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2011.15002
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Image Quality Assessment for Perceptual Image Restoration: A New Dataset, Benchmark and Metric
30 November 2020
Jinjin Gu
Haoming Cai
Zhaodong Sun
Xiaoxing Ye
Jimmy S. J. Ren
Chao Dong
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Papers citing
"Image Quality Assessment for Perceptual Image Restoration: A New Dataset, Benchmark and Metric"
24 / 24 papers shown
Perception-oriented Bidirectional Attention Network for Image Super-resolution Quality Assessment
Yixiao Li
Xiaoyuan Yang
Guanghui Yue
Jun Fu
Qiuping Jiang
X. Jia
Haotao Liu
Hantao Liu
Wei Zhou
SupR
242
4
0
08 Sep 2025
Harnessing Diffusion-Yielded Score Priors for Image Restoration
Xinqi Lin
Fanghua Yu
Jinfan Hu
Zhiyuan You
Wu Shi
Jimmy S. J. Ren
Jinjin Gu
Chao Dong
DiffM
352
21
0
28 Jul 2025
AdaQual-Diff: Diffusion-Based Image Restoration via Adaptive Quality Prompting
Xin Su
Chen Wu
Yu Zhang
Chen Lyu
Zhuoran Zheng
279
1
0
17 Apr 2025
RestoreAgent: Autonomous Image Restoration Agent via Multimodal Large Language Models
Zhaodong Sun
Wenbo Li
Jinjin Gu
Jingjing Ren
Sixiang Chen
Tian-Chun Ye
Renjing Pei
Kaiwen Zhou
Fenglong Song
Lei Zhu
OffRL
274
34
0
25 Jul 2024
Low-Res Leads the Way: Improving Generalization for Super-Resolution by Self-Supervised Learning
Zhaodong Sun
Wenbo Li
Jinjin Gu
Jingjing Ren
Haoze Sun
X. Zou
Zhensong Zhang
Youliang Yan
Lei Zhu
237
29
0
05 Mar 2024
Exploring Vulnerabilities of No-Reference Image Quality Assessment Models: A Query-Based Black-Box Method
Chenxi Yang
Yujia Liu
Dingquan Li
Tingting Jiang
343
19
0
10 Jan 2024
Depicting Beyond Scores: Advancing Image Quality Assessment through Multi-modal Language Models
European Conference on Computer Vision (ECCV), 2023
Zhiyuan You
Zheyuan Li
Jinjin Gu
Zhenfei Yin
Tianfan Xue
Chao Dong
EGVM
470
121
0
14 Dec 2023
Sparse Sampling Transformer with Uncertainty-Driven Ranking for Unified Removal of Raindrops and Rain Streaks
IEEE International Conference on Computer Vision (ICCV), 2023
Sixiang Chen
Tian-Chun Ye
Jinbin Bai
Erkang Chen
Jun Shi
Lei Zhu
268
70
0
27 Aug 2023
Masked Image Training for Generalizable Deep Image Denoising
Computer Vision and Pattern Recognition (CVPR), 2023
Zhaodong Sun
Jinjin Gu
Yihao Liu
Salma Abdel Magid
Chao Dong
Qiong Wang
Hanspeter Pfister
Lei Zhu
205
119
0
23 Mar 2023
PyTorch Image Quality: Metrics for Image Quality Assessment
Social Science Research Network (SSRN), 2022
Sergey Kastryulin
Jamil Zakirov
Denis Prokopenko
Dmitry V. Dylov
219
58
0
31 Aug 2022
NTIRE 2022 Challenge on Perceptual Image Quality Assessment
Jinjin Gu
Haoming Cai
Chao Dong
Jimmy S. J. Ren
Radu Timofte
SupR
296
81
0
23 Jun 2022
Conformer and Blind Noisy Students for Improved Image Quality Assessment
Marcos V. Conde
Maxime Burchi
Radu Timofte
DiffM
203
15
0
27 Apr 2022
Multi-Scale Features and Parallel Transformers Based Image Quality Assessment
Abhisek Keshari
Komal
Sadbhawna
B. Subudhi
ViT
192
6
0
20 Apr 2022
Incorporating Semi-Supervised and Positive-Unlabeled Learning for Boosting Full Reference Image Quality Assessment
Computer Vision and Pattern Recognition (CVPR), 2022
Yue Cao
Zhaolin Wan
Dongwei Ren
Zifei Yan
W. Zuo
303
33
0
19 Apr 2022
Can No-reference features help in Full-reference image quality estimation?
Saikat Dutta
Sourya Dipta Das
Nisarg A. Shah
188
2
0
02 Mar 2022
Human Imperceptible Attacks and Applications to Improve Fairness
Xinru Hua
Huanzhong Xu
Jose H. Blanchet
V. Nguyen
AAML
204
4
0
30 Nov 2021
Learning Conditional Knowledge Distillation for Degraded-Reference Image Quality Assessment
Heliang Zheng
Huan Yang
Jianlong Fu
Zhengjun Zha
Jiebo Luo
227
68
0
18 Aug 2021
Two-stage domain adapted training for better generalization in real-world image restoration and super-resolution
International Conference on Information Photonics (ICIP), 2021
Cansu Korkmaz
A. Murat Tekalp
Zafer Doğan
OOD
SupR
192
3
0
01 Jun 2021
NTIRE 2021 Challenge on Perceptual Image Quality Assessment
Jinjin Gu
Haoming Cai
Chao Dong
Jimmy S. J. Ren
Yu Qiao
...
Sewoong Ahn
Gwangjin Yoon
Koki Tsubota
Hiroaki Akutsu
Kiyoharu Aizawa
SupR
343
40
0
07 May 2021
(ASNA) An Attention-based Siamese-Difference Neural Network with Surrogate Ranking Loss function for Perceptual Image Quality Assessment
Seyed Mehdi Ayyoubzadeh
Ali Royat
161
14
0
06 May 2021
Perceptual Image Quality Assessment with Transformers
Manri Cheon
Sung-Jun Yoon
Byungyeon Kang
Junwoo Lee
ViT
318
155
0
30 Apr 2021
Region-Adaptive Deformable Network for Image Quality Assessment
Shu Shi
Qingyan Bai
Ming Cao
Weihao Xia
Jiahao Wang
Yifan Chen
Yujiu Yang
167
27
0
23 Apr 2021
Interpreting Super-Resolution Networks with Local Attribution Maps
Computer Vision and Pattern Recognition (CVPR), 2020
Jinjin Gu
Chao Dong
FAtt
SupR
399
324
0
22 Nov 2020
Video Super Resolution Based on Deep Learning: A Comprehensive Survey
Artificial Intelligence Review (AI Review), 2020
Hongying Liu
Zhubo Ruan
Peng Zhao
Chao Dong
Fanhua Shang
Yuanyuan Liu
Linlin Yang
Radu Timofte
SupR
486
214
0
25 Jul 2020
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