CVPR 2025 Open Access Repository

10th New Trends in Image Restoration and Enhancement Workshop and Challenges

RAW Image Reconstruction from RGB on Smartphones. NTIRE 2025 Challenge Report: Marcos Conde,

Radu Timofte,

Radu Berdan,

Beril Besbinar,

Daisuke Iso; [pdf] [arXiv]
[bibtex]
@InProceedings{Conde_2025_CVPR, author = {Conde, Marcos and Timofte, Radu and Berdan, Radu and Besbinar, Beril and Iso, Daisuke}, title = {RAW Image Reconstruction from RGB on Smartphones. NTIRE 2025 Challenge Report}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {1254-1268} }
NTIRE 2025 Challenge on Short-form UGC Video Quality Assessment and Enhancement: KwaiSR Dataset and Study: Xin Li,

Xijun Wang,

Bingchen Li,

Kun Yuan,

Yizhen Shao,

Suhang Yao,

Ming Sun,

Chao Zhou,

Radu Timofte,

Zhibo Chen; [pdf] [arXiv]
[bibtex]
@InProceedings{Li_2025_CVPR, author = {Li, Xin and Wang, Xijun and Li, Bingchen and Yuan, Kun and Shao, Yizhen and Yao, Suhang and Sun, Ming and Zhou, Chao and Timofte, Radu and Chen, Zhibo}, title = {NTIRE 2025 Challenge on Short-form UGC Video Quality Assessment and Enhancement: KwaiSR Dataset and Study}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {1126-1136} }
A Simple Combination of Diffusion Models for Better Quality Trade-Offs in Image Denoising: Jonas Dornbusch,

Emanuel Pfarr,

Florin-Alexandru Vasluianu,

Frank Werner,

Radu Timofte; [pdf] [arXiv]
[bibtex]
@InProceedings{Dornbusch_2025_CVPR, author = {Dornbusch, Jonas and Pfarr, Emanuel and Vasluianu, Florin-Alexandru and Werner, Frank and Timofte, Radu}, title = {A Simple Combination of Diffusion Models for Better Quality Trade-Offs in Image Denoising}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {895-904} }
NTIRE 2025 Challenge on Efficient Burst HDR and Restoration: Datasets, Methods, and Results: Sangmin Lee,

Eunpil Park,

Angel Canelo,

Hyunhee Park,

Youngjo Kim,

Hyungju Chun,

Xin Jin,

Chongyi Li,

Chun-Le Guo,

Radu Timofte,

Qi Wu,

Tianheng Qiu,

Yuchun Dong,

Shenglin Ding,

Guanghua Pan,

Weiyu Zhou,

Tao Hu,

Yixu Feng,

Duwei Dai,

Yu Cao,

Peng Wu,

Wei Dong,

Yanning Zhang,

Qingsen Yan,

Simon Larsen,

Senyan Xu,

Xingbo Wang,

Ruixuan Jiang,

Xin Lu,

Marcos Conde,

Javier Abad-Hernández,

Álvaro García-Lara,

Daniel Feijoo,

Álvaro García,

Zeyu Xiao,

Zhuoyuan Li; [pdf] [arXiv]
[bibtex]
@InProceedings{Lee_2025_CVPR, author = {Lee, Sangmin and Park, Eunpil and Canelo, Angel and Park, Hyunhee and Kim, Youngjo and Chun, Hyungju and Jin, Xin and Li, Chongyi and Guo, Chun-Le and Timofte, Radu and Wu, Qi and Qiu, Tianheng and Dong, Yuchun and Ding, Shenglin and Pan, Guanghua and Zhou, Weiyu and Hu, Tao and Feng, Yixu and Dai, Duwei and Cao, Yu and Wu, Peng and Dong, Wei and Zhang, Yanning and Yan, Qingsen and Larsen, Simon and Xu, Senyan and Wang, Xingbo and Jiang, Ruixuan and Lu, Xin and Conde, Marcos and Abad-Hern\'andez, Javier and Garc{\'\i}a-Lara, \'Alvaro and Feijoo, Daniel and Garc{\'\i}a, \'Alvaro and Xiao, Zeyu and Li, Zhuoyuan}, title = {NTIRE 2025 Challenge on Efficient Burst HDR and Restoration: Datasets, Methods, and Results}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {1002-1017} }
NTIRE 2025 Challenge on HR Depth from Images of Specular and Transparent Surfaces: 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,

Kuldeep Purohit,

Mykola Lavreniuk,

Jing Cao,

Shenyi Li,

Kui Jiang,

Junjun Jiang,

Yong Huang; [pdf] [arXiv]
[bibtex]
@InProceedings{Ramirez_2025_CVPR, author = {Ramirez, Pierluigi Zama and Tosi, Fabio and Di Stefano, Luigi and Timofte, Radu and Costanzino, Alex and Poggi, Matteo and Salti, Samuele and Mattoccia, Stefano and Zhang, Zhe and Yang, Yang and Chen, Wu and Ming, Anlong and Zhao, Mingshuai and Yu, Mengying and Gao, Shida and Wang, Xiangfeng and Xue, Feng and Shi, Jun and Yang, Yong and A, Yong and Jin, Yixiang and Li, Dingzhe and Shukla, Aryan and Frija-Altarac, Liam and Toews, Matthew and Geng, Hui and Wan, Tianjiao and Gao, Zijian and Xu, Qisheng and Xu, Kele and Zang, Zijian and Babu, Jameer and Purohit, Kuldeep and Lavreniuk, Mykola and Cao, Jing and Li, Shenyi and Jiang, Kui and Jiang, Junjun and Huang, Yong}, title = {NTIRE 2025 Challenge on HR Depth from Images of Specular and Transparent Surfaces}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {987-1001} }
NTIRE 2025 Challenge on Cross-Domain Few-Shot Object Detection: Methods and Results: Yuqian Fu,

Xingyu Qiu,

Bin Ren,

Yanwei Fu,

Radu Timofte,

Nicu Sebe,

Ming-Hsuan Yang,

Luc Van Gool,

Kaijin Zhang,

Qingpeng Nong,

Xiugang Dong,

Hong Gao,

Xiangsheng Zhou,

Jiancheng Pan,

Yanxing Liu,

Xiao He,

Jiahao Li,

Yuze Sun,

Xiaomeng Huang,

Zhenyu Zhang,

Ran Ma,

Yuhan Liu,

Zijian Zhuang,

Shuai Yi,

Yixiong Zou,

Lingyi Hong,

Mingxi Chen,

Runze Li,

Xingdong Sheng,

Wenqiang Zhang,

Weisen Chen,

Yongxin Yan,

Xinguo Chen,

Yuanjie Shao,

Zhengrong Zuo,

Nong Sang,

Hao Wu,

Haoran Sun,

Shuming Hu,

Yan Zhang,

Zhiguang Shi,

Yu Zhang,

Chao Chen,

Tao Wang,

Da Feng,

Linhai Zhuo,

Ziming Lin,

Yali Huang,

Jie Me,

Yiming Yang,

Mi Guo,

Mingyuan Jiu,

Mingliang Xu,

Maomao Xiong,

Qunshu Zhang,

Xinyu Cao,

Yuqing Yang,

Dianmo Sheng,

Xuanpu Zhao,

Zhiyu Li,

Xuyang Ding,

Wenqian Li; [pdf] [arXiv]
[bibtex]
@InProceedings{Fu_2025_CVPR, author = {Fu, Yuqian and Qiu, Xingyu and Ren, Bin and Fu, Yanwei and Timofte, Radu and Sebe, Nicu and Yang, Ming-Hsuan and Van Gool, Luc and Zhang, Kaijin and Nong, Qingpeng and Dong, Xiugang and Gao, Hong and Zhou, Xiangsheng and Pan, Jiancheng and Liu, Yanxing and He, Xiao and Li, Jiahao and Sun, Yuze and Huang, Xiaomeng and Zhang, Zhenyu and Ma, Ran and Liu, Yuhan and Zhuang, Zijian and Yi, Shuai and Zou, Yixiong and Hong, Lingyi and Chen, Mingxi and Li, Runze and Sheng, Xingdong and Zhang, Wenqiang and Chen, Weisen and Yan, Yongxin and Chen, Xinguo and Shao, Yuanjie and Zuo, Zhengrong and Sang, Nong and Wu, Hao and Sun, Haoran and Hu, Shuming and Zhang, Yan and Shi, Zhiguang and Zhang, Yu and Chen, Chao and Wang, Tao and Feng, Da and Zhuo, Linhai and Lin, Ziming and Huang, Yali and Me, Jie and Yang, Yiming and Guo, Mi and Jiu, Mingyuan and Xu, Mingliang and Xiong, Maomao and Zhang, Qunshu and Cao, Xinyu and Yang, Yuqing and Sheng, Dianmo and Zhao, Xuanpu and Li, Zhiyu and Ding, Xuyang and Li, Wenqian}, title = {NTIRE 2025 Challenge on Cross-Domain Few-Shot Object Detection: Methods and Results}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {1048-1069} }
Enhanced Semantic Extraction and Guidance for UGC Image Super Resolution: Yiwen Wang,

Ying Liang,

Yuxuan Zhang,

Xinning Chai,

Zhengxue Cheng,

Yingsheng Qin,

Yucai Yang,

Rong Xie,

Li Song; [pdf] [arXiv]
[bibtex]
@InProceedings{Wang_2025_CVPR, author = {Wang, Yiwen and Liang, Ying and Zhang, Yuxuan and Chai, Xinning and Cheng, Zhengxue and Qin, Yingsheng and Yang, Yucai and Xie, Rong and Song, Li}, title = {Enhanced Semantic Extraction and Guidance for UGC Image Super Resolution}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {1421-1430} }
MFSR-GAN: Multi-Frame Super-Resolution with Handheld Motion Modeling: Fadeel Sher Khan,

Joshua Ebenezer,

Hamid Sheikh,

Seok-Jun Lee; [pdf] [supp]
[bibtex]
@InProceedings{Khan_2025_CVPR, author = {Khan, Fadeel Sher and Ebenezer, Joshua and Sheikh, Hamid and Lee, Seok-Jun}, title = {MFSR-GAN: Multi-Frame Super-Resolution with Handheld Motion Modeling}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {800-809} }
Training Neural Networks on RAW and HDR Images for Restoration Tasks: Andrew Yanzhe Ke,

Lei Luo,

Xiaoyu Xiang,

Yuchen Fan,

Rakesh Ranjan,

Alexandre Chapiro,

Rafal Mantiuk; [pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Ke_2025_CVPR, author = {Ke, Andrew Yanzhe and Luo, Lei and Xiang, Xiaoyu and Fan, Yuchen and Ranjan, Rakesh and Chapiro, Alexandre and Mantiuk, Rafal}, title = {Training Neural Networks on RAW and HDR Images for Restoration Tasks}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {810-819} }
NTIRE 2025 challenge on Text to Image Generation Model Quality Assessment: Shuhao Han,

Haotian Fan,

Fangyuan Kong,

Wenjie Liao,

Chunle Guo,

Chongyi Li,

Radu Timofte,

Liang Li,

Tao Li,

Junhui Cui,

Yunqiu Wang,

Yang Tai,

Jingwei Sun,

Jianhui Sun,

Xinli Yue,

Tianyi Wang,

Huan Hou,

Junda Lu,

Xinyang Huang,

Zitang Zhou,

Zijian Zhang,

Xuhui Zheng,

Xuecheng Wu,

Chong Peng,

Xuezhi Cao,

Trong-Hieu Nguyen-Mau,

Minh-Hoang Le,

Minh-Khoa Le-Phan,

Duy-Nam Ly,

Hai-Dang Nguyen,

Minh-Triet Tran,

Yukang Lin,

Yan Hong,

Chuanbiao Song,

Siyuan Li,

Jun Lan,

Zhichao Zhang,

Xinyue Li,

Wei Sun,

Zicheng Zhang,

Yunhao Li,

Xiaohong Liu,

Guangtao Zhai,

Zitong Xu,

Huiyu Duan,

Jiarui Wang,

Guangji Ma,

Liu Yang,

Lu Liu,

Qiang Hu,

Xiongkuo Min,

Zichuan Wang,

Zhenchen Tang,

Bo Peng,

Jing Dong,

Fengbin Guan,

Zihao Yu,

Yiting Lu,

Wei Luo,

Xin Li,

Minhao Lin,

Haofeng Chen,

Xuanxuan He,

Kele Xu,

Qisheng Xu,

Zijian Gao,

Tianjiao Wan,

Bo-Cheng Qiu,

Chih-Chung Hsu,

Chia-ming Lee,

Yu-Fan Lin,

Bo Yu,

Zehao Wang,

Da Mu,

Mingxiu Chen,

Junkang Fang,

Huamei Sun,

Wending Zhao,

Zhiyu Wang,

Wang Liu,

Weikang Yu,

Puhong Duan,

Bin Sun,

Xudong Kang,

Shutao Li,

Shuai He,

Lingzhi Fu,

Heng Cong,

Rongyu Zhang,

Jiarong He,

Zhishan Qiao,

Yongqing Huang,

Zewen Chen,

Zhe Pang,

Juan Wang,

Jian Guo,

Zhizhuo Shao,

Ziyu Feng,

Bing Li,

Weiming Hu,

Hesong Li,

Dehua Liu,

Zeming Liu,

Qingsong Xie,

Ruichen Wang,

Zhihao Li,

Yuqi Liang,

Jianqi Bi,

Jun Luo,

Junfeng Yang,

Can Li,

Jing Fu,

Hongwei Xu,

Mingrui Long,

Lulin Tang; [pdf] [arXiv]
[bibtex]
@InProceedings{Han_2025_CVPR, author = {Han, Shuhao and Fan, Haotian and Kong, Fangyuan and Liao, Wenjie and Guo, Chunle and Li, Chongyi and Timofte, Radu and Li, Liang and Li, Tao and Cui, Junhui and Wang, Yunqiu and Tai, Yang and Sun, Jingwei and Sun, Jianhui and Yue, Xinli and Wang, Tianyi and Hou, Huan and Lu, Junda and Huang, Xinyang and Zhou, Zitang and Zhang, Zijian and Zheng, Xuhui and Wu, Xuecheng and Peng, Chong and Cao, Xuezhi and Nguyen-Mau, Trong-Hieu and Le, Minh-Hoang and Le-Phan, Minh-Khoa and Ly, Duy-Nam and Nguyen, Hai-Dang and Tran, Minh-Triet and Lin, Yukang and Hong, Yan and Song, Chuanbiao and Li, Siyuan and Lan, Jun and Zhang, Zhichao and Li, Xinyue and Sun, Wei and Zhang, Zicheng and Li, Yunhao and Liu, Xiaohong and Zhai, Guangtao and Xu, Zitong and Duan, Huiyu and Wang, Jiarui and Ma, Guangji and Yang, Liu and Liu, Lu and Hu, Qiang and Min, Xiongkuo and Wang, Zichuan and Tang, Zhenchen and Peng, Bo and Dong, Jing and Guan, Fengbin and Yu, Zihao and Lu, Yiting and Luo, Wei and Li, Xin and Lin, Minhao and Chen, Haofeng and He, Xuanxuan and Xu, Kele and Xu, Qisheng and Gao, Zijian and Wan, Tianjiao and Qiu, Bo-Cheng and Hsu, Chih-Chung and Lee, Chia-ming and Lin, Yu-Fan and Yu, Bo and Wang, Zehao and Mu, Da and Chen, Mingxiu and Fang, Junkang and Sun, Huamei and Zhao, Wending and Wang, Zhiyu and Liu, Wang and Yu, Weikang and Duan, Puhong and Sun, Bin and Kang, Xudong and Li, Shutao and He, Shuai and Fu, Lingzhi and Cong, Heng and Zhang, Rongyu and He, Jiarong and Qiao, Zhishan and Huang, Yongqing and Chen, Zewen and Pang, Zhe and Wang, Juan and Guo, Jian and Shao, Zhizhuo and Feng, Ziyu and Li, Bing and Hu, Weiming and Li, Hesong and Liu, Dehua and Liu, Zeming and Xie, Qingsong and Wang, Ruichen and Li, Zhihao and Liang, Yuqi and Bi, Jianqi and Luo, Jun and Yang, Junfeng and Li, Can and Fu, Jing and Xu, Hongwei and Long, Mingrui and Tang, Lulin}, title = {NTIRE 2025 challenge on Text to Image Generation Model Quality Assessment}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {1104-1125} }
Instance Feature Caching for Cross-Domain Few-Shot Object Detection: Yali Huang,

Jie Mei,

Yiming Yang,

Mi Guo,

Mingyuan Jiu,

Mingliang Xu; [pdf]
[bibtex]
@InProceedings{Huang_2025_CVPR, author = {Huang, Yali and Mei, Jie and Yang, Yiming and Guo, Mi and Jiu, Mingyuan and Xu, Mingliang}, title = {Instance Feature Caching for Cross-Domain Few-Shot Object Detection}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {1567-1575} }
Leveraging Multimodal Large Language Models for Joint Discrete and Continuous Evaluation in Text-to-Image Alignment: Zhichao Zhang,

Xinyue Li,

Wei Sun,

Zicheng Zhang,

Yunhao Li,

Xiaohong Liu,

Guangtao Zhai; [pdf]
[bibtex]
@InProceedings{Zhang_2025_CVPR, author = {Zhang, Zhichao and Li, Xinyue and Sun, Wei and Zhang, Zicheng and Li, Yunhao and Liu, Xiaohong and Zhai, Guangtao}, title = {Leveraging Multimodal Large Language Models for Joint Discrete and Continuous Evaluation in Text-to-Image Alignment}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {977-986} }
NTIRE 2025 Challenge on Light Field Image Super-Resolution: Methods and Results: Yingqian Wang,

Zhengyu Liang,

Fengyuan Zhang,

Lvli Tian,

Longguang Wang,

Juncheng Li,

Jungang Yang,

Radu Timofte,

Yulan Guo,

Kai Jin,

Zeqiang Wei,

Angulia Yang,

Di Wu,

Mingzhi Gao,

Xiuzhuang Zhou,

Yue Yan,

Yuaho Wang,

Shuang Chen,

Zeping Tian,

Yizhi Hu,

Yao Lu,

Haosong Liu,

Xiancheng Zhu,

Huanqiang Zeng,

Jianqing Zhu,

Yifan Shi,

Junhui Hou,

Mingyang Yu,

Zhijian Wu,

Dingjiang Huang,

Wenli Zheng,

Zekai Xu,

Huiyuan Fu,

Heng Zhang,

Zhijuan Huang,

Hongyuan Yu,

Zeke Zexi Hu,

Haodong Chen,

Vera Yuk Ying Chung,

Xiaoming Chen,

Zean Chen,

Yeyao Chen,

Gangyi Jiang,

Haiyong Xu,

Ting Luo,

Guanglong Liao,

Danhao Zhang,

Siyu Zhang,

Wendong Mao,

Zhongfeng Wang,

Sunita Arya,

Abhishek Kumar Sinha,

S Manthira Moorthi,

Hao Zhang,

Hao Sheng,

Da Yang,

Zhenglong Cui,

Shuai Wang,

Haotian Zhang,

Xingzheng Wang,

Yuanbo Huang,

Jiahao Lin,

Yuhang Lin,

Ahmed Salem,

Ebrahem Elkady,

Hatem Ibrahem,

Jae-Won Suh,

Hyun-Soo Kang,

Changguang Wu,

Hao Hou,

Pengpeng Li,

Peng Huang,

Jiangxin Dong,

Jinhui Tang; [pdf] [supp]
[bibtex]
@InProceedings{Wang_2025_CVPR, author = {Wang, Yingqian and Liang, Zhengyu and Zhang, Fengyuan and Tian, Lvli and Wang, Longguang and Li, Juncheng and Yang, Jungang and Timofte, Radu and Guo, Yulan and Jin, Kai and Wei, Zeqiang and Yang, Angulia and Wu, Di and Gao, Mingzhi and Zhou, Xiuzhuang and Yan, Yue and Wang, Yuaho and Chen, Shuang and Tian, Zeping and Hu, Yizhi and Lu, Yao and Liu, Haosong and Zhu, Xiancheng and Zeng, Huanqiang and Zhu, Jianqing and Shi, Yifan and Hou, Junhui and Yu, Mingyang and Wu, Zhijian and Huang, Dingjiang and Zheng, Wenli and Xu, Zekai and Fu, Huiyuan and Zhang, Heng and Huang, Zhijuan and Yu, Hongyuan and Hu, Zeke Zexi and Chen, Haodong and Chung, Vera Yuk Ying and Chen, Xiaoming and Chen, Zean and Chen, Yeyao and Jiang, Gangyi and Xu, Haiyong and Luo, Ting and Liao, Guanglong and Zhang, Danhao and Zhang, Siyu and Mao, Wendong and Wang, Zhongfeng and Arya, Sunita and Sinha, Abhishek Kumar and Moorthi, S Manthira and Zhang, Hao and Sheng, Hao and Yang, Da and Cui, Zhenglong and Wang, Shuai and Zhang, Haotian and Wang, Xingzheng and Huang, Yuanbo and Lin, Jiahao and Lin, Yuhang and Salem, Ahmed and Elkady, Ebrahem and Ibrahem, Hatem and Suh, Jae-Won and Kang, Hyun-Soo and Wu, Changguang and Hou, Hao and Li, Pengpeng and Huang, Peng and Dong, Jiangxin and Tang, Jinhui}, title = {NTIRE 2025 Challenge on Light Field Image Super-Resolution: Methods and Results}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {1227-1246} }
NTIRE 2025 Ambient Lighting Normalization Challenge Report: Florin-Alexandru Vasluianu,

Tim Seizinger,

Zhuyun Zhou,

Zongwei Wu,

Radu Timofte,

Yuanfei Bao,

Xingbo Wang,

Xin Lu,

Jiarong Yang,

Anya Hu,

Kunyu Wang,

Jie Xiao,

Dong Li,

Xueyang Fu,

Zheng-Jun Zha,

Zihao Fan,

Xi Wang,

Yurui Zhu,

Kean Liu,

Senyan Xu,

Hongjian Liu,

Yupeng Xiao,

David Serrano-Lozano,

Francisco A. Molina-Bakhos,

Danna Xue,

Yixiong Yang,

Maria Pilligua,

Ramon Baldrich,

Maria Vanrell,

Javier Vazquez-Corral,

Xuan Sun,

Zijie Lou,

Ting Liu,

Kuldeep Purohit,

Jameer Babu Pinjari,

Yilin Zhang,

Huan Zheng,

Yanyan Wei,

Suiyi Zhao,

Shengeng Tang,

Zhao Zhang,

Yushen Zuo,

Zongqi He,

Zhe Xiao,

Cuixin Yang,

Rongkang Dong,

Jun Xiao,

Kin-Man Lam,

Nikhil Akalwadi,

Vijayalaxmi Ashok Aralikatti,

Dheeraj Damodhar Hegde,

Ramesh Ashok Tabib,

Uma Mudenagudi,

Anas M. Ali,

Bilel Benjdira,

Wadii Boulila; [pdf] [supp]
[bibtex]
@InProceedings{Vasluianu_2025_CVPR, author = {Vasluianu, Florin-Alexandru and Seizinger, Tim and Zhou, Zhuyun and Wu, Zongwei and Timofte, Radu and Bao, Yuanfei and Wang, Xingbo and Lu, Xin and Yang, Jiarong and Hu, Anya and Wang, Kunyu and Xiao, Jie and Li, Dong and Fu, Xueyang and Zha, Zheng-Jun and Fan, Zihao and Wang, Xi and Zhu, Yurui and Liu, Kean and Xu, Senyan and Liu, Hongjian and Xiao, Yupeng and Serrano-Lozano, David and Molina-Bakhos, Francisco A. and Xue, Danna and Yang, Yixiong and Pilligua, Maria and Baldrich, Ramon and Vanrell, Maria and Vazquez-Corral, Javier and Sun, Xuan and Lou, Zijie and Liu, Ting and Purohit, Kuldeep and Pinjari, Jameer Babu and Zhang, Yilin and Zheng, Huan and Wei, Yanyan and Zhao, Suiyi and Tang, Shengeng and Zhang, Zhao and Zuo, Yushen and He, Zongqi and Xiao, Zhe and Yang, Cuixin and Dong, Rongkang and Xiao, Jun and Lam, Kin-Man and Akalwadi, Nikhil and Aralikatti, Vijayalaxmi Ashok and Hegde, Dheeraj Damodhar and Tabib, Ramesh Ashok and Mudenagudi, Uma and Ali, Anas M. and Benjdira, Bilel and Boulila, Wadii}, title = {NTIRE 2025 Ambient Lighting Normalization Challenge Report}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {1289-1300} }
NTIRE 2025 Challenge on Video Quality Enhancement for Video Conferencing: Datasets, Methods and Results: Varun Jain,

Zongwei Wu,

Quan Zou,

Louis Florentin,

Henrik Turbell,

Sandeep Siddhartha,

Radu Timofte,

Qifan Gao,

Linyan Jiang,

Qing Luo,

Jie Song,

Yaqing Li,

Summer Luo,

Mae Chen,

Stefan Liu,

Danie Song,

Huimin Zeng,

Qi Chen,

Ajeet Kumar Verma,

Shweta Tripathi,

Vinit Jakhetiya,

Badri N Subhdhi,

Sunil Jaiswal; [pdf] [arXiv]
[bibtex]
@InProceedings{Jain_2025_CVPR, author = {Jain, Varun and Wu, Zongwei and Zou, Quan and Florentin, Louis and Turbell, Henrik and Siddhartha, Sandeep and Timofte, Radu and Gao, Qifan and Jiang, Linyan and Luo, Qing and Song, Jie and Li, Yaqing and Luo, Summer and Chen, Mae and Liu, Stefan and Song, Danie and Zeng, Huimin and Chen, Qi and Verma, Ajeet Kumar and Tripathi, Shweta and Jakhetiya, Vinit and Subhdhi, Badri N and Jaiswal, Sunil}, title = {NTIRE 2025 Challenge on Video Quality Enhancement for Video Conferencing: Datasets, Methods and Results}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {1184-1194} }
Instruction-augmented Multimodal Alignment for Image-Text and Element Matching: Xinli Yue,

JianHui Sun,

Junda Lu,

Liangchao Yao,

Fan Xia,

Tianyi Wang,

Fengyun Rao,

Jing Lyu,

Yuetang Deng; [pdf] [arXiv]
[bibtex]
@InProceedings{Yue_2025_CVPR, author = {Yue, Xinli and Sun, JianHui and Lu, Junda and Yao, Liangchao and Xia, Fan and Wang, Tianyi and Rao, Fengyun and Lyu, Jing and Deng, Yuetang}, title = {Instruction-augmented Multimodal Alignment for Image-Text and Element Matching}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {1379-1388} }
FUSION: Frequency-guided Underwater Spatial Image recOnstructioN: Jaskaran Walia,

Shravan Venkatraman,

Pavithra L K; [pdf] [supp]
[bibtex]
@InProceedings{Walia_2025_CVPR, author = {Walia, Jaskaran and Venkatraman, Shravan and K, Pavithra L}, title = {FUSION: Frequency-guided Underwater Spatial Image recOnstructioN}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {843-852} }
NTIRE 2025 Challenge on UGC Video Enhancement: Methods and Results: Nickolay Safonov,

Alexey Bryntsev,

Andrey Moskalenko,

Dmitry Kulikov,

Dmitriy Vatolin,

Radu Timofte,

Haibo Lei,

Qifan Gao,

Qing Luo,

Yaqing Li,

Jie Song,

Shaozhe Hao,

Meisong Zheng,

Jingyi Xu,

Chengbin Wu,

Jiahui Liu,

Ying Chen,

Xin Deng,

Mai Xu,

Peipei Liang,

Jie Ma,

Junjie Jin,

Yingxue Pang,

Fangzhou Luo,

Kai Chen,

Shijie Zhao,

Mingyang Wu,

Renjie Li,

Yushen Zuo,

Zhengzhong Tu,

Shengyun Zhong; [pdf]
[bibtex]
@InProceedings{Safonov_2025_CVPR, author = {Safonov, Nickolay and Bryntsev, Alexey and Moskalenko, Andrey and Kulikov, Dmitry and Vatolin, Dmitriy and Timofte, Radu and Lei, Haibo and Gao, Qifan and Luo, Qing and Li, Yaqing and Song, Jie and Hao, Shaozhe and Zheng, Meisong and Xu, Jingyi and Wu, Chengbin and Liu, Jiahui and Chen, Ying and Deng, Xin and Xu, Mai and Liang, Peipei and Ma, Jie and Jin, Junjie and Pang, Yingxue and Luo, Fangzhou and Chen, Kai and Zhao, Shijie and Wu, Mingyang and Li, Renjie and Zuo, Yushen and Tu, Zhengzhong and Zhong, Shengyun}, title = {NTIRE 2025 Challenge on UGC Video Enhancement: Methods and Results}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {1503-1513} }
NTIRE 2025 Challenge on Short-form UGC Video Quality Assessment and Enhancement: Methods and Results: Xin Li,

Kun Yuan,

Bingchen Li,

Fengbin Guan,

Yizhen Shao,

Zihao Yu,

Xijun Wang,

Yiting Lu,

Wei Luo,

Suhang Yao,

Ming Sun,

Chao Zhou,

Zhibo Chen,

Radu Timofte,

Yabin Zhang,

Ao-Xiang Zhang,

Tianwu Zhi,

Jianzhao Liu,

Yang Li,

Jingwen Xu,

Yiting Liao,

Yushen Zuo,

Mingyang Wu,

Renjie Li,

Shengyun Zhong,

Zhengzhong Tu,

Yufan Liu,

Xiangguang Chen,

Zuowei Cao,

Minhao Tang,

Shan Liu,

Kexin Zhang,

Jingfen Xie,

Yan Wang,

Kai Chen,

Shijie Zhao,

Yunchen Zhang,

Xiangkai Xu,

Hong Gao,

Ji Shi,

Yiming Bao,

Xiugang Dong,

Xiangsheng Zhou,

Yaofeng Tu,

Ying Liang,

Yiwen Wang,

Xinning Chai,

Yuxuan Zhang,

Zhengxue Cheng,

Yingsheng Qin,

Yucai Yang,

Rong Xie,

Li Song,

Wei Sun,

Kang Fu,

Linhan Cao,

Dandan Zhu,

Kaiwei Zhang,

Yucheng Zhu,

Zicheng Zhang,

Menghan Hu,

Xiongkuo Min,

Guangtao Zhai,

Zhi Jin,

Jiawei Wu,

Wei Wang,

Wenjian Zhang,

Yuhai Lan,

Gaoxiong Yi,

Hengyuan Na,

Wang Luo,

Di Wu,

MingYin Bai,

Jiawang Du,

Zilong Lu,

Zhenyu Jiang,

Hui Zeng,

Ziguan Cui,

Zongliang Gan,

Guijin Tang,

Xinglin Xie,

Kehuan Song,

Xiaoqiang Lu,

Licheng Jiao,

Fang Liu,

Xu Liu,

Puhua Chen,

Ha Thu Nguyen,

Katrien De Moor,

Seyed Ali Amirshahi,

Mohamed-Chaker Larabi,

Qi Tang,

Linfeng He,

Zhiyong Gao,

Zixuan Gao,

Guohua Zhang,

Zhiye Huang,

Yi Deng,

Qingmiao Jiang,

Lu Chen,

Yi Yang,

Xi Liao,

Nourine Mohammed Nadir,

Yuxuan Jiang,

Qiang Zhu,

Siyue Teng,

Fan Zhang,

Shuyuan Zhu,

Bing Zeng,

David Bull,

Meiqin Liu,

Chao Yao,

Yao Zhao; [pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Li_2025_CVPR, author = {Li, Xin and Yuan, Kun and Li, Bingchen and Guan, Fengbin and Shao, Yizhen and Yu, Zihao and Wang, Xijun and Lu, Yiting and Luo, Wei and Yao, Suhang and Sun, Ming and Zhou, Chao and Chen, Zhibo and Timofte, Radu and Zhang, Yabin and Zhang, Ao-Xiang and Zhi, Tianwu and Liu, Jianzhao and Li, Yang and Xu, Jingwen and Liao, Yiting and Zuo, Yushen and Wu, Mingyang and Li, Renjie and Zhong, Shengyun and Tu, Zhengzhong and Liu, Yufan and Chen, Xiangguang and Cao, Zuowei and Tang, Minhao and Liu, Shan and Zhang, Kexin and Xie, Jingfen and Wang, Yan and Chen, Kai and Zhao, Shijie and Zhang, Yunchen and Xu, Xiangkai and Gao, Hong and Shi, Ji and Bao, Yiming and Dong, Xiugang and Zhou, Xiangsheng and Tu, Yaofeng and Liang, Ying and Wang, Yiwen and Chai, Xinning and Zhang, Yuxuan and Cheng, Zhengxue and Qin, Yingsheng and Yang, Yucai and Xie, Rong and Song, Li and Sun, Wei and Fu, Kang and Cao, Linhan and Zhu, Dandan and Zhang, Kaiwei and Zhu, Yucheng and Zhang, Zicheng and Hu, Menghan and Min, Xiongkuo and Zhai, Guangtao and Jin, Zhi and Wu, Jiawei and Wang, Wei and Zhang, Wenjian and Lan, Yuhai and Yi, Gaoxiong and Na, Hengyuan and Luo, Wang and Wu, Di and Bai, MingYin and Du, Jiawang and Lu, Zilong and Jiang, Zhenyu and Zeng, Hui and Cui, Ziguan and Gan, Zongliang and Tang, Guijin and Xie, Xinglin and Song, Kehuan and Lu, Xiaoqiang and Jiao, Licheng and Liu, Fang and Liu, Xu and Chen, Puhua and Nguyen, Ha Thu and De Moor, Katrien and Amirshahi, Seyed Ali and Larabi, Mohamed-Chaker and Tang, Qi and He, Linfeng and Gao, Zhiyong and Gao, Zixuan and Zhang, Guohua and Huang, Zhiye and Deng, Yi and Jiang, Qingmiao and Chen, Lu and Yang, Yi and Liao, Xi and Nadir, Nourine Mohammed and Jiang, Yuxuan and Zhu, Qiang and Teng, Siyue and Zhang, Fan and Zhu, Shuyuan and Zeng, Bing and Bull, David and Liu, Meiqin and Yao, Chao and Zhao, Yao}, title = {NTIRE 2025 Challenge on Short-form UGC Video Quality Assessment and Enhancement: Methods and Results}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {1092-1103} }
Quality Assessment for Talking Head Videos via Multi-modal Feature Representation: Mengjing Su,

Yi Wang,

Tuo Chen,

Chunxiao Li,

Shuaiyu Zhao,

Jiaxin Wen,

Chuyi Lin,

Sitong Liu,

Ningxin Chu,

Yu Zhou; [pdf]
[bibtex]
@InProceedings{Su_2025_CVPR, author = {Su, Mengjing and Wang, Yi and Chen, Tuo and Li, Chunxiao and Zhao, Shuaiyu and Wen, Jiaxin and Lin, Chuyi and Liu, Sitong and Chu, Ningxin and Zhou, Yu}, title = {Quality Assessment for Talking Head Videos via Multi-modal Feature Representation}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {1414-1420} }
NTIRE 2025 the 2nd Restore Any Image Model (RAIM) in the Wild Challenge: Jie Liang,

Radu Timofte,

Qiaosi Yi,

Zhengqiang Zhang,

Shuaizheng Liu,

Lingchen Sun,

Rongyuan Wu,

Xindong Zhang,

Hui Zeng,

Lei Zhang,

Tianyu Hao,

Lin Wang,

Zhe Xiao,

Pengzhou Ji,

Shu-Peng Zhong,

Xiangming Wang,

Jiaqi Yan,

Sishun Pan,

Ce Wang,

Yibin Huang,

Zhang Sheng Wang,

Haobo Liang,

Zhenghao Pan,

Jinjian Wu,

Yushen Zuo,

Yuanbo Zhou; [pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Liang_2025_CVPR, author = {Liang, Jie and Timofte, Radu and Yi, Qiaosi and Zhang, Zhengqiang and Liu, Shuaizheng and Sun, Lingchen and Wu, Rongyuan and Zhang, Xindong and Zeng, Hui and Zhang, Lei and Hao, Tianyu and Wang, Lin and Xiao, Zhe and Ji, Pengzhou and Zhong, Shu-Peng and Wang, Xiangming and Yan, Jiaqi and Pan, Sishun and Wang, Ce and Huang, Yibin and Wang, Zhang Sheng and Liang, Haobo and Pan, Zhenghao and Wu, Jinjian and Zuo, Yushen and Zhou, Yuanbo}, title = {NTIRE 2025 the 2nd Restore Any Image Model (RAIM) in the Wild Challenge}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {1269-1278} }
The Tenth NTIRE 2025 Image Denoising Challenge Report: Lei Sun,

Hang Guo,

Bin Ren,

Luc Van Gool,

Radu Timofte,

Yawei Li; [pdf] [arXiv]
[bibtex]
@InProceedings{Sun_2025_CVPR, author = {Sun, Lei and Guo, Hang and Ren, Bin and Van Gool, Luc and Timofte, Radu and Li, Yawei}, title = {The Tenth NTIRE 2025 Image Denoising Challenge Report}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {1342-1369} }
LFTransMamba: A Hybrid Mamba-Transformer Model for Light Field Image Super-Resolution: Kai Jin,

Zeqiang Wei,

Angulia Yang,

Di Wu,

Mingzhi Gao,

Xiuzhuang Zhou; [pdf]
[bibtex]
@InProceedings{Jin_2025_CVPR, author = {Jin, Kai and Wei, Zeqiang and Yang, Angulia and Wu, Di and Gao, Mingzhi and Zhou, Xiuzhuang}, title = {LFTransMamba: A Hybrid Mamba-Transformer Model for Light Field Image Super-Resolution}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {1195-1204} }
NTIRE 2025 XGC Quality Assessment Challenge: Methods and Results: Xiaohong Liu,

Xiongkuo Min,

Qiang Hu,

Xiaoyun Zhang,

Jie Guo,

Guangtao Zhai,

Shushi Wang,

Yingjie Zhou,

Lu Liu,

Jingxin Li,

Liu Yang,

Farong Wen,

Li Xu,

Yanwei Jiang,

Xilei Zhu,

Chunyi Li,

Zicheng Zhang,

Huiyu Duan,

Xiele Wu,

Yixuan Gao,

Yuqin Cao,

Jun Jia,

Wei Sun,

Jiezhang Cao,

Radu Timofte,

Baojun Li,

Jiamian Huang,

Dan Luo,

Tao Liu,

Weixia Zhang,

Bingkun Zheng,

Junlin Chen,

Ruikai Zhou,

Meiya Chen,

Yu Wang,

Hao Jiang,

Xiantao Li,

Yuxiang Jiang,

Jun Tang,

Yimeng Zhao,

Bo Hu,

Zelu Qi,

Chaoyang Zhang,

Fei Zhao,

Ping Shi,

Lingzhi Fu,

Heng Cong,

Shuai He,

Rongyu Zhang,

Jiarong He,

Zongyao Hu,

Wei Luo,

Zihao Yu,

Fengbin Guan,

Yiting Lu,

Xin Li,

Zhibo Chen,

Mengjing Su,

Yi Wang,

Tuo Chen,

Chunxiao Li,

Shuaiyu Zhao,

Jiaxin Wen,

Chuyi Lin,

Sitong Liu,

Ningxin Chu,

Jing Wan,

Yu Zhou,

Baoying Chen,

Jishen Zeng,

Jiarui Liu,

Xianjin Liu,

Xin Chen,

Lanzhi Zhou,

Hangyu Li,

You Han,

Bibo Xiang,

Zhenjie Liu,

Jianzhang Lu,

Jialin Gui,

Renjie Lu,

Shangfei Wang,

Donghao Zhou,

Jingyu Lin,

Quanjian Song,

Jiancheng Huang,

Yufeng Yang,

Changwei Wang,

Shupeng Zhong,

Yang Yang,

Lihuo He,

Jia Liu,

Yuting Xing,

Tida Fang,

Yuchun Jin; [pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Liu_2025_CVPR, author = {Liu, Xiaohong and Min, Xiongkuo and Hu, Qiang and Zhang, Xiaoyun and Guo, Jie and Zhai, Guangtao and Wang, Shushi and Zhou, Yingjie and Liu, Lu and Li, Jingxin and Yang, Liu and Wen, Farong and Xu, Li and Jiang, Yanwei and Zhu, Xilei and Li, Chunyi and Zhang, Zicheng and Duan, Huiyu and Wu, Xiele and Gao, Yixuan and Cao, Yuqin and Jia, Jun and Sun, Wei and Cao, Jiezhang and Timofte, Radu and Li, Baojun and Huang, Jiamian and Luo, Dan and Liu, Tao and Zhang, Weixia and Zheng, Bingkun and Chen, Junlin and Zhou, Ruikai and Chen, Meiya and Wang, Yu and Jiang, Hao and Li, Xiantao and Jiang, Yuxiang and Tang, Jun and Zhao, Yimeng and Hu, Bo and Qi, Zelu and Zhang, Chaoyang and Zhao, Fei and Shi, Ping and Fu, Lingzhi and Cong, Heng and He, Shuai and Zhang, Rongyu and He, Jiarong and Hu, Zongyao and Luo, Wei and Yu, Zihao and Guan, Fengbin and Lu, Yiting and Li, Xin and Chen, Zhibo and Su, Mengjing and Wang, Yi and Chen, Tuo and Li, Chunxiao and Zhao, Shuaiyu and Wen, Jiaxin and Lin, Chuyi and Liu, Sitong and Chu, Ningxin and Wan, Jing and Zhou, Yu and Chen, Baoying and Zeng, Jishen and Liu, Jiarui and Liu, Xianjin and Chen, Xin and Zhou, Lanzhi and Li, Hangyu and Han, You and Xiang, Bibo and Liu, Zhenjie and Lu, Jianzhang and Gui, Jialin and Lu, Renjie and Wang, Shangfei and Zhou, Donghao and Lin, Jingyu and Song, Quanjian and Huang, Jiancheng and Yang, Yufeng and Wang, Changwei and Zhong, Shupeng and Yang, Yang and He, Lihuo and Liu, Jia and Xing, Yuting and Fang, Tida and Jin, Yuchun}, title = {NTIRE 2025 XGC Quality Assessment Challenge: Methods and Results}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {1389-1402} }
FusionNet: Multi-model Linear Fusion Framework for Low-light Image Enhancement: Kangbiao Shi,

Yixu Feng,

Tao Hu,

Yu Cao,

Peng Wu,

Yijin Liang,

Yanning Zhang,

Qingsen Yan; [pdf] [arXiv]
[bibtex]
@InProceedings{Shi_2025_CVPR, author = {Shi, Kangbiao and Feng, Yixu and Hu, Tao and Cao, Yu and Wu, Peng and Liang, Yijin and Zhang, Yanning and Yan, Qingsen}, title = {FusionNet: Multi-model Linear Fusion Framework for Low-light Image Enhancement}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {1028-1037} }
Recursive Multi-Exposure Alignment with Spatiotemporal Decoupling for Efficient Burst HDR and Restoration: Tianheng Qiu,

Qi Wu,

Yuchun Dong,

Shenglin Ding,

Xuan Huang,

Hu Wei,

Guanghua Pan; [pdf]
[bibtex]
@InProceedings{Qiu_2025_CVPR, author = {Qiu, Tianheng and Wu, Qi and Dong, Yuchun and Ding, Shenglin and Huang, Xuan and Wei, Hu and Pan, Guanghua}, title = {Recursive Multi-Exposure Alignment with Spatiotemporal Decoupling for Efficient Burst HDR and Restoration}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {1038-1047} }
FALCON: Fast Image Haze Removal Leveraging Continuous Density Mask: Donghyun Kim,

Seil Kang,

Seong Jae Hwang; [pdf]
[bibtex]
@InProceedings{Kim_2025_CVPR, author = {Kim, Donghyun and Kang, Seil and Hwang, Seong Jae}, title = {FALCON: Fast Image Haze Removal Leveraging Continuous Density Mask}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {853-863} }
Text-Guided Patch Scoring and Local Distortion Guidance for Image Quality Assessment: Juyong Park,

Jihun Song,

Gyewan Kim,

Yoonsuk Hyun; [pdf] [supp]
[bibtex]
@InProceedings{Park_2025_CVPR, author = {Park, Juyong and Song, Jihun and Kim, Gyewan and Hyun, Yoonsuk}, title = {Text-Guided Patch Scoring and Local Distortion Guidance for Image Quality Assessment}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {790-799} }
Frequency-Prior Enhanced Ambient Lighting Normalization via Visual Perceptual Refinement: Yuanfei Bao,

Xin Lu,

Xingbo Wang,

Jiarong Yang,

Anya Hu,

Kunyu Wang,

Jie Xiao,

Dong Li,

Xueyang Fu,

Zheng-Jun Zha; [pdf]
[bibtex]
@InProceedings{Bao_2025_CVPR, author = {Bao, Yuanfei and Lu, Xin and Wang, Xingbo and Yang, Jiarong and Hu, Anya and Wang, Kunyu and Xiao, Jie and Li, Dong and Fu, Xueyang and Zha, Zheng-Jun}, title = {Frequency-Prior Enhanced Ambient Lighting Normalization via Visual Perceptual Refinement}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {1216-1226} }
NTIRE 2025 Challenge on Event-Based Image Deblurring: Methods and Results: Lei Sun,

Andrea Alfarano,

Peiqi Duan,

Shaolin Su,

Kaiwei Wang,

Boxin Shi,

Radu Timofte,

Danda Pani Paudel,

Luc Van Gool,

Qinglin Liu,

Wei Yu,

Xiaoquian 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,

Shouyan Wei,

Feng Li,

Runming 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 Guatamkumar 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; [pdf] [arXiv]
[bibtex]
@InProceedings{Sun_2025_CVPR, author = {Sun, Lei and Alfarano, Andrea and Duan, Peiqi and Su, Shaolin and Wang, Kaiwei and Shi, Boxin and Timofte, Radu and Paudel, Danda Pani and Van Gool, Luc and Liu, Qinglin and Yu, Wei and Lv, Xiaoquian and Yang, Lu and Wang, Shuigen and Zhang, Shengping and Ji, Xiangyang and Bao, Long and Yang, Yuqiang and Song, Jinao and Wang, Ziyi and Wen, Shuang and Sun, Heng and Liu, Kean and Zhong, Mingchen and Xu, Senyan and Sun, Zhijing and Zhu, Jiaying and Ge, Chengjie and Wang, Xingbo and Liu, Yidi and Lu, Xin and Fu, Xueyang and Zha, Zheng-Jun and Fan, Dawei and Zhang, Dafeng and Yang, Yong and Zhang, Siru and Yang, Qinghua and Kang, Hao and Fu, Huiyuan and Zhang, Heng and Yu, Hongyuan and Huang, Zhijuan and Wei, Shouyan and Li, Feng and Cong, Runming and Luo, Weiqi and Lin, Mingyun and Jiang, Chenxu and Liu, Hongyi and Yu, Lei and Li, Weilun and Zhai, Jiajun and Lin, Tingting and Ma, Shuang and Zhou, Sai and Liu, Zhanwen and Wang, Yang and Chong, Eiffel and Bandara, Nuwan and Kandappu, Thivya and Misra, Archan and Chen, Yihang and Li, Zhan and Yuan, Weijun and Wang, Wenzhuo and Yao, Boyang and Chen, Zhanglu and Sun, Yijing and Wan, Tianjiao and Gao, Zijian and Xu, Qisheng and Xu, Kele and Zhang, Yukun and He, Yu and Xie, Xiaoyan and Fu, Tao and Patel, Yashu Guatamkumar and Jain, Vihar Ramesh and Basina, Divesh and Ashili, Rishik and Manjhi, Manish Kumar and Kumar, Sourav and Benny, Prinon and Ghunawat, Himanshu and Gautam, B Sri Sairam and Varghese, Anett and Yadav, Abhishek}, title = {NTIRE 2025 Challenge on Event-Based Image Deblurring: Methods and Results}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {1324-1341} }
Event-Conditioned Dual-Modal Fusion for Motion Deblurring: Kean Liu,

Mingchen Zhong,

Senyan Xu,

Zhijing Sun,

Jiaying Zhu,

Chengjie Ge,

Xingbo Wang,

Xin Lu,

Xueyang Fu,

Zheng-Jun Zha; [pdf]
[bibtex]
@InProceedings{Liu_2025_CVPR, author = {Liu, Kean and Zhong, Mingchen and Xu, Senyan and Sun, Zhijing and Zhu, Jiaying and Ge, Chengjie and Wang, Xingbo and Lu, Xin and Fu, Xueyang and Zha, Zheng-Jun}, title = {Event-Conditioned Dual-Modal Fusion for Motion Deblurring}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {1482-1492} }
STRRNet: Semantics-guided Two-stage Raindrop Removal Network: Qiyu Rong,

Hongyuan Jing,

Mengmeng Zhang,

Jinlong Li,

Mengfei Han; [pdf]
[bibtex]
@InProceedings{Rong_2025_CVPR, author = {Rong, Qiyu and Jing, Hongyuan and Zhang, Mengmeng and Li, Jinlong and Han, Mengfei}, title = {STRRNet: Semantics-guided Two-stage Raindrop Removal Network}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {1370-1378} }
An Empirical Study for Efficient Video Quality Assessment: Wei Sun,

Kang Fu,

Linhan Cao,

Dandan Zhu,

Kaiwei Zhang,

Yucheng Zhu,

Zicheng Zhang,

Menghan Hu,

Xiongkuo Min,

Guangtao Zhai; [pdf]
[bibtex]
@InProceedings{Sun_2025_CVPR, author = {Sun, Wei and Fu, Kang and Cao, Linhan and Zhu, Dandan and Zhang, Kaiwei and Zhu, Yucheng and Zhang, Zicheng and Hu, Menghan and Min, Xiongkuo and Zhai, Guangtao}, title = {An Empirical Study for Efficient Video Quality Assessment}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {1403-1413} }
Enhance Then Search: An Augmentation-Search Strategy with Foundation Models for Cross-Domain Few-Shot Object Detection: Jiancheng Pan,

Yanxing Liu,

Xiao He,

Long Peng,

Jiahao Li,

Yuze Sun,

Xiaomeng Huang; [pdf] [arXiv]
[bibtex]
@InProceedings{Pan_2025_CVPR, author = {Pan, Jiancheng and Liu, Yanxing and He, Xiao and Peng, Long and Li, Jiahao and Sun, Yuze and Huang, Xiaomeng}, title = {Enhance Then Search: An Augmentation-Search Strategy with Foundation Models for Cross-Domain Few-Shot Object Detection}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {1548-1556} }
NTIRE 2025 Challenge on Day and Night Raindrop Removal for Dual-Focused Images: Methods and Results: Xin Li,

Yeying Jin,

Xin Jin,

Zongwei Wu,

Bingchen Li,

Yufei Wang,

Wenhan Yang,

Yu Li,

Zhibo Chen,

Bihan Wen,

Robby Tan,

Radu Timofte,

Qiyu Rong,

Hongyuan Jing,

Mengmeng Zhang,

Jinglong Li,

Xiangyu Lu,

Yi Ren,

Yuting Liu,

Meng Zhang,

Xiang Chen,

Qiyuan Guan,

Jiangxin Dong,

Jinshan Pan,

Conglin Gou,

Qirui Yang,

Fangpu Zhang,

Yunlong Lin,

Sixiang Chen,

Guoxi Huang,

Ruirui Lin,

Yan Zhang,

Jingyu Yang,

Huanjing Yue,

Jiyuan Chen,

Qiaosi Yi,

Hongjun Wang,

Chenxi Xie,

Shuai Li,

Yuhui Wu,

Kaiyi Ma,

Jiakui Hu,

Juncheng Li,

Liwen Pan,

Guangwei Gao,

Wenjie Li,

Zhenyu Jin,

Heng Guo,

Zhanyu Ma,

Yubo Wang,

Jinghua Wang,

Wangzhi Xing,

Anjusree Karnavar,

Diqi Chen,

Mohammad Aminul Islam,

Hao Yang,

Ruikun Zhang,

Liyuan Pan,

Qianhao Luo,

Xin Cao,

Han Zhou,

Yan Min,

Wei Dong,

Jun Chen,

Taoyi Wu,

Weijia Dou,

Yu Wang,

Shengjie Zhao,

Yongcheng Huang,

Xingyu Han,

Anyan Huang,

Hongtao Wu,

Hong Wang,

Yefeng Zheng,

Abhijeet Kumar,

Aman Kumar,

Marcos V. Conde,

Paula Garrido,

Daniel Feijoo,

Juan C. Benito,

Guanglu Dong,

Xin Lin,

Siyuan Liu,

Tianheng Zheng,

Jiayu Zhong,

Shouyi Wang,

Xiangtai Li,

Lanqing Guo,

Lu Qi,

Chao Ren,

Shuaibo Wang,

Shilong Zhang,

Wanyu Zhou,

Yunze Wu,

Qinzhong Tan,

Jieyuan Pei,

Zhuoxuan Li,

Jiayu Wang,

Haoyu Bian,

Haoran Sun,

Subhajit Paul,

Ni Tang,

Junhao Huang,

Zihan Cheng,

Hongyun Zhu,

Yuehan Wu,

Kaixin Deng,

Huang Ouyang,

Tianxin Xiao,

Fan Yang,

Zhizun Luo,

Zeyu Xiao,

Zhuoyuan Li,

Pham Hoang Le Nguyen,

Dinh Thien An,

Luu Thanh Son,

Kiet Van Nguyen,

Ronghua Xu,

Xianmin Tian,

Weijian Zhou,

Jiacheng Zhang,

Yuqian Chen,

Yihang Duan,

Yujie Wu,

Suresh Raikwar,

Arsh Garg,

Kritika Kritika,

Jianhua Zheng,

Xiaoshan Ma,

Ruolin Zhao,

Yongyu Yang,

Yongsheng Liang,

Guiming Huang,

Qiang Li,

Hongbin Zhang,

Xiangyu Zheng,

A.N. Rajagopalan; [pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Li_2025_CVPR, author = {Li, Xin and Jin, Yeying and Jin, Xin and Wu, Zongwei and Li, Bingchen and Wang, Yufei and Yang, Wenhan and Li, Yu and Chen, Zhibo and Wen, Bihan and Tan, Robby and Timofte, Radu and Rong, Qiyu and Jing, Hongyuan and Zhang, Mengmeng and Li, Jinglong and Lu, Xiangyu and Ren, Yi and Liu, Yuting and Zhang, Meng and Chen, Xiang and Guan, Qiyuan and Dong, Jiangxin and Pan, Jinshan and Gou, Conglin and Yang, Qirui and Zhang, Fangpu and Lin, Yunlong and Chen, Sixiang and Huang, Guoxi and Lin, Ruirui and Zhang, Yan and Yang, Jingyu and Yue, Huanjing and Chen, Jiyuan and Yi, Qiaosi and Wang, Hongjun and Xie, Chenxi and Li, Shuai and Wu, Yuhui and Ma, Kaiyi and Hu, Jiakui and Li, Juncheng and Pan, Liwen and Gao, Guangwei and Li, Wenjie and Jin, Zhenyu and Guo, Heng and Ma, Zhanyu and Wang, Yubo and Wang, Jinghua and Xing, Wangzhi and Karnavar, Anjusree and Chen, Diqi and Islam, Mohammad Aminul and Yang, Hao and Zhang, Ruikun and Pan, Liyuan and Luo, Qianhao and Cao, Xin and Zhou, Han and Min, Yan and Dong, Wei and Chen, Jun and Wu, Taoyi and Dou, Weijia and Wang, Yu and Zhao, Shengjie and Huang, Yongcheng and Han, Xingyu and Huang, Anyan and Wu, Hongtao and Wang, Hong and Zheng, Yefeng and Kumar, Abhijeet and Kumar, Aman and Conde, Marcos V. and Garrido, Paula and Feijoo, Daniel and Benito, Juan C. and Dong, Guanglu and Lin, Xin and Liu, Siyuan and Zheng, Tianheng and Zhong, Jiayu and Wang, Shouyi and Li, Xiangtai and Guo, Lanqing and Qi, Lu and Ren, Chao and Wang, Shuaibo and Zhang, Shilong and Zhou, Wanyu and Wu, Yunze and Tan, Qinzhong and Pei, Jieyuan and Li, Zhuoxuan and Wang, Jiayu and Bian, Haoyu and Sun, Haoran and Paul, Subhajit and Tang, Ni and Huang, Junhao and Cheng, Zihan and Zhu, Hongyun and Wu, Yuehan and Deng, Kaixin and Ouyang, Huang and Xiao, Tianxin and Yang, Fan and Luo, Zhizun and Xiao, Zeyu and Li, Zhuoyuan and Le Nguyen, Pham Hoang and An, Dinh Thien and Son, Luu Thanh and Van Nguyen, Kiet and Xu, Ronghua and Tian, Xianmin and Zhou, Weijian and Zhang, Jiacheng and Chen, Yuqian and Duan, Yihang and Wu, Yujie and Raikwar, Suresh and Garg, Arsh and Kritika, Kritika and Zheng, Jianhua and Ma, Xiaoshan and Zhao, Ruolin and Yang, Yongyu and Liang, Yongsheng and Huang, Guiming and Li, Qiang and Zhang, Hongbin and Zheng, Xiangyu and Rajagopalan, A.N.}, title = {NTIRE 2025 Challenge on Day and Night Raindrop Removal for Dual-Focused Images: Methods and Results}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {1172-1183} }
Distillation-Supervised Convolutional Low-Rank Adaptation for Efficient Image Super-Resolution: Xinning Chai,

Yao Zhang,

Yuxuan Zhang,

Zhengxue Cheng,

Yingsheng Qin,

Yucai Yang,

Li Song; [pdf] [arXiv]
[bibtex]
@InProceedings{Chai_2025_CVPR, author = {Chai, Xinning and Zhang, Yao and Zhang, Yuxuan and Cheng, Zhengxue and Qin, Yingsheng and Yang, Yucai and Song, Li}, title = {Distillation-Supervised Convolutional Low-Rank Adaptation for Efficient Image Super-Resolution}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {1431-1440} }
Towards Holistic Visual Quality Assessment of AI-Generated Videos: A LLM-Based Multi-Dimensional Evaluation Model: Zelu Qi,

Ping Shi,

Chaoyang Zhang,

Shuqi Wang,

Fei Zhao,

Da Pan,

Zefeng Ying; [pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Qi_2025_CVPR, author = {Qi, Zelu and Shi, Ping and Zhang, Chaoyang and Wang, Shuqi and Zhao, Fei and Pan, Da and Ying, Zefeng}, title = {Towards Holistic Visual Quality Assessment of AI-Generated Videos: A LLM-Based Multi-Dimensional Evaluation Model}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {1493-1502} }
DataFormer: Differential Additive Transformer for Lightweight Semantic Segmentation: Mian Muhammad Naeem Abid,

Nancy Mehta,

Zongwei Wu,

Radu Timofte; [pdf] [supp]
[bibtex]
@InProceedings{Abid_2025_CVPR, author = {Abid, Mian Muhammad Naeem and Mehta, Nancy and Wu, Zongwei and Timofte, Radu}, title = {DataFormer: Differential Additive Transformer for Lightweight Semantic Segmentation}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {820-831} }
conSAMme: Achieving Consistent Segmentations with SAM: Josh Myers-Dean,

Kangning Liu,

Brian Price,

Yifei Fan,

Jason Kuen,

Danna Gurari; [pdf]
[bibtex]
@InProceedings{Myers-Dean_2025_CVPR, author = {Myers-Dean, Josh and Liu, Kangning and Price, Brian and Fan, Yifei and Kuen, Jason and Gurari, Danna}, title = {conSAMme: Achieving Consistent Segmentations with SAM}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {759-768} }
MAD: Makeup All-in-One with Cross-Domain Diffusion Model: Bo-Kai Ruan,

Hong-Han Shuai; [pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Ruan_2025_CVPR, author = {Ruan, Bo-Kai and Shuai, Hong-Han}, title = {MAD: Makeup All-in-One with Cross-Domain Diffusion Model}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {749-758} }
The Tenth NTIRE 2025 Efficient Super-Resolution Challenge Report: Bin Ren,

Hang Guo,

Lei Sun,

Zongwei Wu,

Radu Timofte,

Yawei Li; [pdf] [arXiv]
[bibtex]
@InProceedings{Ren_2025_CVPR, author = {Ren, Bin and Guo, Hang and Sun, Lei and Wu, Zongwei and Timofte, Radu and Li, Yawei}, title = {The Tenth NTIRE 2025 Efficient Super-Resolution Challenge Report}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {917-966} }
PromptNorm: Image Geometry Guides Ambient Light Normalization: David Serrano-Lozano,

Francisco A. Molina-Bakhos,

Danna Xue,

Yixiong Yang,

Maria Pilligua,

Ramon Baldrich,

Maria Vanrell,

Javier Vazquez-Corral; [pdf]
[bibtex]
@InProceedings{Serrano-Lozano_2025_CVPR, author = {Serrano-Lozano, David and Molina-Bakhos, Francisco A. and Xue, Danna and Yang, Yixiong and Pilligua, Maria and Baldrich, Ramon and Vanrell, Maria and Vazquez-Corral, Javier}, title = {PromptNorm: Image Geometry Guides Ambient Light Normalization}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {905-916} }
LFTramba: Comprehensive Information Learning for Light Field Image Super-Resolution via A Hybrid Transformer-Mamba Framework: Haosong Liu,

Xiancheng Zhu,

Huanqiang Zeng,

Jianqing Zhu,

Yifan Shi,

Jing Chen,

Junhui Hou; [pdf]
[bibtex]
@InProceedings{Liu_2025_CVPR, author = {Liu, Haosong and Zhu, Xiancheng and Zeng, Huanqiang and Zhu, Jianqing and Shi, Yifan and Chen, Jing and Hou, Junhui}, title = {LFTramba: Comprehensive Information Learning for Light Field Image Super-Resolution via A Hybrid Transformer-Mamba Framework}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {1137-1147} }
XYScanNet: A State Space Model for Single Image Deblurring: Hanzhou Liu,

Chengkai Liu,

Jiacong Xu,

Peng Jiang,

Mi Lu; [pdf] [arXiv]
[bibtex]
@InProceedings{Liu_2025_CVPR, author = {Liu, Hanzhou and Liu, Chengkai and Xu, Jiacong and Jiang, Peng and Lu, Mi}, title = {XYScanNet: A State Space Model for Single Image Deblurring}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {779-789} }
LFMix: A Lightweight Hybrid Architecture for Light Field Super-Resolution: Mingyang Yu,

Zhijian Wu,

Dingjiang Huang; [pdf]
[bibtex]
@InProceedings{Yu_2025_CVPR, author = {Yu, Mingyang and Wu, Zhijian and Huang, Dingjiang}, title = {LFMix: A Lightweight Hybrid Architecture for Light Field Super-Resolution}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {1450-1459} }
NTIRE 2025 Challenge on Image Super-Resolution (x4): Methods and Results: 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; [pdf] [supp]
[bibtex]
@InProceedings{Chen_2025_CVPR, author = {Chen, Zheng and Liu, Kai and Gong, Jue and Wang, Jingkai and Sun, Lei and Wu, Zongwei and Timofte, Radu and Zhang, Yulun and Kong, Xiangyu and Yu, Xiaoxuan and Park, Hyunhee and Han, Suejin and Jeon, Hakjae and Zhang, Dafeng and Chun, Hyung-Ju and Ryou, Donghun and Ha, Inju and Han, Bohyung and Zhao, Lu and Zhang, Yuyi and Yan, Pengyu and Hu, Jiawei and Liu, Pengwei and Guo, Fengjun and Yu, Hongyuan and Xu, Pufan and Huang, Zhijuan and Cui, Shuyuan and Guo, Peng and Liu, Jiahui and Zhang, Dongkai and Zhang, Heng and Fu, Huiyuan and Ma, Huadong and Guo, Yanhui and Tian, Sisi and Liu, Xin and Liang, Jinwen and Liu, Jie and Tang, Jie and Wu, Gangshan and Xiao, Zeyu and Li, Zhuoyuan and Zhang, Yinxiang and Cai, Wenxuan and Aralikatti, Vijayalaxmi Ashok and Akalwadi, Nikhil and Rao, G Gyaneshwar and Desai, Chaitra and Tabib, Ramesh Ashok and Mudenagudi, Uma and Conde, Marcos V. and Merino, Alejandro and Longarela, Bruno and Abad, Javier and Yuan, Weijun and Li, Zhan and Chen, Zhanglu and Yao, Boyang and Jain, Aagam and Singh, Milan Kumar and Kumar, Ankit and Kawa, Shubh and Singh, Divyavardhan and Sarvaiya, Anjali and Upla, Kishor and Ramachandra, Raghavendra and Lee, Chia Ming and Lin, Yu-Fan and Hsu, Chih-Chung and Hiremath, Risheek V and Palani, Yashaswini and Jiang, Yuxuan and Zhu, Qiang and Teng, Siyue and Zhang, Fan and Zhu, Shuyuan and Zeng, Bing and Bull, David and Liao, Jingwei and Yang, Yuqing and Shao, Wenda and Zhao, Junyi and Xu, Qisheng and Xu, Kele and Khowaja, Sunder Ali and Lee, Ik Hyun and Tomar, Snehal Singh and Ray, Rajarshi and Mueller, Klaus and Chaudhary, Sachin and Vashisth, Surya and Dudhane, Akshay and Hambarde, Praful and Tazi, Satya Naryan and Patil, Prashant and Vipparthi, Santosh Kumar and Murala, Subrahmanyam and Benjdira, Bilel and Ali, Anas M. and Boulila, Wadii and Moammeri, Zahra and Mahmoudi-Aznaveh, Ahmad and Karbasi, Ali and Motamednia, Hossein and Li, Liangyan and Zhao, Guanhua and Le, Kevin and Ning, Yimo and Huang, Haoxuan and Chen, Jun}, title = {NTIRE 2025 Challenge on Image Super-Resolution (x4): Methods and Results}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {1525-1535} }
FCTFANet: A Fused CNN-Transformer Feature Aggregator Network for Image Restoration: Amit Monga,

Hemkant Nehete,

Partha Kaushik,

Tharun Kumar Reddy Bollu,

Balasubramanian Raman,

Gaurav Sharma; [pdf]
[bibtex]
@InProceedings{Monga_2025_CVPR, author = {Monga, Amit and Nehete, Hemkant and Kaushik, Partha and Bollu, Tharun Kumar Reddy and Raman, Balasubramanian and Sharma, Gaurav}, title = {FCTFANet: A Fused CNN-Transformer Feature Aggregator Network for Image Restoration}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {885-894} }
NTIRE 2025 Challenge on Low Light Image Enhancement: Methods and Results: Xiaoning Liu,

Zongwei Wu,

"Florin-Alexandru ",

Vasluianu Hailong,

Yan Bin,

Ren Yulun,

Zhang Shuhang,

Gu "Le,

" Zhang,

Ce Zhu,

Radu Timofte,

Kangbiao Shi,

Yixu Feng,

Tao Hu,

Yu Cao,

Peng Wu,

Yijin Liang,

Yanning Zhang,

Qingsen Yan,

Han Zhou,

Wei Dong,

Yan Min,

Mohab Kishawy,

Jun Chen,

Pengpeng Yu,

Anjin Park,

Seung-Soo Lee,

Young-Joon Park,

Zixiao Hu,

Junyv Liu,

Huilin Zhang,

Jun Zhang,

Fei Wan,

Bingxin Xu,

Hongzhe Liu,

Cheng Xu,

Weiguo Pan,

Songyin Dai,

Xunpeng Yi,

Qinglong Yan,

Yibing Zhang,

Jiayi Ma,

Changhui Hu,

Kerui Hu,

Donghang Jing,

Tiesheng Chen,

Zhi Jin,

Hongjun Wu,

Biao Huang,

Haitao Ling,

Jiahao Wu,

Dandan Zhan,

G Gyaneshwar Rao,

Vijayalaxmi Ashok Aralikatti,

Nikhil Akalwadi,

Ramesh Ashok Tabib,

Uma Mudenagudi,

Ruirui Lin,

Guoxi Huang,

Nantheera Anantrasirichai,

Qirui Yang,

Alexandru Brateanu,

Ciprian Orhei,

Cosmin Ancuti,

Daniel Feijoo,

Juan C. Benito,

Alvaro Garcia,

Marcos V. Conde,

Yang Qin,

Raul Balmez,

Anas M. Ali,

Bilel Benjdira,

Wadii Boulila,

Tianyi Mao,

Huan Zheng,

Yanyan Wei,

Shengeng Tang,

Dan Guo,

Zhao Zhang,

Sabari Nathan,

K Uma,

A Sasithradevi,

B Sathya Bama,

S. Mohamed Mansoor Roomi,

Ao Li,

Xiangtao Zhang,

Zhe Liu,

Yijie Tang,

Jialong Tang,

Zhicheng Fu,

Gong Chen,

Joe Nasti,

John Nicholson,

Zeyu Xiao,

Zhuoyuan Li,

Ashutosh Kulkarni,

Prashant W. Patil,

Santosh Kumar Vipparthi,

Subrahmanyam Murala,

Duan Liu,

Weile Li,

Hangyuan Lu,

Rixian Liu,

Tengfeng Wang,

Jinxing Liang,

Chenxin Yu; [pdf] [supp]
[bibtex]
@InProceedings{Liu_2025_CVPR, author = {Liu, Xiaoning and Wu, Zongwei and '', ''Florin-Alexandru and Hailong, Vasluianu and Bin, Yan and Yulun, Ren and Shuhang, Zhang and ''Le, Gu and Zhang, '' and Zhu, Ce and Timofte, Radu and Shi, Kangbiao and Feng, Yixu and Hu, Tao and Cao, Yu and Wu, Peng and Liang, Yijin and Zhang, Yanning and Yan, Qingsen and Zhou, Han and Dong, Wei and Min, Yan and Kishawy, Mohab and Chen, Jun and Yu, Pengpeng and Park, Anjin and Lee, Seung-Soo and Park, Young-Joon and Hu, Zixiao and Liu, Junyv and Zhang, Huilin and Zhang, Jun and Wan, Fei and Xu, Bingxin and Liu, Hongzhe and Xu, Cheng and Pan, Weiguo and Dai, Songyin and Yi, Xunpeng and Yan, Qinglong and Zhang, Yibing and Ma, Jiayi and Hu, Changhui and Hu, Kerui and Jing, Donghang and Chen, Tiesheng and Jin, Zhi and Wu, Hongjun and Huang, Biao and Ling, Haitao and Wu, Jiahao and Zhan, Dandan and Rao, G Gyaneshwar and Aralikatti, Vijayalaxmi Ashok and Akalwadi, Nikhil and Tabib, Ramesh Ashok and Mudenagudi, Uma and Lin, Ruirui and Huang, Guoxi and Anantrasirichai, Nantheera and Yang, Qirui and Brateanu, Alexandru and Orhei, Ciprian and Ancuti, Cosmin and Feijoo, Daniel and Benito, Juan C. and Garcia, Alvaro and Conde, Marcos V. and Qin, Yang and Balmez, Raul and Ali, Anas M. and Benjdira, Bilel and Boulila, Wadii and Mao, Tianyi and Zheng, Huan and Wei, Yanyan and Tang, Shengeng and Guo, Dan and Zhang, Zhao and Nathan, Sabari and Uma, K and Sasithradevi, A and Bama, B Sathya and Roomi, S. Mohamed Mansoor and Li, Ao and Zhang, Xiangtao and Liu, Zhe and Tang, Yijie and Tang, Jialong and Fu, Zhicheng and Chen, Gong and Nasti, Joe and Nicholson, John and Xiao, Zeyu and Li, Zhuoyuan and Kulkarni, Ashutosh and Patil, Prashant W. and Vipparthi, Santosh Kumar and Murala, Subrahmanyam and Liu, Duan and Li, Weile and Lu, Hangyuan and Liu, Rixian and Wang, Tengfeng and Liang, Jinxing and Yu, Chenxin}, title = {NTIRE 2025 Challenge on Low Light Image Enhancement: Methods and Results}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {1205-1215} }
Pureformer: Transformer-Based Image Denoising: Arnim Gautam,

Aditi Pawar,

Aishwarya Joshi,

Satya Narayan Tazi,

Sachin Chaudhary,

Praful Hambarde,

Akshay Dudhane,

Santosh Vipparthi,

Subrahamanyam Murala; [pdf]
[bibtex]
@InProceedings{Gautam_2025_CVPR, author = {Gautam, Arnim and Pawar, Aditi and Joshi, Aishwarya and Tazi, Satya Narayan and Chaudhary, Sachin and Hambarde, Praful and Dudhane, Akshay and Vipparthi, Santosh and Murala, Subrahamanyam}, title = {Pureformer: Transformer-Based Image Denoising}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {1441-1449} }
KernFusNet: Implicit Kernel Modulation and Fusion for Blind Super-resolution: Nancy Mehta,

Akshay Dudhane,

Subrahmanyam Murala,

Radu Timofte; [pdf]
[bibtex]
@InProceedings{Mehta_2025_CVPR, author = {Mehta, Nancy and Dudhane, Akshay and Murala, Subrahmanyam and Timofte, Radu}, title = {KernFusNet: Implicit Kernel Modulation and Fusion for Blind Super-resolution}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {832-842} }
STAPLE: Siamese Transformer Assisted Pseudo Label Ensembling for Unsupervised Domain Adaptation in No-Reference IQA: Arshita Gupta,

Zhe Zhu,

Tien Bau; [pdf] [supp]
[bibtex]
@InProceedings{Gupta_2025_CVPR, author = {Gupta, Arshita and Zhu, Zhe and Bau, Tien}, title = {STAPLE: Siamese Transformer Assisted Pseudo Label Ensembling for Unsupervised Domain Adaptation in No-Reference IQA}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {769-778} }
NTIRE 2025 Image Shadow Removal Challenge Report: Florin-Alexandru Vasluianu,

Tim Seizinger,

Zhuyun Zhou,

Cailan Chen,

Zongwei Wu,

Radu Timofte,

Mingjia Li,

Jin Hu,

Hainuo Wang,

Hengxing Liu,

Jiarui Wang,

Qiming Hu,

Xiaojie Guo,

Xin Lu,

Jiarong Yang,

Yuanfei Bao,

Anya Hu,

Zihao Fan,

Kunyu Wang,

Jie Xiao,

Xi Wang,

Xueyang Fu,

Zheng-Jun Zha,

Yu-Fan Lin,

Chia-Ming Lee,

Chih-Chung Hsu,

Xingbo Wang,

Dong Li,

Yuxu Chen,

Bin Chen,

Yuanbo Zhou,

Yuanbin Chen,

Hongwei Wang,

Jiannan Lin,

Qinquan Gao,

Tong Tong,

Zhao Zhang,

Yanyan Wei,

Wei Dong,

Han Zhou,

Seyed Amirreza Mousavi,

Jun Chen,

Haobo Liang,

Jiajie Jing,

Junyu Li,

Yan Yang,

Seoyeon Lee,

Chaewon Kim,

Ziyu Feng,

Shidi Chen,

Bowen Luan,

Zewen Chen,

Vijayalaxmi Ashok Aralikatti,

G Gyaneshwar Rao,

Nikhil Akalwadi,

Chaitra Desai,

Ramesh Ashok Tabib,

Uma Mudenagudi,

Anas M. Ali,

Bilel Benjdira,

Wadii Boulila,

Alexandru Brateanu,

Cosmin Ancuti,

Tanmay Chaturvedi,

Manish Kumar,

Anmol Srivastav,

Daksh Trivedi,

Shashwat Thakur,

Kishor Upla,

Zeyu Xiao,

Zhuoyuan Li,

Boda Zhou,

Shashank Shekhar,

Kele Xu,

Qisheng Xu,

Zijian Gao,

Tianjiao Wan,

Suiyi Zhao,

Bo Wang,

Yan Luo,

Mingshen Wang,

Yilin Zhang; [pdf] [supp]
[bibtex]
@InProceedings{Vasluianu_2025_CVPR, author = {Vasluianu, Florin-Alexandru and Seizinger, Tim and Zhou, Zhuyun and Chen, Cailan and Wu, Zongwei and Timofte, Radu and Li, Mingjia and Hu, Jin and Wang, Hainuo and Liu, Hengxing and Wang, Jiarui and Hu, Qiming and Guo, Xiaojie and Lu, Xin and Yang, Jiarong and Bao, Yuanfei and Hu, Anya and Fan, Zihao and Wang, Kunyu and Xiao, Jie and Wang, Xi and Fu, Xueyang and Zha, Zheng-Jun and Lin, Yu-Fan and Lee, Chia-Ming and Hsu, Chih-Chung and Wang, Xingbo and Li, Dong and Chen, Yuxu and Chen, Bin and Zhou, Yuanbo and Chen, Yuanbin and Wang, Hongwei and Lin, Jiannan and Gao, Qinquan and Tong, Tong and Zhang, Zhao and Wei, Yanyan and Dong, Wei and Zhou, Han and Mousavi, Seyed Amirreza and Chen, Jun and Liang, Haobo and Jing, Jiajie and Li, Junyu and Yang, Yan and Lee, Seoyeon and Kim, Chaewon and Feng, Ziyu and Chen, Shidi and Luan, Bowen and Chen, Zewen and Aralikatti, Vijayalaxmi Ashok and Rao, G Gyaneshwar and Akalwadi, Nikhil and Desai, Chaitra and Tabib, Ramesh Ashok and Mudenagudi, Uma and Ali, Anas M. and Benjdira, Bilel and Boulila, Wadii and Brateanu, Alexandru and Ancuti, Cosmin and Chaturvedi, Tanmay and Kumar, Manish and Srivastav, Anmol and Trivedi, Daksh and Thakur, Shashwat and Upla, Kishor and Xiao, Zeyu and Li, Zhuoyuan and Zhou, Boda and Shekhar, Shashank and Xu, Kele and Xu, Qisheng and Gao, Zijian and Wan, Tianjiao and Zhao, Suiyi and Wang, Bo and Luo, Yan and Wang, Mingshen and Zhang, Yilin}, title = {NTIRE 2025 Image Shadow Removal Challenge Report}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {1312-1323} }
Q-CIDNet: Perceptual Quality aware Color and Intensity Decoupling Network for Video Quality Enhancement: Ajeet Kumar Verma,

Shweta Tripathi,

Vinit Jakhetiya,

Badri N Subudhi,

Sunil Jaiswal; [pdf]
[bibtex]
@InProceedings{Verma_2025_CVPR, author = {Verma, Ajeet Kumar and Tripathi, Shweta and Jakhetiya, Vinit and Subudhi, Badri N and Jaiswal, Sunil}, title = {Q-CIDNet: Perceptual Quality aware Color and Intensity Decoupling Network for Video Quality Enhancement}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {1247-1253} }
Efficient Burst Super-Resolution with One-step Diffusion: Kento Kawai,

Takeru Oba,

Kyotaro Tokoro,

Kazutoshi Akita,

Norimichi Ukita; [pdf]
[bibtex]
@InProceedings{Kawai_2025_CVPR, author = {Kawai, Kento and Oba, Takeru and Tokoro, Kyotaro and Akita, Kazutoshi and Ukita, Norimichi}, title = {Efficient Burst Super-Resolution with One-step Diffusion}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {864-873} }
EvenFormer: Dynamic Even Transformer for Real-World Image Restoration: Xin Lu,

Yuanfei Bao,

Jiarong Yang,

Anya Hu,

Jie Xiao,

Kunyu Wang,

Dong Li,

Senyan Xu,

Kean Liu,

Xueyang Fu,

Zheng-Jun Zha; [pdf]
[bibtex]
@InProceedings{Lu_2025_CVPR, author = {Lu, Xin and Bao, Yuanfei and Yang, Jiarong and Hu, Anya and Xiao, Jie and Wang, Kunyu and Li, Dong and Xu, Senyan and Liu, Kean and Fu, Xueyang and Zha, Zheng-Jun}, title = {EvenFormer: Dynamic Even Transformer for Real-World Image Restoration}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {1081-1091} }
Flow-Guided Deformable Alignment with Channel-wise Self-Attention Reconstruct for Efficient Burst HDR Restoration: Weiyu Zhou,

Tao Hu,

Yixu Feng,

Duwei Dai,

Yu Cao,

Peng Wu,

Wei Dong,

Yanning Zhang,

Qingsen Yan; [pdf]
[bibtex]
@InProceedings{Zhou_2025_CVPR, author = {Zhou, Weiyu and Hu, Tao and Feng, Yixu and Dai, Duwei and Cao, Yu and Wu, Peng and Dong, Wei and Zhang, Yanning and Yan, Qingsen}, title = {Flow-Guided Deformable Alignment with Channel-wise Self-Attention Reconstruct for Efficient Burst HDR Restoration}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {1018-1027} }
Retinex-Guided Histogram Transformer for Mask-Free Shadow Removal: Wei Dong,

Han Zhou,

Seyed Amirreza Mousavi,

Jun Chen; [pdf] [arXiv]
[bibtex]
@InProceedings{Dong_2025_CVPR, author = {Dong, Wei and Zhou, Han and Mousavi, Seyed Amirreza and Chen, Jun}, title = {Retinex-Guided Histogram Transformer for Mask-Free Shadow Removal}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {1471-1481} }
NTIRE 2025 Challenge on Night Photography Rendering: Egor Ershov,

Sergey Korchagin,

Alexei Khalin,

Artyom Panshin,

Arseniy Terekhin,

Ekaterina Zaychenkova,

Georgiy Lobarev,

Vsevolod Plokhotnyuk,

Denis Abramov,

Elisey Zhdanov,

Sofia Dorogova,

Yasin Mamedov,

Nikola Banic,

Georgii Perevozchikov,

Radu Timofte,

Lize Zhang,

Yuqian Zhang,

Shuai Liu,

Chaoyu Feng,

Luyang Wang,

Yibin Huang,

Guangqi Shao,

Xiaotao Wang,

Lei Lei,

Sishun Pan,

Zhiqiang Zhong,

Yang Yang,

Anas M. Ali,

Hamad Aloqayli,

Bilel Benjdira,

Wadii Boulila,

Ma Xiaoyang,

Gao Zijun,

Xing Leyi,

Zongqi He,

Yushen Zuo,

Zhe Xiao,

Kin-Chung Chan,

Hanmin Li,

Jun Xiao,

Kin-Man Lam,

Yunpeng Wu,

Dmitrij Manzura,

Daniil Storonkin,

Weixin Guo,

Kele Xu,

Qisheng Xu,

Zijian Gao,

Tianjiao Wan,

Buda Vampilov,

Furkan Kinli,

Furkan Kirac; [pdf] [supp]
[bibtex]
@InProceedings{Ershov_2025_CVPR, author = {Ershov, Egor and Korchagin, Sergey and Khalin, Alexei and Panshin, Artyom and Terekhin, Arseniy and Zaychenkova, Ekaterina and Lobarev, Georgiy and Plokhotnyuk, Vsevolod and Abramov, Denis and Zhdanov, Elisey and Dorogova, Sofia and Mamedov, Yasin and Banic, Nikola and Perevozchikov, Georgii and Timofte, Radu and Zhang, Lize and Zhang, Yuqian and Liu, Shuai and Feng, Chaoyu and Wang, Luyang and Huang, Yibin and Shao, Guangqi and Wang, Xiaotao and Lei, Lei and Pan, Sishun and Zhong, Zhiqiang and Yang, Yang and Ali, Anas M. and Aloqayli, Hamad and Benjdira, Bilel and Boulila, Wadii and Xiaoyang, Ma and Zijun, Gao and Leyi, Xing and He, Zongqi and Zuo, Yushen and Xiao, Zhe and Chan, Kin-Chung and Li, Hanmin and Xiao, Jun and Lam, Kin-Man and Wu, Yunpeng and Manzura, Dmitrij and Storonkin, Daniil and Guo, Weixin and Xu, Kele and Xu, Qisheng and Gao, Zijian and Wan, Tianjiao and Vampilov, Buda and Kinli, Furkan and Kirac, Furkan}, title = {NTIRE 2025 Challenge on Night Photography Rendering}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {1514-1524} }
Expanded SPAN for Efficient Super-Resolution: Qing Wang,

Yang Wang,

Hongyu An,

Yi Liu,

Liou Zhang,

Shijie Zhao; [pdf]
[bibtex]
@InProceedings{Wang_2025_CVPR, author = {Wang, Qing and Wang, Yang and An, Hongyu and Liu, Yi and Zhang, Liou and Zhao, Shijie}, title = {Expanded SPAN for Efficient Super-Resolution}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {967-976} }
SPIdepth: Strengthened Pose Information for Self-supervised Monocular Depth Estimation: Mykola Lavreniuk,

Alla Lavreniuk; [pdf] [arXiv]
[bibtex]
@InProceedings{Lavreniuk_2025_CVPR, author = {Lavreniuk, Mykola and Lavreniuk, Alla}, title = {SPIdepth: Strengthened Pose Information for Self-supervised Monocular Depth Estimation}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {874-884} }
TokenFocus-VQA: Enhancing Text-to-Image Alignment with Position-Aware Focus and Multi-Perspective Aggregations on LVLMs: Zijian Zhang,

Xuhui Zheng,

Xuecheng Wu,

Chong Peng,

Xuezhi Cao; [pdf]
[bibtex]
@InProceedings{Zhang_2025_CVPR, author = {Zhang, Zijian and Zheng, Xuhui and Wu, Xuecheng and Peng, Chong and Cao, Xuezhi}, title = {TokenFocus-VQA: Enhancing Text-to-Image Alignment with Position-Aware Focus and Multi-Perspective Aggregations on LVLMs}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {1279-1288} }
NTIRE 2025 Challenge on RAW Image Restoration and Super-Resolution: Marcos Conde,

Radu Timofte,

Zihao Lu,

Xiangyu Kong,

Xiaoxia Xing,

Fan Wang,

Suejin Han,

MinKyu Park,

Tianyu Hao,

Yuhong He,

Ruoqi Li,

Yueqi Yang,

Jianyang Yu,

Kele Xu,

Zisheng Xu,

Yong Dou,

Watchara Ruangsang,

Ruixuan Jiang,

Senyan Xu,

Siyuan Jiang,

Xueyang Fu,

Zheng-Jun Zha,

Jiajie Lu,

Xiang Yu,

Minmin Yi,

Yuanjia Chen,

Liwen Zhang,

Zijie Jin,

Tianyu Zhang,

Xin Luo,

Yeda Chen,

Dong Liu,

Li Pang,

Yuhang Yang,

Hongzhong Wang,

Xiangyong Cao,

Cheng Li,

Lian Liu,

Wei Song,

Heng Sun,

Tianyu Hao,

Yuhong He,

Ruoqi Li,

Yueqi Yang,

Yubo Wang,

Jinghua Wang,

Guanlan Hong; [pdf] [arXiv]
[bibtex]
@InProceedings{Conde_2025_CVPR, author = {Conde, Marcos and Timofte, Radu and Lu, Zihao and Kong, Xiangyu and Xing, Xiaoxia and Wang, Fan and Han, Suejin and Park, MinKyu and Hao, Tianyu and He, Yuhong and Li, Ruoqi and Yang, Yueqi and Yu, Jianyang and Xu, Kele and Xu, Zisheng and Dou, Yong and Ruangsang, Watchara and Jiang, Ruixuan and Xu, Senyan and Jiang, Siyuan and Fu, Xueyang and Zha, Zheng-Jun and Lu, Jiajie and Yu, Xiang and Yi, Minmin and Chen, Yuanjia and Zhang, Liwen and Jin, Zijie and Zhang, Tianyu and Luo, Xin and Chen, Yeda and Liu, Dong and Pang, Li and Yang, Yuhang and Wang, Hongzhong and Cao, Xiangyong and Li, Cheng and Liu, Lian and Song, Wei and Sun, Heng and Hao, Tianyu and He, Yuhong and Li, Ruoqi and Yang, Yueqi and Wang, Yubo and Wang, Jinghua and Hong, Guanlan}, title = {NTIRE 2025 Challenge on RAW Image Restoration and Super-Resolution}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {1148-1171} }
NTIRE 2025 Challenge on Real-World Face Restoration: Methods and Results: 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; [pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Chen_2025_CVPR, author = {Chen, Zheng and Wang, Jingkai and Liu, Kai and Gong, Jue and Sun, Lei and Wu, Zongwei and Timofte, Radu and Zhang, Yulun and Zhang, Jianxing and Wu, Jinlong and Wang, Jun and Xie, Zheng and Jeon, Hakjae and Han, Suejin and Chun, Hyung-Ju and Park, Hyunhee and Yin, Zhicun and Chen, Junjie and Liu, Ming and Li, Xiaoming and Zhou, Chao and Zuo, Wangmeng and Zhang, Weixia and Li, Dingquan and Ma, Kede and Zhang, Yun and Zheng, Zhuofan and Liu, Yuyue and Tang, Shizhen and Zhang, Zihao and Ning, Yi and Jiang, Hao and An, Wenjie and Yu, Kangmeng and Wang, Chenyang and Jiang, Kui and Liu, Xianming and Jiang, Junjun and Zhang, Yingfu and He, Gang and Wang, Siqi and Xu, Kepeng and Liu, Zhenyang and Zhou, Changxin and Shen, Shanlan and Duan, Yubo and Chen, Yiang and Guo, Jin and Yang, Mengru and Lee, Jen-Wei and Lee, Chia-Ming and Hsu, Chih-Chung and Peng, Hu and He, Chunming}, title = {NTIRE 2025 Challenge on Real-World Face Restoration: Methods and Results}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {1536-1547} }
NTIRE 2025 Challenge on Single Image Reflection Removal in the Wild: Datasets, Methods and Results: Kangning Yang,

Jie Cai,

Ling Ouyang,

Florin-Alexandru Vasluianu,

Radu Timofte,

Jiaming Ding,

Huiming Sun,

Lan Fu,

Jinlong Li,

Chiu Man Ho,

Zibo Meng,

Mingjia Li,

Hainuo Wang,

Qiming Hu,

Jiarui Wang,

Hao Zhao,

Jin Hu,

Xiaojie Guo,

Mengru Yang,

Jing He,

Yiqing Wang,

Zhiyang Chen,

Hao Fang,

Wei Zhang,

Runmin Cong,

Dheeraj Damodhar Hegde,

Jatin Kalal,

Nikhil Akalwadi,

Ramesh Ashok Tabib,

Uma Mudenagudi,

Yu-Fan Lin,

Chia-Ming Lee,

Chih-Chung Hsu,

Mengxin Zhang,

Sabari Nathan,

K Uma,

A Sasithradevi,

B Sathya Bama,

S. Mohamed Mansoor Roomi,

Bilel Benjdira,

Anas M. Ali,

Wadii Boulila,

Wei Dong,

Yunzhe Li,

Ali Hussein,

Han Zhou,

Jun Chen,

Zeyu Xiao,

Zhuoyuan Li; [pdf] [supp]
[bibtex]
@InProceedings{Yang_2025_CVPR, author = {Yang, Kangning and Cai, Jie and Ouyang, Ling and Vasluianu, Florin-Alexandru and Timofte, Radu and Ding, Jiaming and Sun, Huiming and Fu, Lan and Li, Jinlong and Ho, Chiu Man and Meng, Zibo and Li, Mingjia and Wang, Hainuo and Hu, Qiming and Wang, Jiarui and Zhao, Hao and Hu, Jin and Guo, Xiaojie and Yang, Mengru and He, Jing and Wang, Yiqing and Chen, Zhiyang and Fang, Hao and Zhang, Wei and Cong, Runmin and Hegde, Dheeraj Damodhar and Kalal, Jatin and Akalwadi, Nikhil and Tabib, Ramesh Ashok and Mudenagudi, Uma and Lin, Yu-Fan and Lee, Chia-Ming and Hsu, Chih-Chung and Zhang, Mengxin and Nathan, Sabari and Uma, K and Sasithradevi, A and Bama, B Sathya and Roomi, S. Mohamed Mansoor and Benjdira, Bilel and Ali, Anas M. and Boulila, Wadii and Dong, Wei and Li, Yunzhe and Hussein, Ali and Zhou, Han and Chen, Jun and Xiao, Zeyu and Li, Zhuoyuan}, title = {NTIRE 2025 Challenge on Single Image Reflection Removal in the Wild: Datasets, Methods and Results}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {1301-1311} }
Multi-Dimensional Quality Assessment for UGC Videos via Modular Multi-Modal Vision-Language Models: Weixia Zhang,

Bingkun Zheng,

Junlin Chen,

Zhihua Wang; [pdf]
[bibtex]
@InProceedings{Zhang_2025_CVPR, author = {Zhang, Weixia and Zheng, Bingkun and Chen, Junlin and Wang, Zhihua}, title = {Multi-Dimensional Quality Assessment for UGC Videos via Modular Multi-Modal Vision-Language Models}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {1557-1566} }
Towards Scale-Aware Low-Light Enhancement via Structure-Guided Transformer Design: Wei Dong,

Yan Min,

Han Zhou,

Jun Chen; [pdf] [arXiv]
[bibtex]
@InProceedings{Dong_2025_CVPR, author = {Dong, Wei and Min, Yan and Zhou, Han and Chen, Jun}, title = {Towards Scale-Aware Low-Light Enhancement via Structure-Guided Transformer Design}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {1460-1470} }
Rethinking Compressive Sensing: A Compression Framework for Video Super-Resolution: Ruthy Katz,

Adi Teitel,

Moran Mordechay,

Adi Falik,

Eli Bery,

Maya Mayberg; [pdf] [supp]
[bibtex]
@InProceedings{Katz_2025_CVPR, author = {Katz, Ruthy and Teitel, Adi and Mordechay, Moran and Falik, Adi and Bery, Eli and Mayberg, Maya}, title = {Rethinking Compressive Sensing: A Compression Framework for Video Super-Resolution}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {739-748} }
Advancing Ambient Lighting Normalization via Diffusion Shadow Generation: Xin Lu,

Jiarong Yang,

Yuanfei Bao,

Zihao Fan,

Anya Hu,

Kunyu Wang,

Jie Xiao,

Xi Wang,

Hongjian Liu,

Xueyang Fu,

Zheng-Jun Zha; [pdf]
[bibtex]
@InProceedings{Lu_2025_CVPR, author = {Lu, Xin and Yang, Jiarong and Bao, Yuanfei and Fan, Zihao and Hu, Anya and Wang, Kunyu and Xiao, Jie and Wang, Xi and Liu, Hongjian and Fu, Xueyang and Zha, Zheng-Jun}, title = {Advancing Ambient Lighting Normalization via Diffusion Shadow Generation}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {1070-1080} }