya , Kishor Upla , Raghavendra Ramachandra , Chia-Ming Lee , Yu-Fan Lin , Chih-Chung Hsu , Risheek V Hiremath , Yashaswini Palani , Yuxuan Jiang , Qiang Zhu , Siyue Teng , Fan Zhang , Shuyuan Zhu , Bing Zeng , David Bull , Jingwei Liao , Yuqing Yang , Wenda Shao , Junyi Zhao , Qisheng Xu , Kele Xu , Sunder Ali Khowaja , Ik Hyun Lee , Snehal Singh Tomar , Rajarshi Ray , Klaus Mueller , Sachin Chaudhary , Surya Vashisth , Akshay Dudhane , Praful Hambarde , Satya Naryan Tazi , Prashant Patil , Santosh Kumar Vipparthi , Subrahmanyam Murala , Bilel Benjdira , Anas M. Ali , Wadii Boulila , Zahra Moammeri , Ahmad Mahmoudi-Aznaveh , Ali Karbasi , Hossein Motamednia , Liangyan Li , Guanhua Zhao , Kevin Le , Yimo Ning , Haoxuan Huang , Jun Chen
This paper reviews the NTIRE 2026 challenge on efficient single-image super-resolution with a focus on the proposed solutions and results. The aim of this challenge is to devise a network that reduces one or several aspects, such as…
Computer Vision and Pattern Recognition · Computer Science
2026-04-06
Bin Ren , Hang Guo , Yan Shu , Jiaqi Ma , Ziteng Cui , Shuhong Liu , Guofeng Mei , Lei Sun , Zongwei Wu , Fahad Shahbaz Khan , Salman Khan , Radu Timofte , Yawei Li , Hongyuan Yu , Pufan Xu , Chen Wu , Long Peng , Jiaojiao Yi , Siyang Yi , Yuning Cui , Jingyuan Xia , Xing Mou , Keji He , Jinlin Wu , Zongang Gao , Sen Yang , Rui Zheng , Fengguo Li , Yecheng Lei , Wenkai Min , Jie Liu , Keye Cao , Shubham Sharma , Manish Prasad , Haobo Li , Matin Fazel , Abdelhak Bentaleb , Rui Chen , Shurui Shi , Zitao Dai , Qingliang Liu , Yang Cheng , Jing Hu , Xuan Zhang , Rui Ding , Tingyi Zhang , Hui Deng , Mengyang Wang , Fulin Liu , Jing Wei , Qian Wang , Hongying Liu , Mingyang Li , Guanglu Dong , Zheng Yang , Chao Ren , Hongbo Fang , Lingxuan Li , Lin Si , Pan Gao , Moncef Gabbouj , Watchara Ruangsang , Supavadee Aramvith
This paper reviews the NTIRE2021 challenge on burst super-resolution. Given a RAW noisy burst as input, the task in the challenge was to generate a clean RGB image with 4 times higher resolution. The challenge contained two tracks; Track 1…
Computer Vision and Pattern Recognition · Computer Science
2021-06-08
Goutam Bhat , Martin Danelljan , Radu Timofte , Kazutoshi Akita , Wooyeong Cho , Haoqiang Fan , Lanpeng Jia , Daeshik Kim , Bruno Lecouat , Youwei Li , Shuaicheng Liu , Ziluan Liu , Ziwei Luo , Takahiro Maeda , Julien Mairal , Christian Micheloni , Xuan Mo , Takeru Oba , Pavel Ostyakov , Jean Ponce , Sanghyeok Son , Jian Sun , Norimichi Ukita , Rao Muhammad Umer , Youliang Yan , Lei Yu , Magauiya Zhussip , Xueyi Zou
This paper reviews the NTIRE 2022 challenge on efficient single image super-resolution with focus on the proposed solutions and results. The task of the challenge was to super-resolve an input image with a magnification factor of $\times$4…
Computer Vision and Pattern Recognition · Computer Science
2022-05-12
Yawei Li , Kai Zhang , Radu Timofte , Luc Van Gool , Fangyuan Kong , Mingxi Li , Songwei Liu , Zongcai Du , Ding Liu , Chenhui Zhou , Jingyi Chen , Qingrui Han , Zheyuan Li , Yingqi Liu , Xiangyu Chen , Haoming Cai , Yu Qiao , Chao Dong , Long Sun , Jinshan Pan , Yi Zhu , Zhikai Zong , Xiaoxiao Liu , Zheng Hui , Tao Yang , Peiran Ren , Xuansong Xie , Xian-Sheng Hua , Yanbo Wang , Xiaozhong Ji , Chuming Lin , Donghao Luo , Ying Tai , Chengjie Wang , Zhizhong Zhang , Yuan Xie , Shen Cheng , Ziwei Luo , Lei Yu , Zhihong Wen , Qi Wu1 , Youwei Li , Haoqiang Fan , Jian Sun , Shuaicheng Liu , Yuanfei Huang , Meiguang Jin , Hua Huang , Jing Liu , Xinjian Zhang , Yan Wang , Lingshun Long , Gen Li , Yuanfan Zhang , Zuowei Cao , Lei Sun , Panaetov Alexander , Yucong Wang , Minjie Cai , Li Wang , Lu Tian , Zheyuan Wang , Hongbing Ma , Jie Liu , Chao Chen , Yidong Cai , Jie Tang , Gangshan Wu , Weiran Wang , Shirui Huang , Honglei Lu , Huan Liu , Keyan Wang , Jun Chen , Shi Chen , Yuchun Miao , Zimo Huang , Lefei Zhang , Mustafa Ayazoğlu , Wei Xiong , Chengyi Xiong , Fei Wang , Hao Li , Ruimian Wen , Zhijing Yang , Wenbin Zou , Weixin Zheng , Tian Ye , Yuncheng Zhang , Xiangzhen Kong , Aditya Arora , Syed Waqas Zamir , Salman Khan , Munawar Hayat , Fahad Shahbaz Khan , Dandan Gaoand Dengwen Zhouand Qian Ning , Jingzhu Tang , Han Huang , Yufei Wang , Zhangheng Peng , Haobo Li , Wenxue Guan , Shenghua Gong , Xin Li , Jun Liu , Wanjun Wang , Dengwen Zhou , Kun Zeng , Hanjiang Lin , Xinyu Chen , Jinsheng Fang
In this paper, we summarize the 1st NTIRE challenge on stereo image super-resolution (restoration of rich details in a pair of low-resolution stereo images) with a focus on new solutions and results. This challenge has 1 track aiming at the…
Computer Vision and Pattern Recognition · Computer Science
2022-04-21
Longguang Wang , Yulan Guo , Yingqian Wang , Juncheng Li , Shuhang Gu , Radu Timofte
This paper summarizes the 3rd NTIRE challenge on stereo image super-resolution (SR) with a focus on new solutions and results. The task of this challenge is to super-resolve a low-resolution stereo image pair to a high-resolution one with a…
Computer Vision and Pattern Recognition · Computer Science
2024-09-26
Longguang Wang , Yulan Guo , Juncheng Li , Hongda Liu , Yang Zhao , Yingqian Wang , Zhi Jin , Shuhang Gu , Radu Timofte
This paper provides a comprehensive review of the NTIRE 2024 challenge, focusing on efficient single-image super-resolution (ESR) solutions and their outcomes. The task of this challenge is to super-resolve an input image with a…
Computer Vision and Pattern Recognition · Computer Science
2024-06-26
Bin Ren , Yawei Li , Nancy Mehta , Radu Timofte , Hongyuan Yu , Cheng Wan , Yuxin Hong , Bingnan Han , Zhuoyuan Wu , Yajun Zou , Yuqing Liu , Jizhe Li , Keji He , Chao Fan , Heng Zhang , Xiaolin Zhang , Xuanwu Yin , Kunlong Zuo , Bohao Liao , Peizhe Xia , Long Peng , Zhibo Du , Xin Di , Wangkai Li , Yang Wang , Wei Zhai , Renjing Pei , Jiaming Guo , Songcen Xu , Yang Cao , Zhengjun Zha , Yan Wang , Yi Liu , Qing Wang , Gang Zhang , Liou Zhang , Shijie Zhao , Long Sun , Jinshan Pan , Jiangxin Dong , Jinhui Tang , Xin Liu , Min Yan , Qian Wang , Menghan Zhou , Yiqiang Yan , Yixuan Liu , Wensong Chan , Dehua Tang , Dong Zhou , Li Wang , Lu Tian , Barsoum Emad , Bohan Jia , Junbo Qiao , Yunshuai Zhou , Yun Zhang , Wei Li , Shaohui Lin , Shenglong Zhou , Binbin Chen , Jincheng Liao , Suiyi Zhao , Zhao Zhang , Bo Wang , Yan Luo , Yanyan Wei , Feng Li , Mingshen Wang , Yawei Li , Jinhan Guan , Dehua Hu , Jiawei Yu , Qisheng Xu , Tao Sun , Long Lan , Kele Xu , Xin Lin , Jingtong Yue , Lehan Yang , Shiyi Du , Lu Qi , Chao Ren , Zeyu Han , Yuhan Wang , Chaolin Chen , Haobo Li , Mingjun Zheng , Zhongbao Yang , Lianhong Song , Xingzhuo Yan , Minghan Fu , Jingyi Zhang , Baiang Li , Qi Zhu , Xiaogang Xu , Dan Guo , Chunle Guo , Jiadi Chen , Huanhuan Long , Chunjiang Duanmu , Xiaoyan Lei , Jie Liu , Weilin Jia , Weifeng Cao , Wenlong Zhang , Yanyu Mao , Ruilong Guo , Nihao Zhang , Qian Wang , Manoj Pandey , Maksym Chernozhukov , Giang Le , Shuli Cheng , Hongyuan Wang , Ziyan Wei , Qingting Tang , Liejun Wang , Yongming Li , Yanhui Guo , Hao Xu , Akram Khatami-Rizi , Ahmad Mahmoudi-Aznaveh , Chih-Chung Hsu , Chia-Ming Lee , Yi-Shiuan Chou , Amogh Joshi , Nikhil Akalwadi , Sampada Malagi , Palani Yashaswini , Chaitra Desai , Ramesh Ashok Tabib , Ujwala Patil , Uma Mudenagudi
This paper reviews the AIM 2025 Efficient Real-World Deblurring using Single Images Challenge, which aims to advance in efficient real-blur restoration. The challenge is based on a new test set based on the well known RSBlur dataset. Pairs…
Computer Vision and Pattern Recognition · Computer Science
2025-10-15
Daniel Feijoo , Paula Garrido-Mellado , Marcos V. Conde , Jaesung Rim , Alvaro Garcia , Sunghyun Cho , Radu Timofte
This paper reports on the NTIRE 2025 challenge on HR Depth From images of Specular and Transparent surfaces, held in conjunction with the New Trends in Image Restoration and Enhancement (NTIRE) workshop at CVPR 2025. This challenge aims to…
Computer Vision and Pattern Recognition · Computer Science
2025-06-09
Pierluigi Zama Ramirez , Fabio Tosi , Luigi Di Stefano , Radu Timofte , Alex Costanzino , Matteo Poggi , Samuele Salti , Stefano Mattoccia , Zhe Zhang , Yang Yang , Wu Chen , Anlong Ming , Mingshuai Zhao , Mengying Yu , Shida Gao , Xiangfeng Wang , Feng Xue , Jun Shi , Yong Yang , Yong A , Yixiang Jin , Dingzhe Li , Aryan Shukla , Liam Frija-Altarac , Matthew Toews , Hui Geng , Tianjiao Wan , Zijian Gao , Qisheng Xu , Kele Xu , Zijian Zang , Jameer Babu Pinjari , Kuldeep Purohit , Mykola Lavreniuk , Jing Cao , Shenyi Li , Kui Jiang , Junjun Jiang , Yong Huang
This paper reviews the NTIRE 2024 challenge on image super-resolution ($\times$4), highlighting the solutions proposed and the outcomes obtained. The challenge involves generating corresponding high-resolution (HR) images, magnified by a…
Computer Vision and Pattern Recognition · Computer Science
2024-04-16
Zheng Chen , Zongwei Wu , Eduard Zamfir , Kai Zhang , Yulun Zhang , Radu Timofte , Xiaokang Yang , Hongyuan Yu , Cheng Wan , Yuxin Hong , Zhijuan Huang , Yajun Zou , Yuan Huang , Jiamin Lin , Bingnan Han , Xianyu Guan , Yongsheng Yu , Daoan Zhang , Xuanwu Yin , Kunlong Zuo , Jinhua Hao , Kai Zhao , Kun Yuan , Ming Sun , Chao Zhou , Hongyu An , Xinfeng Zhang , Zhiyuan Song , Ziyue Dong , Qing Zhao , Xiaogang Xu , Pengxu Wei , Zhi-chao Dou , Gui-ling Wang , Chih-Chung Hsu , Chia-Ming Lee , Yi-Shiuan Chou , Cansu Korkmaz , A. Murat Tekalp , Yubin Wei , Xiaole Yan , Binren Li , Haonan Chen , Siqi Zhang , Sihan Chen , Amogh Joshi , Nikhil Akalwadi , Sampada Malagi , Palani Yashaswini , Chaitra Desai , Ramesh Ashok Tabib , Ujwala Patil , Uma Mudenagudi , Anjali Sarvaiya , Pooja Choksy , Jagrit Joshi , Shubh Kawa , Kishor Upla , Sushrut Patwardhan , Raghavendra Ramachandra , Sadat Hossain , Geongi Park , S. M. Nadim Uddin , Hao Xu , Yanhui Guo , Aman Urumbekov , Xingzhuo Yan , Wei Hao , Minghan Fu , Isaac Orais , Samuel Smith , Ying Liu , Wangwang Jia , Qisheng Xu , Kele Xu , Weijun Yuan , Zhan Li , Wenqin Kuang , Ruijin Guan , Ruting Deng , Zhao Zhang , Bo Wang , Suiyi Zhao , Yan Luo , Yanyan Wei , Asif Hussain Khan , Christian Micheloni , Niki Martinel
This paper presents the NTIRE 2026 image super-resolution ($\times$4) challenge, one of the associated competitions of the NTIRE 2026 Workshop at CVPR 2026. The challenge aims to reconstruct high-resolution (HR) images from low-resolution…
Computer Vision and Pattern Recognition · Computer Science
2026-04-17
Zheng Chen , Kai Liu , Jingkai Wang , Xianglong Yan , Jianze Li , Ziqing Zhang , Jue Gong , Jiatong Li , Lei Sun , Xiaoyang Liu , Radu Timofte , Yulun Zhang , Jihye Park , Yoonjin Im , Hyungju Chun , Hyunhee Park , MinKyu Park , Zheng Xie , Xiangyu Kong , Weijun Yuan , Zhan Li , Qiurong Song , Luen Zhu , Fengkai Zhang , Xinzhe Zhu , Junyang Chen , Congyu Wang , Yixin Yang , Zhaorun Zhou , Jiangxin Dong , Jinshan Pan , Shengwei Wang , Jiajie Ou , Baiang Li , Sizhuo Ma , Qiang Gao , Jusheng Zhang , Jian Wang , Keze Wang , Yijiao Liu , Yingsi Chen , Hui Li , Yu Wang , Congchao Zhu , Saeed Ahmad , Ik Hyun Lee , Jun Young Park , Ji Hwan Yoon , Kainan Yan , Zian Wang , Weibo Wang , Shihao Zou , Chao Dong , Wei Zhou , Linfeng Li , Jaeseong Lee , Jaeho Chae , Jinwoo Kim , Seonjoo Kim , Yucong Hong , Zhenming Yan , Junye Chen , Ruize Han , Song Wang , Yuxuan Jiang , Chengxi Zeng , Tianhao Peng , Fan Zhang , David Bull , Tongyao Mu , Qiong Cao , Yifan Wang , Youwei Pan , Leilei Cao , Xiaoping Peng , Wei Deng , Yifei Chen , Wenbo Xiong , Xian Hu , Yuxin Zhang , Xiaoyun Cheng , Yang Ji , Zonghao Chen , Zhihao Xue , Junqin Hu , Nihal Kumar , Snehal Singh Tomar , Klaus Mueller , Surya Vashisth , Prateek Shaily , Jayant Kumar , Hardik Sharma , Ashish Negi , Sachin Chaudhary , Akshay Dudhane , Praful Hambarde , Amit Shukla , Shijun Shi , Jiangning Zhang , Yong Liu , Kai Hu , Jing Xu , Xianfang Zeng , Amitesh M , Hariharan S , Chia-Ming Lee , Yu-Fan Lin , Chih-Chung Hsu , Nishalini K , Sreenath K A , Bilel Benjdira , Anas M. Ali , Wadii Boulila , Shuling Zheng , Zhiheng Fu , Feng Zhang , Zhanglu Chen , Boyang Yao , Nikhil Pathak , Aagam Jain , Milan Kumar , Kishor Upla , Vivek Chavda , Sarang N S , Raghavendra Ramachandra , Zhipeng Zhang , Qi Wang , Shiyu Wang , Jiachen Tu , Guoyi Xu , Yaoxin Jiang , Jiajia Liu , Yaokun Shi , Yuqi Li , Chuanguang Yang , Weilun Feng , Zhuzhi Hong , Hao Wu , Junming Liu , Yingli Tian , Amish Bhushan Kulkarni , Tejas R R Shet , Saakshi M Vernekar , Nikhil Akalwadi , Kaushik Mallibhat , Ramesh Ashok Tabib , Uma Mudenagudi , Yuwen Pan , Tianrun Chen , Deyi Ji , Qi Zhu , Lanyun Zhu , Heyan Zhangyi
This paper reviews the NTIRE 2024 RAW Image Super-Resolution Challenge, highlighting the proposed solutions and results. New methods for RAW Super-Resolution could be essential in modern Image Signal Processing (ISP) pipelines, however,…
Computer Vision and Pattern Recognition · Computer Science
2024-04-26
Marcos V. Conde , Florin-Alexandru Vasluianu , Radu Timofte , Jianxing Zhang , Jia Li , Fan Wang , Xiaopeng Li , Zikun Liu , Hyunhee Park , Sejun Song , Changho Kim , Zhijuan Huang , Hongyuan Yu , Cheng Wan , Wending Xiang , Jiamin Lin , Hang Zhong , Qiaosong Zhang , Yue Sun , Xuanwu Yin , Kunlong Zuo , Senyan Xu , Siyuan Jiang , Zhijing Sun , Jiaying Zhu , Liangyan Li , Ke Chen , Yunzhe Li , Yimo Ning , Guanhua Zhao , Jun Chen , Jinyang Yu , Kele Xu , Qisheng Xu , Yong Dou
This paper presents an overview of NTIRE 2025 the First Challenge on Event-Based Image Deblurring, detailing the proposed methodologies and corresponding results. The primary goal of the challenge is to design an event-based method that…
Computer Vision and Pattern Recognition · Computer Science
2025-04-18
Lei Sun , Andrea Alfarano , Peiqi Duan , Shaolin Su , Kaiwei Wang , Boxin Shi , Radu Timofte , Danda Pani Paudel , Luc Van Gool , Qinglin Liu , Wei Yu , Xiaoqian Lv , Lu Yang , Shuigen Wang , Shengping Zhang , Xiangyang Ji , Long Bao , Yuqiang Yang , Jinao Song , Ziyi Wang , Shuang Wen , Heng Sun , Kean Liu , Mingchen Zhong , Senyan Xu , Zhijing Sun , Jiaying Zhu , Chengjie Ge , Xingbo Wang , Yidi Liu , Xin Lu , Xueyang Fu , Zheng-Jun Zha , Dawei Fan , Dafeng Zhang , Yong Yang , Siru Zhang , Qinghua Yang , Hao Kang , Huiyuan Fu , Heng Zhang , Hongyuan Yu , Zhijuan Huang , Shuoyan Wei , Feng Li , Runmin Cong , Weiqi Luo , Mingyun Lin , Chenxu Jiang , Hongyi Liu , Lei Yu , Weilun Li , Jiajun Zhai , Tingting Lin , Shuang Ma , Sai Zhou , Zhanwen Liu , Yang Wang , Eiffel Chong , Nuwan Bandara , Thivya Kandappu , Archan Misra , Yihang Chen , Zhan Li , Weijun Yuan , Wenzhuo Wang , Boyang Yao , Zhanglu Chen , Yijing Sun , Tianjiao Wan , Zijian Gao , Qisheng Xu , Kele Xu , Yukun Zhang , Yu He , Xiaoyan Xie , Tao Fu , Yashu Gautamkumar Patel , Vihar Ramesh Jain , Divesh Basina , Rishik Ashili , Manish Kumar Manjhi , Sourav Kumar , Prinon Benny , Himanshu Ghunawat , B Sri Sairam Gautam , Anett Varghese , Abhishek Yadav
This paper provides a review of the NTIRE 2025 challenge on real-world face restoration, highlighting the proposed solutions and the resulting outcomes. The challenge focuses on generating natural, realistic outputs while maintaining…
Computer Vision and Pattern Recognition · Computer Science
2025-04-22
Zheng Chen , Jingkai Wang , Kai Liu , Jue Gong , Lei Sun , Zongwei Wu , Radu Timofte , Yulun Zhang , Jianxing Zhang , Jinlong Wu , Jun Wang , Zheng Xie , Hakjae Jeon , Suejin Han , Hyung-Ju Chun , Hyunhee Park , Zhicun Yin , Junjie Chen , Ming Liu , Xiaoming Li , Chao Zhou , Wangmeng Zuo , Weixia Zhang , Dingquan Li , Kede Ma , Yun Zhang , Zhuofan Zheng , Yuyue Liu , Shizhen Tang , Zihao Zhang , Yi Ning , Hao Jiang , Wenjie An , Kangmeng Yu , Chenyang Wang , Kui Jiang , Xianming Liu , Junjun Jiang , Yingfu Zhang , Gang He , Siqi Wang , Kepeng Xu , Zhenyang Liu , Changxin Zhou , Shanlan Shen , Yubo Duan , Yiang Chen , Jin Guo , Mengru Yang , Jen-Wei Lee , Chia-Ming Lee , Chih-Chung Hsu , Hu Peng , Chunming He
This paper provides a review of the NTIRE 2026 challenge on mobile real-world image super-resolution, highlighting the proposed solutions and the resulting outcomes. The challenge aims to recover high-resolution (HR) images from…
Computer Vision and Pattern Recognition · Computer Science
2026-04-21
Jiatong Li , Zheng Chen , Kai Liu , Jingkai Wang , Zihan Zhou , Xiaoyang Liu , Libo Zhu , Jue Gong , Radu Timofte , Yulun Zhang , Congyu Wang , Zihao Wang , Ke Wu , Xinzhe Zhu , Fengkai Zhang , Zhongbao Yang , Long Sun , Jiangxin Dong , Jinshan Pan , Jiachen Tu , Yaokun Shi , Guoyi Xu , Yaoxin Jiang , Jiajia Liu , Renyuan Situ , Yixin Yang , Zhaorun Zhou , Junyang Chen , Yuqi Li , Chuanguang Yang , Weilun Feng , Chuanyue Yan , Yuedong Tan , Yingli Tian , Zhenzhong Chen , Tongqi Guo , Ruhan Liu , Sangzi Shi , Huazhang Deng , Jie Yang , Wenzhuo Ma , Yuantong Zhang , Daiqin Yang , Tianrun Chen , Deyi Ji , Yuxiao Jiang , Qi Zhu , Lanyun Zhu , Yuwen Pan , Runze Tian , Mingyu Shi , Zhanfeng Feng , Yuanfei Bao , Jiaming Guo , Renjing Pei , Xin Di , Long Peng , Linfeng Jiang , Xueyang Fu , Yang Cao , Zhengjun Zha , Choulhyouc Lee , Shyang-En Weng , Yi-Cheng Liao , Jorge Tyrakowski , Yu-Syuan Xu , Wei-Chen Chiu , Ching-Chun Huang , Yoonjin Im , Jihye Park , Hyungju Chun , Hyunhee Park , MinKyu Park , Xiaoxuan Yu , Jianxing Zhang , Yuxuan Jiang , Chengxi Zeng , Tianhao Peng , Fan Zhang , David Bull , Watchara Ruangsang , Supavadee Aramvith , JiaHao Deng , Wei Zhou , Hongyu Huang , Shaohui Lin , Zihan Wang , Yilin Chen , Yunchen Li , Junbo Qiao , Wei Li , Jiao Xie , Gaoqi He , Wenxi Li