CVPR 2024 Open Access Repository

9th New Trends in Image Restoration and Enhancement Workshop and Challenges

Exploring AIGC Video Quality: A Focus on Visual Harmony Video-Text Consistency and Domain Distribution Gap: Bowen Qu,

Xiaoyu Liang,

Shangkun Sun,

Wei Gao; [pdf] [arXiv]
[bibtex]
@InProceedings{Qu_2024_CVPR, author = {Qu, Bowen and Liang, Xiaoyu and Sun, Shangkun and Gao, Wei}, title = {Exploring AIGC Video Quality: A Focus on Visual Harmony Video-Text Consistency and Domain Distribution Gap}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {6652-6660} }
Sketch-guided Image Inpainting with Partial Discrete Diffusion Process: Nakul Sharma,

Aditay Tripathi,

Anirban Chakraborty,

Anand Mishra; [pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Sharma_2024_CVPR, author = {Sharma, Nakul and Tripathi, Aditay and Chakraborty, Anirban and Mishra, Anand}, title = {Sketch-guided Image Inpainting with Partial Discrete Diffusion Process}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {6024-6034} }
PCQA: A Strong Baseline for AIGC Quality Assessment Based on Prompt Condition: Xi Fang,

Weigang Wang,

Xiaoxin Lv,

Jun Yan; [pdf] [arXiv]
[bibtex]
@InProceedings{Fang_2024_CVPR, author = {Fang, Xi and Wang, Weigang and Lv, Xiaoxin and Yan, Jun}, title = {PCQA: A Strong Baseline for AIGC Quality Assessment Based on Prompt Condition}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {6167-6176} }
Fourier Prior-Based Two-Stage Architecture for Image Restoration: Hemkant Nehete,

Amit Monga,

Partha Kaushik,

Brajesh Kumar Kaushik; [pdf]
[bibtex]
@InProceedings{Nehete_2024_CVPR, author = {Nehete, Hemkant and Monga, Amit and Kaushik, Partha and Kaushik, Brajesh Kumar}, title = {Fourier Prior-Based Two-Stage Architecture for Image Restoration}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {6014-6023} }
BigEPIT: Scaling EPIT for Light Field Image Super-Resolution: Wentao Chao,

Yiming Kan,

Xuechun Wang,

Fuqing Duan,

Guanghui Wang; [pdf]
[bibtex]
@InProceedings{Chao_2024_CVPR, author = {Chao, Wentao and Kan, Yiming and Wang, Xuechun and Duan, Fuqing and Wang, Guanghui}, title = {BigEPIT: Scaling EPIT for Light Field Image Super-Resolution}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {6187-6197} }
RBSFormer: Enhanced Transformer Network for Raw Image Super-Resolution: Siyuan Jiang,

Senyan Xu,

Xingfu Wang; [pdf]
[bibtex]
@InProceedings{Jiang_2024_CVPR, author = {Jiang, Siyuan and Xu, Senyan and Wang, Xingfu}, title = {RBSFormer: Enhanced Transformer Network for Raw Image Super-Resolution}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {6479-6488} }
Dformer: Learning Efficient Image Restoration with Perceptual Guidance: Nodirkhuja Khudjaev,

Roman Tsoy,

S M A Sharif,

Azamat Myrzabekov,

Seongwan Kim,

Jaeho Lee; [pdf]
[bibtex]
@InProceedings{Khudjaev_2024_CVPR, author = {Khudjaev, Nodirkhuja and Tsoy, Roman and A Sharif, S M and Myrzabekov, Azamat and Kim, Seongwan and Lee, Jaeho}, title = {Dformer: Learning Efficient Image Restoration with Perceptual Guidance}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {6363-6372} }
NTIRE 2024 Challenge on Low Light Image Enhancement: Methods and Results: Xiaoning Liu,

Zongwei Wu,

Ao Li,

Florin-Alexandru Vasluianu,

Yulun Zhang,

Shuhang Gu,

Le Zhang,

Ce Zhu,

Radu Timofte,

Zhi Jin,

Hongjun Wu,

Chenxi Wang,

Haitao Ling,

Yuanhao Cai,

Hao Bian,

Yuxin Zheng,

Jing Lin,

Alan Yuille,

Ben Shao,

Jin Guo,

Tian Liu,

Mohao Wu,

Yixu Feng,

Shuo Hou,

Haotian Lin,

Yu Zhu,

Peng Wu,

Wei Dong,

Jinqiu Sun,

Yanning Zhang,

Qingsen Yan,

Wenbin Zou,

Weipeng Yang,

Yunxiang Li,

Qiaomu Wei,

Tian Ye,

Sixiang Chen,

Zhao Zhang,

Suiyi Zhao,

Bo Wang,

Yan Luo,

Zhichao Zuo,

Mingshen Wang,

Junhu Wang,

Yanyan Wei,

Xiaopeng Sun,

Yu Gao,

Jiancheng Huang,

Hongming Chen,

Xiang Chen,

Hui Tang,

Yuanbin Chen,

Yuanbo Zhou,

Xinwei Dai,

Xintao Qiu,

Wei Deng,

Qinquan Gao,

Tong Tong,

Mingjia Li,

Jin Hu,

Xinyu He,

Xiaojie Guo,

Sabarinathan Sabarinathan,

K Uma,

A Sasithradevi,

B Sathya Rama,

S. Mohamed Mansoor Roomi,

V. Srivatsav,

Jinjuan Wang,

Long Sun,

Qiuying Chen,

Jiahong Shao,

Yizhi Zhang,

Marcos V. Conde,

Daniel Feijoo,

Juan C. Benito,

Alvaro Garcia,

Jaeho Lee,

Seongwan Kim,

Sharif S M A,

Nodirkhuja Khujaev,

Roman Tsoy,

Ali Murtaza,

Uswah Khairuddin,

Amad Athif Mohd Faudzi,

Sampada Malagi,

Amogh Joshi,

Nikhil Akalwadi,

Chaitra Desai,

Ramesh Ashok Tabib,

Uma Mudenagudi,

Palani Yashaswini,

Nitish Upasi,

Dikshit Hegde,

Ujwala Patil,

Sujata C,

Xingzhuo Yan,

Wei Hao,

Minghan Fu,

Pooja Choksy,

Anjali Sarvaiya,

Kishor Upla,

Kiran Raja,

Hailong Yan,

Yunkai Zhang,

Baiang Li,

Jingyi Zhang,

Huan Zheng; [pdf] [arXiv]
[bibtex]
@InProceedings{Liu_2024_CVPR, author = {Liu, Xiaoning and Wu, Zongwei and Li, Ao and Vasluianu, Florin-Alexandru and Zhang, Yulun and Gu, Shuhang and Zhang, Le and Zhu, Ce and Timofte, Radu and Jin, Zhi and Wu, Hongjun and Wang, Chenxi and Ling, Haitao and Cai, Yuanhao and Bian, Hao and Zheng, Yuxin and Lin, Jing and Yuille, Alan and Shao, Ben and Guo, Jin and Liu, Tian and Wu, Mohao and Feng, Yixu and Hou, Shuo and Lin, Haotian and Zhu, Yu and Wu, Peng and Dong, Wei and Sun, Jinqiu and Zhang, Yanning and Yan, Qingsen and Zou, Wenbin and Yang, Weipeng and Li, Yunxiang and Wei, Qiaomu and Ye, Tian and Chen, Sixiang and Zhang, Zhao and Zhao, Suiyi and Wang, Bo and Luo, Yan and Zuo, Zhichao and Wang, Mingshen and Wang, Junhu and Wei, Yanyan and Sun, Xiaopeng and Gao, Yu and Huang, Jiancheng and Chen, Hongming and Chen, Xiang and Tang, Hui and Chen, Yuanbin and Zhou, Yuanbo and Dai, Xinwei and Qiu, Xintao and Deng, Wei and Gao, Qinquan and Tong, Tong and Li, Mingjia and Hu, Jin and He, Xinyu and Guo, Xiaojie and Sabarinathan, Sabarinathan and Uma, K and Sasithradevi, A and Rama, B Sathya and Roomi, S. Mohamed Mansoor and Srivatsav, V. and Wang, Jinjuan and Sun, Long and Chen, Qiuying and Shao, Jiahong and Zhang, Yizhi and Conde, Marcos V. and Feijoo, Daniel and Benito, Juan C. and Garcia, Alvaro and Lee, Jaeho and Kim, Seongwan and A, Sharif S M and Khujaev, Nodirkhuja and Tsoy, Roman and Murtaza, Ali and Khairuddin, Uswah and Faudzi, Amad Athif Mohd and Malagi, Sampada and Joshi, Amogh and Akalwadi, Nikhil and Desai, Chaitra and Tabib, Ramesh Ashok and Mudenagudi, Uma and Yashaswini, Palani and Upasi, Nitish and Hegde, Dikshit and Patil, Ujwala and C, Sujata and Yan, Xingzhuo and Hao, Wei and Fu, Minghan and Choksy, Pooja and Sarvaiya, Anjali and Upla, Kishor and Raja, Kiran and Yan, Hailong and Zhang, Yunkai and Li, Baiang and Zhang, Jingyi and Zheng, Huan}, title = {NTIRE 2024 Challenge on Low Light Image Enhancement: Methods and Results}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {6571-6594} }
Deep RAW Image Super-Resolution. A NTIRE 2024 Challenge Survey: 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; [pdf] [arXiv]
[bibtex]
@InProceedings{Conde_2024_CVPR, author = {Conde, Marcos V. and Vasluianu, Florin-Alexandru and Timofte, Radu and Zhang, Jianxing and Li, Jia and Wang, Fan and Li, Xiaopeng and Liu, Zikun and Park, Hyunhee and Song, Sejun and Kim, Changho and Huang, Zhijuan and Yu, Hongyuan and Wan, Cheng and Xiang, Wending and Lin, Jiamin and Zhong, Hang and Zhang, Qiaosong and Sun, Yue and Yin, Xuanwu and Zuo, Kunlong and Xu, Senyan and Jiang, Siyuan and Sun, Zhijing and Zhu, Jiaying and Li, Liangyan and Chen, Ke and Li, Yunzhe and Ning, Yimo and Zhao, Guanhua and Chen, Jun and Yu, Jinyang and Xu, Kele and Xu, Qisheng and Dou, Yong}, title = {Deep RAW Image Super-Resolution. A NTIRE 2024 Challenge Survey}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {6745-6759} }
Swift Parameter-free Attention Network for Efficient Super-Resolution: Cheng Wan,

Hongyuan Yu,

Zhiqi Li,

Yihang Chen,

Yajun Zou,

Yuqing Liu,

Xuanwu Yin,

Kunlong Zuo; [pdf] [arXiv]
[bibtex]
@InProceedings{Wan_2024_CVPR, author = {Wan, Cheng and Yu, Hongyuan and Li, Zhiqi and Chen, Yihang and Zou, Yajun and Liu, Yuqing and Yin, Xuanwu and Zuo, Kunlong}, title = {Swift Parameter-free Attention Network for Efficient Super-Resolution}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {6246-6256} }
Training Transformer Models by Wavelet Losses Improves Quantitative and Visual Performance in Single Image Super-Resolution: Cansu Korkmaz,

A. Murat Tekalp; [pdf] [arXiv]
[bibtex]
@InProceedings{Korkmaz_2024_CVPR, author = {Korkmaz, Cansu and Tekalp, A. Murat}, title = {Training Transformer Models by Wavelet Losses Improves Quantitative and Visual Performance in Single Image Super-Resolution}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {6661-6670} }
SF-IQA: Quality and Similarity Integration for AI Generated Image Quality Assessment: Zihao Yu,

Fengbin Guan,

Yiting Lu,

Xin Li,

Zhibo Chen; [pdf]
[bibtex]
@InProceedings{Yu_2024_CVPR, author = {Yu, Zihao and Guan, Fengbin and Lu, Yiting and Li, Xin and Chen, Zhibo}, title = {SF-IQA: Quality and Similarity Integration for AI Generated Image Quality Assessment}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {6692-6701} }
Semantic Pre-supplement for Exposure Correction: Zhen Zou,

Wei Yu,

Jie Huang,

Feng Zhao; [pdf] [supp]
[bibtex]
@InProceedings{Zou_2024_CVPR, author = {Zou, Zhen and Yu, Wei and Huang, Jie and Zhao, Feng}, title = {Semantic Pre-supplement for Exposure Correction}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {5961-5970} }
Multi-scale Attention Network for Single Image Super-Resolution: Yan Wang,

Yusen Li,

Gang Wang,

Xiaoguang Liu; [pdf] [arXiv]
[bibtex]
@InProceedings{Wang_2024_CVPR, author = {Wang, Yan and Li, Yusen and Wang, Gang and Liu, Xiaoguang}, title = {Multi-scale Attention Network for Single Image Super-Resolution}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {5950-5960} }
Cross-view Aggregation Network For Stereo Image Super-Resolution: Zhitao Chen,

Tao Lu,

Kanghui Zhao,

Bolin Zhu,

Zhen Li,

Jiaming Wang,

Yanduo Zhang; [pdf]
[bibtex]
@InProceedings{Chen_2024_CVPR, author = {Chen, Zhitao and Lu, Tao and Zhao, Kanghui and Zhu, Bolin and Li, Zhen and Wang, Jiaming and Zhang, Yanduo}, title = {Cross-view Aggregation Network For Stereo Image Super-Resolution}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {6469-6478} }
CRNet: A Detail-Preserving Network for Unified Image Restoration and Enhancement Task: Kangzhen Yang,

Tao Hu,

Kexin Dai,

Genggeng Chen,

Yu Cao,

Wei Dong,

Peng Wu,

Yanning Zhang,

Qingsen Yan; [pdf] [arXiv]
[bibtex]
@InProceedings{Yang_2024_CVPR, author = {Yang, Kangzhen and Hu, Tao and Dai, Kexin and Chen, Genggeng and Cao, Yu and Dong, Wei and Wu, Peng and Zhang, Yanning and Yan, Qingsen}, title = {CRNet: A Detail-Preserving Network for Unified Image Restoration and Enhancement Task}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {6086-6096} }
Equipping Diffusion Models with Differentiable Spatial Entropy for Low-Light Image Enhancement: Wenyi Lian,

Wenjing Lian,

Ziwei Luo; [pdf] [arXiv]
[bibtex]
@InProceedings{Lian_2024_CVPR, author = {Lian, Wenyi and Lian, Wenjing and Luo, Ziwei}, title = {Equipping Diffusion Models with Differentiable Spatial Entropy for Low-Light Image Enhancement}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {6671-6681} }
PromptCIR: Blind Compressed Image Restoration with Prompt Learning: Bingchen Li,

Xin Li,

Yiting Lu,

Ruoyu Feng,

Mengxi Guo,

Shijie Zhao,

Li Zhang,

Zhibo Chen; [pdf] [arXiv]
[bibtex]
@InProceedings{Li_2024_CVPR, author = {Li, Bingchen and Li, Xin and Lu, Yiting and Feng, Ruoyu and Guo, Mengxi and Zhao, Shijie and Zhang, Li and Chen, Zhibo}, title = {PromptCIR: Blind Compressed Image Restoration with Prompt Learning}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {6442-6452} }
DRCT: Saving Image Super-Resolution Away from Information Bottleneck: Chih-Chung Hsu,

Chia-Ming Lee,

Yi-Shiuan Chou; [pdf] [arXiv]
[bibtex]
@InProceedings{Hsu_2024_CVPR, author = {Hsu, Chih-Chung and Lee, Chia-Ming and Chou, Yi-Shiuan}, title = {DRCT: Saving Image Super-Resolution Away from Information Bottleneck}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {6133-6142} }
NTIRE 2024 Challenge on Light Field Image Super-Resolution: Methods and Results: Yingqian Wang,

Zhengyu Liang,

Qianyu Chen,

Longguang Wang,

Jungang Yang,

Radu Timofte,

Yulan Guo,

Wentao Chao,

Yiming Kan,

Xuechun Wang,

Fuqing Duan,

Guanghui Wang,

Wang Xia,

Ziqi Wang,

Yue Yan,

Peiqi Xia,

Shunzhou Wang,

Yao Lu,

Angulia Yang,

Kai Jin,

Zeqiang Wei,

Sha Guo,

Mingzhi Gao,

Xiuzhuang Zhou,

Zhongxin Yu,

Shaofei Luo,

Cheng Zhong,

Shaorui Chen,

Long Peng,

Yuhong He,

Gaosheng Liu,

Huanjing Yue,

Jingyu Yang,

Zhengjian Yao,

Jiakui Hu,

Lujia Jin,

Zhi-Song Liu,

Chenhang He,

Jun Xiao,

Xiuyuan Wang,

Zonglin Tian,

Yifan Mao,

Deyang Liu,

Shizheng Li,

Ping An; [pdf]
[bibtex]
@InProceedings{Wang_2024_CVPR, author = {Wang, Yingqian and Liang, Zhengyu and Chen, Qianyu and Wang, Longguang and Yang, Jungang and Timofte, Radu and Guo, Yulan and Chao, Wentao and Kan, Yiming and Wang, Xuechun and Duan, Fuqing and Wang, Guanghui and Xia, Wang and Wang, Ziqi and Yan, Yue and Xia, Peiqi and Wang, Shunzhou and Lu, Yao and Yang, Angulia and Jin, Kai and Wei, Zeqiang and Guo, Sha and Gao, Mingzhi and Zhou, Xiuzhuang and Yu, Zhongxin and Luo, Shaofei and Zhong, Cheng and Chen, Shaorui and Peng, Long and He, Yuhong and Liu, Gaosheng and Yue, Huanjing and Yang, Jingyu and Yao, Zhengjian and Hu, Jiakui and Jin, Lujia and Liu, Zhi-Song and He, Chenhang and Xiao, Jun and Wang, Xiuyuan and Tian, Zonglin and Mao, Yifan and Liu, Deyang and Li, Shizheng and An, Ping}, title = {NTIRE 2024 Challenge on Light Field Image Super-Resolution: Methods and Results}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {6218-6234} }
Audio-Visual Speech Representation Expert for Enhanced Talking Face Video Generation and Evaluation: Dogucan Yaman,

Fevziye Irem Eyiokur,

Leonard Bärmann,

Seymanur Akti,

Hazım Kemal Ekenel,

Alexander Waibel; [pdf] [supp]
[bibtex]
@InProceedings{Yaman_2024_CVPR, author = {Yaman, Dogucan and Eyiokur, Fevziye Irem and B\"armann, Leonard and Akti, Seymanur and Ekenel, Haz{\i}m Kemal and Waibel, Alexander}, title = {Audio-Visual Speech Representation Expert for Enhanced Talking Face Video Generation and Evaluation}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {6003-6013} }
Short-form UGC Video Quality Assessment Based on Multi-Level Video Fusion with Rank-Aware: Haoran Xu,

Mengduo Yang,

Jie Zhou,

Jiaze Li; [pdf]
[bibtex]
@InProceedings{Xu_2024_CVPR, author = {Xu, Haoran and Yang, Mengduo and Zhou, Jie and Li, Jiaze}, title = {Short-form UGC Video Quality Assessment Based on Multi-Level Video Fusion with Rank-Aware}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {6297-6306} }
Learnable Global Spatio-Temporal Adaptive Aggregation for Bracketing Image Restoration and Enhancement: Xinwei Dai,

Yuanbo Zhou,

Xintao Qiu,

Hui Tang,

Wei Deng,

Qinquan Gao,

Tong Tong; [pdf]
[bibtex]
@InProceedings{Dai_2024_CVPR, author = {Dai, Xinwei and Zhou, Yuanbo and Qiu, Xintao and Tang, Hui and Deng, Wei and Gao, Qinquan and Tong, Tong}, title = {Learnable Global Spatio-Temporal Adaptive Aggregation for Bracketing Image Restoration and Enhancement}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {6235-6245} }
Shadow Removal based on Diffusion Segmentation and Super-resolution Models: Chenghua Li,

Bo Yang,

Zhiqi Wu,

Gao Chen,

Yihan Yu,

Shengxiao Zhou; [pdf] [supp]
[bibtex]
@InProceedings{Li_2024_CVPR, author = {Li, Chenghua and Yang, Bo and Wu, Zhiqi and Chen, Gao and Yu, Yihan and Zhou, Shengxiao}, title = {Shadow Removal based on Diffusion Segmentation and Super-resolution Models}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {6045-6054} }
Multi-Level Feature Fusion Network for Lightweight Stereo Image Super-Resolution: Yunxiang Li,

Wenbin Zou,

Qiaomu Wei,

Feng Huang,

Jing Wu; [pdf] [arXiv]
[bibtex]
@InProceedings{Li_2024_CVPR, author = {Li, Yunxiang and Zou, Wenbin and Wei, Qiaomu and Huang, Feng and Wu, Jing}, title = {Multi-Level Feature Fusion Network for Lightweight Stereo Image Super-Resolution}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {6489-6498} }
High Quality Reference Feature for Two Stage Bracketing Image Restoration and Enhancement: Xiaoxia Xing,

Hyunhee Park,

Fan Wang,

Ying Zhang,

Sejun Song,

Changho Kim,

Xiangyu Kong; [pdf]
[bibtex]
@InProceedings{Xing_2024_CVPR, author = {Xing, Xiaoxia and Park, Hyunhee and Wang, Fan and Zhang, Ying and Song, Sejun and Kim, Changho and Kong, Xiangyu}, title = {High Quality Reference Feature for Two Stage Bracketing Image Restoration and Enhancement}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {6267-6276} }
DCDR-UNet: Deformable Convolution Based Detail Restoration via U-shape Network for Single Image HDR Reconstruction: Joonsoo Kim,

Zhe Zhu,

Tien Bau,

Chenguang Liu; [pdf] [supp]
[bibtex]
@InProceedings{Kim_2024_CVPR, author = {Kim, Joonsoo and Zhu, Zhe and Bau, Tien and Liu, Chenguang}, title = {DCDR-UNet: Deformable Convolution Based Detail Restoration via U-shape Network for Single Image HDR Reconstruction}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {5909-5918} }
NTIRE 2024 Challenge on Image Super-Resolution (x4): Methods and Results: 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; [pdf]
[bibtex]
@InProceedings{Chen_2024_CVPR, author = {Chen, Zheng and Wu, Zongwei and Zamfir, Eduard and Zhang, Kai and Zhang, Yulun and Timofte, Radu and Yang, Xiaokang and Yu, Hongyuan and Wan, Cheng and Hong, Yuxin and Huang, Zhijuan and Zou, Yajun and Huang, Yuan and Lin, Jiamin and Han, Bingnan and Guan, Xianyu and Yu, Yongsheng and Zhang, Daoan and Yin, Xuanwu and Zuo, Kunlong and Hao, Jinhua and Zhao, Kai and Yuan, Kun and Sun, Ming and Zhou, Chao and An, Hongyu and Zhang, Xinfeng and Song, Zhiyuan and Dong, Ziyue and Zhao, Qing and Xu, Xiaogang and Wei, Pengxu and Dou, Zhi-Chao and Wang, Gui-Ling and Hsu, Chih-Chung and Lee, Chia-Ming and Chou, Yi-Shiuan and Korkmaz, Cansu and Tekalp, A. Murat and Wei, Yubin and Yan, Xiaole and Li, Binren and Chen, Haonan and Zhang, Siqi and Chen, Sihan and Joshi, Amogh and Akalwadi, Nikhil and Malagi, Sampada and Yashaswini, Palani and Desai, Chaitra and Tabib, Ramesh Ashok and Patil, Ujwala and Mudenagudi, Uma and Sarvaiya, Anjali and Choksy, Pooja and Joshi, Jagrit and Kawa, Shubh and Upla, Kishor and Patwardhan, Sushrut and Ramachandra, Raghavendra and Hossain, Sadat and Park, Geongi and Uddin, S.M. Nadim and Xu, Hao and Guo, Yanhui and Urumbekov, Aman and Yan, Xingzhuo and Hao, Wei and Fu, Minghan and Orais, Isaac and Smith, Samuel and Liu, Ying and Jia, Wangwang and Xu, Qisheng and Xu, Kele and Yuan, Weijun and Li, Zhan and Kuang, Wenqin and Guan, Ruijin and Deng, Ruting and Zhang, Zhao and Wang, Bo and Zhao, Suiyi and Luo, Yan and Wei, Yanyan and Khan, Asif Hussain and Micheloni, Christian and Martinel, Niki}, title = {NTIRE 2024 Challenge on Image Super-Resolution (x4): Methods and Results}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {6108-6132} }
NTIRE 2024 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,

Yangyang Zhang,

Cailin Wu,

Zhuangda He,

Shuangshuang Yin,

Jiaxu Dong,

Yangchenxu Liu,

Hao Jiang,

Jun Shi,

Yong A,

Yixiang Jin,

Dingzhe Li,

Bingxin Ke,

Anton Obukhov,

Tinafu Wang,

Nando Metzger,

Shengyu Huang,

Konrad Schindler,

Yachuan Huang,

Jiaqi Li,

Junrui Zhang,

Yiran Wang,

Zihao Huang,

Tianqi Liu,

Zhiguo Cao,

Pengzhi Li,

Jui-Lin Wang,

Wenjie Zhu,

Hui Geng,

Yuxin Zhang,

Long Lan,

Kele Xu,

Tao Sun,

Qisheng Xu,

Sourav Saini,

Aashray Gupta,

Sahaj K. Mistry,

Aryan Shukla,

Vinit Jakhetiya,

Sunil Jaiswal,

Yuejin Sun,

Zhuofan Zheng,

Yi Ning,

Jen-Hao Cheng,

Hou-I Liu,

Hsiang-Wei Huang,

Cheng-Yen Yang,

Zhongyu Jiang,

Yi-Hao Peng,

Aishi Huang,

Jenq-Neng Hwang; [pdf]
[bibtex]
@InProceedings{Ramirez_2024_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, Yangyang and Wu, Cailin and He, Zhuangda and Yin, Shuangshuang and Dong, Jiaxu and Liu, Yangchenxu and Jiang, Hao and Shi, Jun and A, Yong and Jin, Yixiang and Li, Dingzhe and Ke, Bingxin and Obukhov, Anton and Wang, Tinafu and Metzger, Nando and Huang, Shengyu and Schindler, Konrad and Huang, Yachuan and Li, Jiaqi and Zhang, Junrui and Wang, Yiran and Huang, Zihao and Liu, Tianqi and Cao, Zhiguo and Li, Pengzhi and Wang, Jui-Lin and Zhu, Wenjie and Geng, Hui and Zhang, Yuxin and Lan, Long and Xu, Kele and Sun, Tao and Xu, Qisheng and Saini, Sourav and Gupta, Aashray and Mistry, Sahaj K. and Shukla, Aryan and Jakhetiya, Vinit and Jaiswal, Sunil and Sun, Yuejin and Zheng, Zhuofan and Ning, Yi and Cheng, Jen-Hao and Liu, Hou-I and Huang, Hsiang-Wei and Yang, Cheng-Yen and Jiang, Zhongyu and Peng, Yi-Hao and Huang, Aishi and Hwang, Jenq-Neng}, title = {NTIRE 2024 Challenge on HR Depth from Images of Specular and Transparent Surfaces}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {6499-6512} }
NTIRE 2024 Challenge on Blind Enhancement of Compressed Image: Methods and Results: Ren Yang,

Radu Timofte,

Bingchen Li,

Xin Li,

Mengxi Guo,

Shijie Zhao,

Li Zhang,

Zhibo Chen,

Dongyang Zhang,

Yash Arora,

Aditya Arora,

Yuanbin Chen,

Hui Tang,

Tao Wang,

Longxuan Zhao,

Bin Chen,

Tong Tong,

Qiao Mo,

Jingwei Bao,

Jinhua Hao,

Yukang Ding,

Hantang Li,

Ming Sun,

Chao Zhou,

Shuyuan Zhu,

Zhi Jin,

Wei Wang,

Dandan Zhan,

Jiawei Wu,

Jiahao Wu,

Luwei Tu,

Hongyu An,

Xinfeng Zhang,

Woon-Ha Yeo,

Wang-Taek Oh,

Young-Il Kim,

Han-Cheol Ryu,

Long Sun,

Mingjun Zhen,

Jinshan Pan,

Jiangxin Dong,

Jinhui Tang,

Yapeng Du,

Ao Li,

Ziyang He,

Lei Luo,

Ce Zhu,

Xin Yao,

Sunder Ali Khowaja,

Ik Hyun Lee,

Jaeho Lee,

Seongwan Kim,

Sharif S M A,

Nodirkhuja Khujaev,

Roman Tsoy; [pdf]
[bibtex]
@InProceedings{Yang_2024_CVPR, author = {Yang, Ren and Timofte, Radu and Li, Bingchen and Li, Xin and Guo, Mengxi and Zhao, Shijie and Zhang, Li and Chen, Zhibo and Zhang, Dongyang and Arora, Yash and Arora, Aditya and Chen, Yuanbin and Tang, Hui and Wang, Tao and Zhao, Longxuan and Chen, Bin and Tong, Tong and Mo, Qiao and Bao, Jingwei and Hao, Jinhua and Ding, Yukang and Li, Hantang and Sun, Ming and Zhou, Chao and Zhu, Shuyuan and Jin, Zhi and Wang, Wei and Zhan, Dandan and Wu, Jiawei and Wu, Jiahao and Tu, Luwei and An, Hongyu and Zhang, Xinfeng and Yeo, Woon-Ha and Oh, Wang-Taek and Kim, Young-Il and Ryu, Han-Cheol and Sun, Long and Zhen, Mingjun and Pan, Jinshan and Dong, Jiangxin and Tang, Jinhui and Du, Yapeng and Li, Ao and He, Ziyang and Luo, Lei and Zhu, Ce and Yao, Xin and Khowaja, Sunder Ali and Lee, Ik Hyun and Lee, Jaeho and Kim, Seongwan and A, Sharif S M and Khujaev, Nodirkhuja and Tsoy, Roman}, title = {NTIRE 2024 Challenge on Blind Enhancement of Compressed Image: Methods and Results}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {6524-6535} }
LGFN: Lightweight Light Field Image Super-Resolution using Local Convolution Modulation and Global Attention Feature Extraction: Zhongxin Yu,

Liang Chen,

Zhiyun Zeng,

Kunping Yang,

Shaofei Luo,

Shaorui Chen,

Cheng Zhong; [pdf]
[bibtex]
@InProceedings{Yu_2024_CVPR, author = {Yu, Zhongxin and Chen, Liang and Zeng, Zhiyun and Yang, Kunping and Luo, Shaofei and Chen, Shaorui and Zhong, Cheng}, title = {LGFN: Lightweight Light Field Image Super-Resolution using Local Convolution Modulation and Global Attention Feature Extraction}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {6712-6721} }
S3R-Net: A Single-Stage Approach to Self-Supervised Shadow Removal: Nikolina Kubiak,

Armin Mustafa,

Graeme Phillipson,

Stephen Jolly,

Simon Hadfield; [pdf]
[bibtex]
@InProceedings{Kubiak_2024_CVPR, author = {Kubiak, Nikolina and Mustafa, Armin and Phillipson, Graeme and Jolly, Stephen and Hadfield, Simon}, title = {S3R-Net: A Single-Stage Approach to Self-Supervised Shadow Removal}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {5898-5908} }
Photo-Realistic Image Restoration in the Wild with Controlled Vision-Language Models: Ziwei Luo,

Fredrik K. Gustafsson,

Zheng Zhao,

Jens Sjölund,

Thomas B. Schön; [pdf] [arXiv]
[bibtex]
@InProceedings{Luo_2024_CVPR, author = {Luo, Ziwei and Gustafsson, Fredrik K. and Zhao, Zheng and Sj\"olund, Jens and Sch\"on, Thomas B.}, title = {Photo-Realistic Image Restoration in the Wild with Controlled Vision-Language Models}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {6641-6651} }
NTIRE 2024 Challenge on Stereo Image Super-Resolution: Methods and Results: Longguang Wang,

Yulan Guo,

Juncheng Li,

Hongda Liu,

Yang Zhao,

Yingqian Wang,

Zhi Jin,

Shuhang Gu,

Radu Timofte; [pdf]
[bibtex]
@InProceedings{Wang_2024_CVPR, author = {Wang, Longguang and Guo, Yulan and Li, Juncheng and Liu, Hongda and Zhao, Yang and Wang, Yingqian and Jin, Zhi and Gu, Shuhang and Timofte, Radu}, title = {NTIRE 2024 Challenge on Stereo Image Super-Resolution: Methods and Results}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {6198-6207} }
ISSR-DIL: Image Specific Super-Resolution Using Deep Identity Learning: Sree Rama Vamsidhar S,

Jayadeep D,

Rama Krishna Gorthi; [pdf] [supp]
[bibtex]
@InProceedings{S_2024_CVPR, author = {S, Sree Rama Vamsidhar and D, Jayadeep and Gorthi, Rama Krishna}, title = {ISSR-DIL: Image Specific Super-Resolution Using Deep Identity Learning}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {6076-6085} }
SDCNet:Spatially-Adaptive Deformable Convolution Networks for HR NonHomogeneous Dehazing: Yidi Liu,

Xingbo Wang,

Yurui Zhu,

Xueyang Fu,

Zheng-Jun Zha; [pdf]
[bibtex]
@InProceedings{Liu_2024_CVPR, author = {Liu, Yidi and Wang, Xingbo and Zhu, Yurui and Fu, Xueyang and Zha, Zheng-Jun}, title = {SDCNet:Spatially-Adaptive Deformable Convolution Networks for HR NonHomogeneous Dehazing}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {6682-6691} }
Towards Real-world Video Face Restoration: A New Benchmark: Ziyan Chen,

Jingwen He,

Xinqi Lin,

Yu Qiao,

Chao Dong; [pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Chen_2024_CVPR, author = {Chen, Ziyan and He, Jingwen and Lin, Xinqi and Qiao, Yu and Dong, Chao}, title = {Towards Real-world Video Face Restoration: A New Benchmark}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {5929-5939} }
NTIRE 2024 Restore Any Image Model (RAIM) in the Wild Challenge: Jie Liang,

Radu Timofte,

Qiaosi Yi,

Shuaizheng Liu,

Lingchen Sun,

Rongyuan Wu,

Xindong Zhang,

Hui Zeng,

Lei Zhang,

Yibin Huang,

Shai Liu,

Yongqiang Li,

Chaoyu Feng,

Xiaotao Wang,

Lei Lei,

Yuxiang Chen,

Xiangyu Chen,

Qiubo Chen,

Fengyu Sun,

Mengying Cui,

Jiaxu Chen,

Zhenyu Hu,

Jingyun Liu,

Wenzhuo Ma,

Ce Wang,

Hanyou Zheng,

Wanjie Sun,

Zhenzhong Chen,

Ziwei Luo,

Fredrik K. Gustafsson,

Zheng Zhao,

Jens Sjolund,

Thomas B. Schon,

Xiong Dun,

Pengzhou Ji,

Yujie Xing,

Xuquan Wang,

Zhanshan Wang,

Xinbin Cheng,

Jun Xiao,

Chenhang He,

Xiuyuan Wang,

Zhi-Song Liu,

Zimeng Miao,

Zhicun Yin,

Ming Liu,

Wangmeng Zuo,

Shuai Li; [pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Liang_2024_CVPR, author = {Liang, Jie and Timofte, Radu and Yi, Qiaosi and Liu, Shuaizheng and Sun, Lingchen and Wu, Rongyuan and Zhang, Xindong and Zeng, Hui and Zhang, Lei and Huang, Yibin and Liu, Shai and Li, Yongqiang and Feng, Chaoyu and Wang, Xiaotao and Lei, Lei and Chen, Yuxiang and Chen, Xiangyu and Chen, Qiubo and Sun, Fengyu and Cui, Mengying and Chen, Jiaxu and Hu, Zhenyu and Liu, Jingyun and Ma, Wenzhuo and Wang, Ce and Zheng, Hanyou and Sun, Wanjie and Chen, Zhenzhong and Luo, Ziwei and Gustafsson, Fredrik K. and Zhao, Zheng and Sjolund, Jens and Schon, Thomas B. and Dun, Xiong and Ji, Pengzhou and Xing, Yujie and Wang, Xuquan and Wang, Zhanshan and Cheng, Xinbin and Xiao, Jun and He, Chenhang and Wang, Xiuyuan and Liu, Zhi-Song and Miao, Zimeng and Yin, Zhicun and Liu, Ming and Zuo, Wangmeng and Li, Shuai}, title = {NTIRE 2024 Restore Any Image Model (RAIM) in the Wild Challenge}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {6632-6640} }
AIGIQA-20K: A Large Database for AI-Generated Image Quality Assessment: Chunyi Li,

Tengchuan Kou,

Yixuan Gao,

Yuqin Cao,

Wei Sun,

Zicheng Zhang,

Yingjie Zhou,

Zhichao Zhang,

Weixia Zhang,

Haoning Wu,

Xiaohong Liu,

Xiongkuo Min,

Guangtao Zhai; [pdf]
[bibtex]
@InProceedings{Li_2024_CVPR, author = {Li, Chunyi and Kou, Tengchuan and Gao, Yixuan and Cao, Yuqin and Sun, Wei and Zhang, Zicheng and Zhou, Yingjie and Zhang, Zhichao and Zhang, Weixia and Wu, Haoning and Liu, Xiaohong and Min, Xiongkuo and Zhai, Guangtao}, title = {AIGIQA-20K: A Large Database for AI-Generated Image Quality Assessment}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {6327-6336} }
Shadow Removal via Global Residual Free Unet and Shadow Generation: Dong Li,

Xin Lu,

Yurui Zhu,

Xi Wang,

Jie Xiao,

Yunpeng Zhang,

Xueyang Fu,

Zheng-Jun Zha; [pdf]
[bibtex]
@InProceedings{Li_2024_CVPR, author = {Li, Dong and Lu, Xin and Zhu, Yurui and Wang, Xi and Xiao, Jie and Zhang, Yunpeng and Fu, Xueyang and Zha, Zheng-Jun}, title = {Shadow Removal via Global Residual Free Unet and Shadow Generation}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {6307-6316} }
MoE-AGIQA: Mixture-of-Experts Boosted Visual Perception-Driven and Semantic-Aware Quality Assessment for AI-Generated Images: Junfeng Yang,

Jing Fu,

Wei Zhang,

Wenzhi Cao,

Limei Liu,

Han Peng; [pdf]
[bibtex]
@InProceedings{Yang_2024_CVPR, author = {Yang, Junfeng and Fu, Jing and Zhang, Wei and Cao, Wenzhi and Liu, Limei and Peng, Han}, title = {MoE-AGIQA: Mixture-of-Experts Boosted Visual Perception-Driven and Semantic-Aware Quality Assessment for AI-Generated Images}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {6395-6404} }
DehazeDCT: Towards Effective Non-Homogeneous Dehazing via Deformable Convolutional Transformer: Wei Dong,

Han Zhou,

Ruiyi Wang,

Xiaohong Liu,

Guangtao Zhai,

Jun Chen; [pdf] [arXiv]
[bibtex]
@InProceedings{Dong_2024_CVPR, author = {Dong, Wei and Zhou, Han and Wang, Ruiyi and Liu, Xiaohong and Zhai, Guangtao and Chen, Jun}, title = {DehazeDCT: Towards Effective Non-Homogeneous Dehazing via Deformable Convolutional Transformer}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {6405-6414} }
Image Restoration Refinement with Uformer GAN: Xu Ouyang,

Ying Chen,

Kaiyue Zhu,

Gady Agam; [pdf]
[bibtex]
@InProceedings{Ouyang_2024_CVPR, author = {Ouyang, Xu and Chen, Ying and Zhu, Kaiyue and Agam, Gady}, title = {Image Restoration Refinement with Uformer GAN}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {5919-5928} }
Efficient Light Field Image Super-Resolution via Progressive Disentangling: Gaosheng Liu,

Huanjing Yue,

Jingyu Yang; [pdf]
[bibtex]
@InProceedings{Liu_2024_CVPR, author = {Liu, Gaosheng and Yue, Huanjing and Yang, Jingyu}, title = {Efficient Light Field Image Super-Resolution via Progressive Disentangling}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {6277-6286} }
NTIRE 2024 Challenge on Short-form UGC Video Quality Assessment: Methods and Results: Xin Li,

Kun Yuan,

Yajing Pei,

Yiting Lu,

Ming Sun,

Chao Zhou,

Zhibo Chen,

Radu Timofte,

Wei Sun,

Haoning Wu,

Zicheng Zhang,

Jun Jia,

Zhichao Zhang,

Linhan Cao,

Qiubo Chen,

Xiongkuo Min,

Weisi Lin,

Guangtao Zhai,

Jianhui Sun,

Tianyi Wang,

Lei Li,

Han Kong,

Wenxuan Wang,

Bing Li,

Cheng Luo,

Haiqiang Wang,

Xiangguang Chen,

Wenhui Meng,

Xiang Pan,

Huiying Shi,

Han Zhu,

Xiaozhong Xu,

Lei Sun,

Zhenzhong Chen,

Shan Liu,

Fangyuan Kong,

Haotian Fan,

Yifang Xu,

Haoran Xu,

Mengduo Yang,

Jie Zhou,

Jiaze Li,

Shijie Wen,

Mai Xu,

Da Li,

Shunyu Yao,

Jiazhi Du,

Wangmeng Zuo,

Zhibo Li,

Shuai He,

Anlong Ming,

Huiyuan Fu,

Huadong Ma,

Yong Wu,

Fie Xue,

Guozhi Zhao,

Lina Du,

Jie Guo,

Yu Zhang,

Huimin Zheng,

Junhao Chen,

Yue Liu,

Dulan Zhou,

Kele Xu,

Qisheng Xu,

Tao Sun,

Zhixiang Ding,

Yuhang Hu; [pdf] [arXiv]
[bibtex]
@InProceedings{Li_2024_CVPR, author = {Li, Xin and Yuan, Kun and Pei, Yajing and Lu, Yiting and Sun, Ming and Zhou, Chao and Chen, Zhibo and Timofte, Radu and Sun, Wei and Wu, Haoning and Zhang, Zicheng and Jia, Jun and Zhang, Zhichao and Cao, Linhan and Chen, Qiubo and Min, Xiongkuo and Lin, Weisi and Zhai, Guangtao and Sun, Jianhui and Wang, Tianyi and Li, Lei and Kong, Han and Wang, Wenxuan and Li, Bing and Luo, Cheng and Wang, Haiqiang and Chen, Xiangguang and Meng, Wenhui and Pan, Xiang and Shi, Huiying and Zhu, Han and Xu, Xiaozhong and Sun, Lei and Chen, Zhenzhong and Liu, Shan and Kong, Fangyuan and Fan, Haotian and Xu, Yifang and Xu, Haoran and Yang, Mengduo and Zhou, Jie and Li, Jiaze and Wen, Shijie and Xu, Mai and Li, Da and Yao, Shunyu and Du, Jiazhi and Zuo, Wangmeng and Li, Zhibo and He, Shuai and Ming, Anlong and Fu, Huiyuan and Ma, Huadong and Wu, Yong and Xue, Fie and Zhao, Guozhi and Du, Lina and Guo, Jie and Zhang, Yu and Zheng, Huimin and Chen, Junhao and Liu, Yue and Zhou, Dulan and Xu, Kele and Xu, Qisheng and Sun, Tao and Ding, Zhixiang and Hu, Yuhang}, title = {NTIRE 2024 Challenge on Short-form UGC Video Quality Assessment: Methods and Results}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {6415-6431} }
Hybrid Cross-View Attention Network for Lightweight Stereo Image Super-Resolution: Yuqiang Yang,

Zhiming Zhang,

Yao Du,

Jingjing Yang,

Long Bao,

Heng Sun; [pdf]
[bibtex]
@InProceedings{Yang_2024_CVPR, author = {Yang, Yuqiang and Zhang, Zhiming and Du, Yao and Yang, Jingjing and Bao, Long and Sun, Heng}, title = {Hybrid Cross-View Attention Network for Lightweight Stereo Image Super-Resolution}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {6055-6064} }
DVMSR: Distillated Vision Mamba for Efficient Super-Resolution: Xiaoyan Lei,

Wenlong Zhang,

Weifeng Cao; [pdf] [arXiv]
[bibtex]
@InProceedings{Lei_2024_CVPR, author = {Lei, Xiaoyan and Zhang, Wenlong and Cao, Weifeng}, title = {DVMSR: Distillated Vision Mamba for Efficient Super-Resolution}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {6536-6546} }
Burst Image Super-Resolution with Base Frame Selection: Sanghyun Kim,

Minjung Lee,

Woohyeok Kim,

Deunsol Jung,

Jaesung Rim,

Sunghyun Cho,

Minsu Cho; [pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Kim_2024_CVPR, author = {Kim, Sanghyun and Lee, Minjung and Kim, Woohyeok and Jung, Deunsol and Rim, Jaesung and Cho, Sunghyun and Cho, Minsu}, title = {Burst Image Super-Resolution with Base Frame Selection}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {5940-5949} }
Attention Guidance Distillation Network for Efficient Image Super-Resolution: Hongyuan Wang,

Ziyan Wei,

Qingting Tang,

Shuli Cheng,

Liejun Wang,

Yongming Li; [pdf]
[bibtex]
@InProceedings{Wang_2024_CVPR, author = {Wang, Hongyuan and Wei, Ziyan and Tang, Qingting and Cheng, Shuli and Wang, Liejun and Li, Yongming}, title = {Attention Guidance Distillation Network for Efficient Image Super-Resolution}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {6287-6296} }
Unsupervised Image Prior via Prompt Learning and CLIP Semantic Guidance for Low-Light Image Enhancement: Igor Morawski,

Kai He,

Shusil Dangi,

Winston H. Hsu; [pdf] [arXiv]
[bibtex]
@InProceedings{Morawski_2024_CVPR, author = {Morawski, Igor and He, Kai and Dangi, Shusil and Hsu, Winston H.}, title = {Unsupervised Image Prior via Prompt Learning and CLIP Semantic Guidance for Low-Light Image Enhancement}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {5971-5981} }
DiffLight: Integrating Content and Detail for Low-light Image Enhancement: Yixu Feng,

Shuo Hou,

Haotian Lin,

Yu Zhu,

Peng Wu,

Wei Dong,

Jinqiu Sun,

Qingsen Yan,

Yanning Zhang; [pdf]
[bibtex]
@InProceedings{Feng_2024_CVPR, author = {Feng, Yixu and Hou, Shuo and Lin, Haotian and Zhu, Yu and Wu, Peng and Dong, Wei and Sun, Jinqiu and Yan, Qingsen and Zhang, Yanning}, title = {DiffLight: Integrating Content and Detail for Low-light Image Enhancement}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {6143-6152} }
Diffusion-Based Adaptation for Classification of Unknown Degraded Images: Dinesh Daultani,

Masayuki Tanaka,

Masatoshi Okutomi,

Kazuki Endo; [pdf] [supp]
[bibtex]
@InProceedings{Daultani_2024_CVPR, author = {Daultani, Dinesh and Tanaka, Masayuki and Okutomi, Masatoshi and Endo, Kazuki}, title = {Diffusion-Based Adaptation for Classification of Unknown Degraded Images}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {5982-5991} }
NTIRE 2024 Quality Assessment of AI-Generated Content Challenge: Xiaohong Liu,

Xiongkuo Min,

Guangtao Zhai,

Chunyi Li,

Tengchuan Kou,

Wei Sun,

Haoning Wu,

Yixuan Gao,

Yuqin Cao,

Zicheng Zhang,

Xiele Wu,

Radu Timofte,

Fei Peng,

Huiyuan Fu,

Anlong Ming,

Chuanming Wang,

Huadong Ma,

Shuai He,

Zifei Dou,

Shu Chen,

Huacong Zhang,

Haiyi Xie,

Chengwei Wang,

Baoying Chen,

Jishen Zeng,

Jianquan Yang,

Weigang Wang,

Xi Fang,

Xiaoxin Lv,

Jun Yan,

Tianwu Zhi,

Yabin Zhang,

Yaohui Li,

Yang Li,

Jingwen Xu,

Jianzhao Liu,

Yiting Liao,

Junlin Li,

Zihao Yu,

Fengbin Guan,

Yiting Lu,

Xin Li,

Hossein Motamednia,

S. Farhad Hosseini-Benvidi,

Ahmad Mahmoudi-Aznaveh,

Azadeh Mansouri,

Ganzorig Gankhuyag,

Kihwan Yoon,

Yifang Xu,

Haotian Fan,

Fangyuan Kong,

Shiling Zhao,

Weifeng Dong,

Haibing Yin,

Li Zhu,

Zhiling Wang,

Bingchen Huang,

Avinab Saha,

Sandeep Mishra,

Shashank Gupta,

Rajesh Sureddi,

Oindrila Saha,

Luigi Celona,

Simone Bianco,

Paolo Napoletano,

Raimondo Schettini,

Junfeng Yang,

Jing Fu,

Wei Zhang,

Wenzhi Cao,

Limei Liu,

Han Peng,

Weijun Yuan,

Zhan Li,

Yihang Cheng,

Yifan Deng,

Haohui Li,

Bowen Qu,

Yao Li,

Shuqing Luo,

Shunzhou Wang,

Wei Gao,

Zihao Lu,

Marcos V. Conde,

Radu Timofte,

Xinrui Wang,

Zhibo Chen,

Ruling Liao,

Yan Ye,

Qiulin Wang,

Bing Li,

Zhaokun Zhou,

Miao Geng,

Rui Chen,

Xin Tao,

Xiaoyu Liang,

Shangkun Sun,

Xingyuan Ma,

Jiaze Li,

Mengduo Yang,

Haoran Xu,

Jie Zhou,

Shiding Zhu,

Bohan Yu,

Pengfei Chen,

Xinrui Xu,

Jiabin Shen,

Zhichao Duan,

Erfan Asadi,

Jiahe Liu,

Qi Yan,

Youran Qu,

Xiaohui Zeng,

Lele Wang,

Renjie Liao; [pdf] [arXiv]
[bibtex]
@InProceedings{Liu_2024_CVPR, author = {Liu, Xiaohong and Min, Xiongkuo and Zhai, Guangtao and Li, Chunyi and Kou, Tengchuan and Sun, Wei and Wu, Haoning and Gao, Yixuan and Cao, Yuqin and Zhang, Zicheng and Wu, Xiele and Timofte, Radu and Peng, Fei and Fu, Huiyuan and Ming, Anlong and Wang, Chuanming and Ma, Huadong and He, Shuai and Dou, Zifei and Chen, Shu and Zhang, Huacong and Xie, Haiyi and Wang, Chengwei and Chen, Baoying and Zeng, Jishen and Yang, Jianquan and Wang, Weigang and Fang, Xi and Lv, Xiaoxin and Yan, Jun and Zhi, Tianwu and Zhang, Yabin and Li, Yaohui and Li, Yang and Xu, Jingwen and Liu, Jianzhao and Liao, Yiting and Li, Junlin and Yu, Zihao and Guan, Fengbin and Lu, Yiting and Li, Xin and Motamednia, Hossein and Hosseini-Benvidi, S. Farhad and Mahmoudi-Aznaveh, Ahmad and Mansouri, Azadeh and Gankhuyag, Ganzorig and Yoon, Kihwan and Xu, Yifang and Fan, Haotian and Kong, Fangyuan and Zhao, Shiling and Dong, Weifeng and Yin, Haibing and Zhu, Li and Wang, Zhiling and Huang, Bingchen and Saha, Avinab and Mishra, Sandeep and Gupta, Shashank and Sureddi, Rajesh and Saha, Oindrila and Celona, Luigi and Bianco, Simone and Napoletano, Paolo and Schettini, Raimondo and Yang, Junfeng and Fu, Jing and Zhang, Wei and Cao, Wenzhi and Liu, Limei and Peng, Han and Yuan, Weijun and Li, Zhan and Cheng, Yihang and Deng, Yifan and Li, Haohui and Qu, Bowen and Li, Yao and Luo, Shuqing and Wang, Shunzhou and Gao, Wei and Lu, Zihao and Conde, Marcos V. and Timofte, Radu and Wang, Xinrui and Chen, Zhibo and Liao, Ruling and Ye, Yan and Wang, Qiulin and Li, Bing and Zhou, Zhaokun and Geng, Miao and Chen, Rui and Tao, Xin and Liang, Xiaoyu and Sun, Shangkun and Ma, Xingyuan and Li, Jiaze and Yang, Mengduo and Xu, Haoran and Zhou, Jie and Zhu, Shiding and Yu, Bohan and Chen, Pengfei and Xu, Xinrui and Shen, Jiabin and Duan, Zhichao and Asadi, Erfan and Liu, Jiahe and Yan, Qi and Qu, Youran and Zeng, Xiaohui and Wang, Lele and Liao, Renjie}, title = {NTIRE 2024 Quality Assessment of AI-Generated Content Challenge}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {6337-6362} }
NTIRE 2024 Image Shadow Removal Challenge Report: Florin-Alexandru Vasluianu,

Tim Seizinger,

Zhuyun Zhou,

Zongwei Wu,

Cailian Chen,

Radu Timofte,

Wei Dong,

Han Zhou,

Yuqiong Tian,

Jun Chen,

Xueyang Fu,

Xin Lu,

Yurui Zhu,

Xi Wang,

Dong Li,

Jie Xiao,

Yunpeng Zhang,

Zheng-Jun Zha,

Zhao Zhang,

Suiyi Zhao,

Bo Wang,

Yan Luo,

Yanyan Wei,

Zhihao Zhao,

Long Sun,

Tingting Yang,

Jinshan Pan,

Jiangxin Dong,

Jinhui Tang,

Bilel Benjdira,

Mohammed Nassif,

Anis Koubaa,

Ahmed Elhayek,

Anas M. Ali,

Kyotaro Tokoro,

Kento Kawai,

Kaname Yokoyama,

Takuya Seno,

Yuki Kondo,

Norimichi Ukita,

Chenghua Li,

Bo Yang,

Zhiqi Wu,

Gao Chen,

Yihan Yu,

Sixiang Chen,

Kai Zhang,

Tian Ye,

Wenbin Zou,

Yunlong Lin,

Zhaohu Xing,

Jinbin Bai,

Wenhao Chai,

Lei Zhu,

Ritik Maheshwari,

Rakshank Verma,

Rahul Tekchandani,

Praful Hambarde,

Satya Narayan Tazi,

Santosh Kumar Vipparthi,

Subrahmanyam Murala,

Jaeho Lee,

Seongwan Kim,

Sharif S M A,

Nodirkhuja Khujaev,

Roman Tsoy,

Fan Gao,

Weidan Yan,

Wenze Shao,

Dengyin Zhang,

Bin Chen,

Siqi Zhang,

Yanxin Qian,

Yuanbin Chen,

Yuanbo Zhou,

Tong Tong,

Rongfeng Wei,

Ruiqi Sun,

Yue Liu,

Nikhil Akalwadi,

Amogh Joshi,

Sampada Malagi,

Chaitra Desai,

Ramesh Ashok Tabib,

Uma Mudenagudi,

Ali Murtaza,

Uswah Khairuddin,

Ahmad Athif Mohd Faudzi,

Adinath Dukre,

Vivek Deshmukh,

Shruti S. Phutke,

Ashutosh Kulkarni,

Santosh Kumar Vipparthi,

Anil Gonde,

Subrahmanyam Murala,

Arun Karthik K,

Manasa N,

Shri Hari Priya,

Wei Hao,

Xingzhuo Yan,

Minghan Fu; [pdf]
[bibtex]
@InProceedings{Vasluianu_2024_CVPR, author = {Vasluianu, Florin-Alexandru and Seizinger, Tim and Zhou, Zhuyun and Wu, Zongwei and Chen, Cailian and Timofte, Radu and Dong, Wei and Zhou, Han and Tian, Yuqiong and Chen, Jun and Fu, Xueyang and Lu, Xin and Zhu, Yurui and Wang, Xi and Li, Dong and Xiao, Jie and Zhang, Yunpeng and Zha, Zheng-Jun and Zhang, Zhao and Zhao, Suiyi and Wang, Bo and Luo, Yan and Wei, Yanyan and Zhao, Zhihao and Sun, Long and Yang, Tingting and Pan, Jinshan and Dong, Jiangxin and Tang, Jinhui and Benjdira, Bilel and Nassif, Mohammed and Koubaa, Anis and Elhayek, Ahmed and Ali, Anas M. and Tokoro, Kyotaro and Kawai, Kento and Yokoyama, Kaname and Seno, Takuya and Kondo, Yuki and Ukita, Norimichi and Li, Chenghua and Yang, Bo and Wu, Zhiqi and Chen, Gao and Yu, Yihan and Chen, Sixiang and Zhang, Kai and Ye, Tian and Zou, Wenbin and Lin, Yunlong and Xing, Zhaohu and Bai, Jinbin and Chai, Wenhao and Zhu, Lei and Maheshwari, Ritik and Verma, Rakshank and Tekchandani, Rahul and Hambarde, Praful and Tazi, Satya Narayan and Vipparthi, Santosh Kumar and Murala, Subrahmanyam and Lee, Jaeho and Kim, Seongwan and A, Sharif S M and Khujaev, Nodirkhuja and Tsoy, Roman and Gao, Fan and Yan, Weidan and Shao, Wenze and Zhang, Dengyin and Chen, Bin and Zhang, Siqi and Qian, Yanxin and Chen, Yuanbin and Zhou, Yuanbo and Tong, Tong and Wei, Rongfeng and Sun, Ruiqi and Liu, Yue and Akalwadi, Nikhil and Joshi, Amogh and Malagi, Sampada and Desai, Chaitra and Tabib, Ramesh Ashok and Mudenagudi, Uma and Murtaza, Ali and Khairuddin, Uswah and Faudzi, Ahmad Athif Mohd and Dukre, Adinath and Deshmukh, Vivek and Phutke, Shruti S. and Kulkarni, Ashutosh and Vipparthi, Santosh Kumar and Gonde, Anil and Murala, Subrahmanyam and K, Arun Karthik and N, Manasa and Priya, Shri Hari and Hao, Wei and Yan, Xingzhuo and Fu, Minghan}, title = {NTIRE 2024 Image Shadow Removal Challenge Report}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {6547-6570} }
Two Stage Dehazing Framework for Dense and Non-Homogeneous Dehazing: Wei Song,

Yichang Gao,

Jiahao Xiong,

Hualiang Lin,

Dong Li,

Yun Zhang; [pdf]
[bibtex]
@InProceedings{Song_2024_CVPR, author = {Song, Wei and Gao, Yichang and Xiong, Jiahao and Lin, Hualiang and Li, Dong and Zhang, Yun}, title = {Two Stage Dehazing Framework for Dense and Non-Homogeneous Dehazing}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {6722-6731} }
Large Kernel Frequency-enhanced Network for Efficient Single Image Super-Resolution: Jiadi Chen,

Chunjiang Duanmu,

Huanhuan Long; [pdf]
[bibtex]
@InProceedings{Chen_2024_CVPR, author = {Chen, Jiadi and Duanmu, Chunjiang and Long, Huanhuan}, title = {Large Kernel Frequency-enhanced Network for Efficient Single Image Super-Resolution}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {6317-6326} }
Virtually Enriched NYU Depth V2 Dataset for Monocular Depth Estimation: Do We Need Artificial Augmentation?: Dmitry Ignatov,

Andrey Ignatov,

Radu Timofte; [pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Ignatov_2024_CVPR, author = {Ignatov, Dmitry and Ignatov, Andrey and Timofte, Radu}, title = {Virtually Enriched NYU Depth V2 Dataset for Monocular Depth Estimation: Do We Need Artificial Augmentation?}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {6177-6186} }
AIGC-VQA: A Holistic Perception Metric for AIGC Video Quality Assessment: Yiting Lu,

Xin Li,

Bingchen Li,

Zihao Yu,

Fengbin Guan,

Xinrui Wang,

Ruling Liao,

Yan Ye,

Zhibo Chen; [pdf]
[bibtex]
@InProceedings{Lu_2024_CVPR, author = {Lu, Yiting and Li, Xin and Li, Bingchen and Yu, Zihao and Guan, Fengbin and Wang, Xinrui and Liao, Ruling and Ye, Yan and Chen, Zhibo}, title = {AIGC-VQA: A Holistic Perception Metric for AIGC Video Quality Assessment}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {6384-6394} }
Deep Portrait Quality Assessment. A NTIRE 2024 Challenge Survey: Nicolas Chahine,

Marcos V. Conde,

Daniela Carfora,

Gabriel Pacianotto,

Benoit Pochon,

Sira Ferradans,

Radu Timofte,

Zhichao Duan,

Xinrui Xu,

Yipo Huang,

Quan Yuan,

Xiangfei Sheng,

Zhichao Yang,

Leida Li,

Haotian Fan,

Fangyuan Kong,

Yifang Xu,

Wei Sun,

Weixia Zhang,

Yanwei Jiang,

Haoning Wu,

Zicheng Zhang,

Jun Jia,

Yingjie Zhou,

Zhongpeng Ji,

Xiongkuo Min,

Weisi Lin,

Guangtao Zhai,

Xiaoqi Wang,

Junqi Liu,

Zixi Guo,

Yun Zhang,

Zewen Chen,

Wen Wang,

Juan Wang,

Bing Li; [pdf] [arXiv]
[bibtex]
@InProceedings{Chahine_2024_CVPR, author = {Chahine, Nicolas and Conde, Marcos V. and Carfora, Daniela and Pacianotto, Gabriel and Pochon, Benoit and Ferradans, Sira and Timofte, Radu and Duan, Zhichao and Xu, Xinrui and Huang, Yipo and Yuan, Quan and Sheng, Xiangfei and Yang, Zhichao and Li, Leida and Fan, Haotian and Kong, Fangyuan and Xu, Yifang and Sun, Wei and Zhang, Weixia and Jiang, Yanwei and Wu, Haoning and Zhang, Zicheng and Jia, Jun and Zhou, Yingjie and Ji, Zhongpeng and Min, Xiongkuo and Lin, Weisi and Zhai, Guangtao and Wang, Xiaoqi and Liu, Junqi and Guo, Zixi and Zhang, Yun and Chen, Zewen and Wang, Wen and Wang, Juan and Li, Bing}, title = {Deep Portrait Quality Assessment. A NTIRE 2024 Challenge Survey}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {6732-6744} }
HMANet: Hybrid Multi-Axis Aggregation Network for Image Super-Resolution: Shu-Chuan Chu,

Zhi-Chao Dou,

Jeng-Shyang Pan,

Shaowei Weng,

Junbao Li; [pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Chu_2024_CVPR, author = {Chu, Shu-Chuan and Dou, Zhi-Chao and Pan, Jeng-Shyang and Weng, Shaowei and Li, Junbao}, title = {HMANet: Hybrid Multi-Axis Aggregation Network for Image Super-Resolution}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {6257-6266} }
AIGC Image Quality Assessment via Image-Prompt Correspondence: Fei Peng,

Huiyuan Fu,

Anlong Ming,

Chuanming Wang,

Huadong Ma,

Shuai He,

Zifei Dou,

Shu Chen; [pdf]
[bibtex]
@InProceedings{Peng_2024_CVPR, author = {Peng, Fei and Fu, Huiyuan and Ming, Anlong and Wang, Chuanming and Ma, Huadong and He, Shuai and Dou, Zifei and Chen, Shu}, title = {AIGC Image Quality Assessment via Image-Prompt Correspondence}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {6432-6441} }
NTIRE 2024 Challenge on Night Photography Rendering: Egor Ershov,

Artyom Panshin,

Oleg Karasev,

Sergey Korchagin,

Shepelev Lev,

Alexandr Startsev,

Daniil Vladimirov,

Ekaterina Zaychenkova,

Nikola Banić,

Dmitrii R Iarchuk,

Maria Efimove,

Radu Timofte,

Arseniy Terekhin; [pdf] [arXiv]
[bibtex]
@InProceedings{Ershov_2024_CVPR, author = {Ershov, Egor and Panshin, Artyom and Karasev, Oleg and Korchagin, Sergey and Lev, Shepelev and Startsev, Alexandr and Vladimirov, Daniil and Zaychenkova, Ekaterina and Bani\'c, Nikola and Iarchuk, Dmitrii R and Efimove, Maria and Timofte, Radu and Terekhin, Arseniy}, title = {NTIRE 2024 Challenge on Night Photography Rendering}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {6702-6711} }
Learning Optimized Low-Light Image Enhancement for Edge Vision Tasks: S M A Sharif,

Azamat Myrzabekov,

Nodirkhuja Khudjaev,

Roman Tsoy,

Seongwan Kim,

Jaeho Lee; [pdf]
[bibtex]
@InProceedings{A_Sharif_2024_CVPR, author = {A Sharif, S M and Myrzabekov, Azamat and Khudjaev, Nodirkhuja and Tsoy, Roman and Kim, Seongwan and Lee, Jaeho}, title = {Learning Optimized Low-Light Image Enhancement for Edge Vision Tasks}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {6373-6383} }
Towards Online Real-Time Memory-based Video Inpainting Transformers: Guillaume Thiry,

Hao Tang,

Radu Timofte,

Luc Van Gool; [pdf] [arXiv]
[bibtex]
@InProceedings{Thiry_2024_CVPR, author = {Thiry, Guillaume and Tang, Hao and Timofte, Radu and Van Gool, Luc}, title = {Towards Online Real-Time Memory-based Video Inpainting Transformers}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {6035-6044} }
NTIRE 2024 Dense and Non-Homogeneous Dehazing Challenge Report: Codruta O. Ancuti,

Cosmin Ancuti,

Florin-Alexandru Vasluianu,

Radu Timofte,

Yidi Liu,

Xingbo Wang,

Yurui Zhu,

Gege Shi,

Xin Lu,

Xueyang Fu,

Zheng-Jun Zha,

Wei Dong,

Han Zhou,

Ruiyi Wang,

Xiaohong Liu,

Guangtao Zhai,

Jun Chen,

Wei Song,

Yichang Gao,

Jiahao Xiong,

Hualiang Lin,

Xianger Li,

Dong Li,

Mohab Kishawy,

Ruibin Li,

Seyed Amirreza Mousavi,

Rana Rauf,

Yangyi Liu,

Huan Liu,

Mingsheng Tu,

Kele Xu,

Jiawen Chen,

Qisheng Xu,

Tao Sun,

Jin Guo,

Ben Shao,

Tianli Liu,

Mohao Wu,

Xingzhuo Yan,

Minghan Fu,

Lehan Yang,

Xin Lin,

Lu Qi,

Jincen Song,

Xiaoqian Hu,

Linwai Tao,

Hongming Chen,

Xiang Chen,

Chuanlong Xie,

Zhao Zhang,

Junhu Wang,

Yanyan Wei,

Suiyi Zhao,

Shengeng Tang,

Sampada Malagi,

Amogh Joshi,

Nikhil Akalwadi,

Chaitra Desai,

Ramesh Ashok Tabib,

Uma Mudenagudi,

Wenjing Jiang,

Jagadeesh Kalyanshetti,

Vijayalaxmi Ashok Aralikatti,

Yashaswini P,

Nitish Upasi,

Dikshit Hegde,

Ujwala Patil,

Sujata C; [pdf]
[bibtex]
@InProceedings{Ancuti_2024_CVPR, author = {Ancuti, Codruta O. and Ancuti, Cosmin and Vasluianu, Florin-Alexandru and Timofte, Radu and Liu, Yidi and Wang, Xingbo and Zhu, Yurui and Shi, Gege and Lu, Xin and Fu, Xueyang and Zha, Zheng-Jun and Dong, Wei and Zhou, Han and Wang, Ruiyi and Liu, Xiaohong and Zhai, Guangtao and Chen, Jun and Song, Wei and Gao, Yichang and Xiong, Jiahao and Lin, Hualiang and Li, Xianger and Li, Dong and Kishawy, Mohab and Li, Ruibin and Mousavi, Seyed Amirreza and Rauf, Rana and Liu, Yangyi and Liu, Huan and Tu, Mingsheng and Xu, Kele and Chen, Jiawen and Xu, Qisheng and Sun, Tao and Guo, Jin and Shao, Ben and Liu, Tianli and Wu, Mohao and Yan, Xingzhuo and Fu, Minghan and Yang, Lehan and Lin, Xin and Qi, Lu and Song, Jincen and Hu, Xiaoqian and Tao, Linwai and Chen, Hongming and Chen, Xiang and Xie, Chuanlong and Zhang, Zhao and Wang, Junhu and Wei, Yanyan and Zhao, Suiyi and Tang, Shengeng and Malagi, Sampada and Joshi, Amogh and Akalwadi, Nikhil and Desai, Chaitra and Tabib, Ramesh Ashok and Mudenagudi, Uma and Jiang, Wenjing and Kalyanshetti, Jagadeesh and Aralikatti, Vijayalaxmi Ashok and P, Yashaswini and Upasi, Nitish and Hegde, Dikshit and Patil, Ujwala and C, Sujata}, title = {NTIRE 2024 Dense and Non-Homogeneous Dehazing Challenge Report}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {6453-6468} }
Bracketing Image Restoration and Enhancement with High-Low Frequency Decomposition: Genggeng Chen,

Kexin Dai,

Kangzhen Yang,

Tao Hu,

Xiangyu Chen,

Yongqing Yang,

Wei Dong,

Peng Wu,

Yanning Zhang,

Qingsen Yan; [pdf] [arXiv]
[bibtex]
@InProceedings{Chen_2024_CVPR, author = {Chen, Genggeng and Dai, Kexin and Yang, Kangzhen and Hu, Tao and Chen, Xiangyu and Yang, Yongqing and Dong, Wei and Wu, Peng and Zhang, Yanning and Yan, Qingsen}, title = {Bracketing Image Restoration and Enhancement with High-Low Frequency Decomposition}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {6097-6107} }
IDENet: Implicit Degradation Estimation Network for Efficient Blind Super Resolution: Asif Hussain Khan,

Christian Micheloni,

Niki Martinel; [pdf] [supp]
[bibtex]
@InProceedings{Khan_2024_CVPR, author = {Khan, Asif Hussain and Micheloni, Christian and Martinel, Niki}, title = {IDENet: Implicit Degradation Estimation Network for Efficient Blind Super Resolution}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {6065-6075} }
HirFormer: Dynamic High Resolution Transformer for Large-Scale Image Shadow Removal: Xin Lu,

Yurui Zhu,

Xi Wang,

Dong Li,

Jie Xiao,

Yunpeng Zhang,

Xueyang Fu,

Zheng-Jun Zha; [pdf]
[bibtex]
@InProceedings{Lu_2024_CVPR, author = {Lu, Xin and Zhu, Yurui and Wang, Xi and Li, Dong and Xiao, Jie and Zhang, Yunpeng and Fu, Xueyang and Zha, Zheng-Jun}, title = {HirFormer: Dynamic High Resolution Transformer for Large-Scale Image Shadow Removal}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {6513-6523} }
Reciprocal Attention Mixing Transformer for Lightweight Image Restoration: Haram Choi,

Cheolwoong Na,

Jihyeon Oh,

Seungjae Lee,

Jinseop Kim,

Subeen Choe,

Jeongmin Lee,

Taehoon Kim,

Jihoon Yang; [pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Choi_2024_CVPR, author = {Choi, Haram and Na, Cheolwoong and Oh, Jihyeon and Lee, Seungjae and Kim, Jinseop and Choe, Subeen and Lee, Jeongmin and Kim, Taehoon and Yang, Jihoon}, title = {Reciprocal Attention Mixing Transformer for Lightweight Image Restoration}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {5992-6002} }
ShadowRefiner: Towards Mask-free Shadow Removal via Fast Fourier Transformer: Wei Dong,

Han Zhou,

Yuqiong Tian,

Jingke Sun,

Xiaohong Liu,

Guangtao Zhai,

Jun Chen; [pdf] [arXiv]
[bibtex]
@InProceedings{Dong_2024_CVPR, author = {Dong, Wei and Zhou, Han and Tian, Yuqiong and Sun, Jingke and Liu, Xiaohong and Zhai, Guangtao and Chen, Jun}, title = {ShadowRefiner: Towards Mask-free Shadow Removal via Fast Fourier Transformer}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {6208-6217} }
NTIRE 2024 Challenge on Bracketing Image Restoration and Enhancement: Datasets Methods and Results: Zhilu Zhang,

Shuohao Zhang,

Renlong Wu,

Wangmeng Zuo,

Radu Timofte,

Xiaoxia Xing,

Hyunhee Park,

Sejun Song,

Changho Kim,

Xiangyu Kong,

Jinlong Wu,

Jianxing Zhang,

Jingfan Tan,

Zikun Liu,

Wenhan Luo,

Wenjie Lin,

Chengzhi Jiang,

Mingyan Han,

Zhen Liu,

Ting Jiang,

Jinting Luo,

Shen Cheng,

Linze Li,

Xinhan Niu,

Shuaicheng Liu,

Kexin Dai,

Kangzhen Yang,

Tao Hu,

Xiangyu Chen,

Yu Cao,

Qingsen Yan,

Yanning Zhang,

Genggeng Chen,

Yongqing Yang,

Wei Dong,

Xinwei Dai,

Yuanbo Zhou,

Xintao Qiu,

Hui Tang,

Wei Deng,

Qingquan Gao,

Tong Tong,

Peng Zhang,

Yifei Chen,

Wenbo Xiong,

Zhijun Song,

Pu Cheng,

Taolue Feng,

Yunqing He,

Daiguo Zhou,

Ying Huang,

Xiaowen Ma,

Peng Wu; [pdf]
[bibtex]
@InProceedings{Zhang_2024_CVPR, author = {Zhang, Zhilu and Zhang, Shuohao and Wu, Renlong and Zuo, Wangmeng and Timofte, Radu and Xing, Xiaoxia and Park, Hyunhee and Song, Sejun and Kim, Changho and Kong, Xiangyu and Wu, Jinlong and Zhang, Jianxing and Tan, Jingfan and Liu, Zikun and Luo, Wenhan and Lin, Wenjie and Jiang, Chengzhi and Han, Mingyan and Liu, Zhen and Jiang, Ting and Luo, Jinting and Cheng, Shen and Li, Linze and Niu, Xinhan and Liu, Shuaicheng and Dai, Kexin and Yang, Kangzhen and Hu, Tao and Chen, Xiangyu and Cao, Yu and Yan, Qingsen and Zhang, Yanning and Chen, Genggeng and Yang, Yongqing and Dong, Wei and Dai, Xinwei and Zhou, Yuanbo and Qiu, Xintao and Tang, Hui and Deng, Wei and Gao, Qingquan and Tong, Tong and Zhang, Peng and Chen, Yifei and Xiong, Wenbo and Song, Zhijun and Cheng, Pu and Feng, Taolue and He, Yunqing and Zhou, Daiguo and Huang, Ying and Ma, Xiaowen and Wu, Peng}, title = {NTIRE 2024 Challenge on Bracketing Image Restoration and Enhancement: Datasets Methods and Results}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {6153-6166} }
The Ninth NTIRE 2024 Efficient Super-Resolution Challenge Report: 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,

Ahamad 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; [pdf] [arXiv]
[bibtex]
@InProceedings{Ren_2024_CVPR, author = {Ren, Bin and Li, Yawei and Mehta, Nancy and Timofte, Radu and Yu, Hongyuan and Wan, Cheng and Hong, Yuxin and Han, Bingnan and Wu, Zhuoyuan and Zou, Yajun and Liu, Yuqing and Li, Jizhe and He, Keji and Fan, Chao and Zhang, Heng and Zhang, Xiaolin and Yin, Xuanwu and Zuo, Kunlong and Liao, Bohao and Xia, Peizhe and Peng, Long and Du, Zhibo and Di, Xin and Li, Wangkai and Wang, Yang and Zhai, Wei and Pei, Renjing and Guo, Jiaming and Xu, Songcen and Cao, Yang and Zha, Zhengjun and Wang, Yan and Liu, Yi and Wang, Qing and Zhang, Gang and Zhang, Liou and Zhao, Shijie and Sun, Long and Pan, Jinshan and Dong, Jiangxin and Tang, Jinhui and Liu, Xin and Yan, Min and Wang, Qian and Zhou, Menghan and Yan, Yiqiang and Liu, Yixuan and Chan, Wensong and Tang, Dehua and Zhou, Dong and Wang, Li and Tian, Lu and Emad, Barsoum and Jia, Bohan and Qiao, Junbo and Zhou, Yunshuai and Zhang, Yun and Li, Wei and Lin, Shaohui and Zhou, Shenglong and Chen, Binbin and Liao, Jincheng and Zhao, Suiyi and Zhang, Zhao and Wang, Bo and Luo, Yan and Wei, Yanyan and Li, Feng and Wang, Mingshen and Li, Yawei and Guan, Jinhan and Hu, Dehua and Yu, Jiawei and Xu, Qisheng and Sun, Tao and Lan, Long and Xu, Kele and Lin, Xin and Yue, Jingtong and Yang, Lehan and Du, Shiyi and Qi, Lu and Ren, Chao and Han, Zeyu and Wang, Yuhan and Chen, Chaolin and Li, Haobo and Zheng, Mingjun and Yang, Zhongbao and Song, Lianhong and Yan, Xingzhuo and Fu, Minghan and Zhang, Jingyi and Li, Baiang and Zhu, Qi and Xu, Xiaogang and Guo, Dan and Guo, Chunle and Chen, Jiadi and Long, Huanhuan and Duanmu, Chunjiang and Lei, Xiaoyan and Liu, Jie and Jia, Weilin and Cao, Weifeng and Zhang, Wenlong and Mao, Yanyu and Guo, Ruilong and Zhang, Nihao and Wang, Qian and Pandey, Manoj and Chernozhukov, Maksym and Le, Giang and Cheng, Shuli and Wang, Hongyuan and Wei, Ziyan and Tang, Qingting and Wang, Liejun and Li, Yongming and Guo, Yanhui and Xu, Hao and Khatami-Rizi, Akram and Mahmoudi-Aznaveh, Ahamad and Hsu, Chih-Chung and Lee, Chia-Ming and Chou, Yi-Shiuan and Joshi, Amogh and Akalwadi, Nikhil and Malagi, Sampada and Yashaswini, Palani and Desai, Chaitra and Tabib, Ramesh Ashok and Patil, Ujwala and Mudenagudi, Uma}, title = {The Ninth NTIRE 2024 Efficient Super-Resolution Challenge Report}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {6595-6631} }