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RFormer: Transformer-based Generative Adversarial Network for Real Fundus Image Restoration on A New Clinical Benchmark
IEEE journal of biomedical and health informatics (IEEE JBHI), 2022
3 January 2022
Zhuo Deng
Yuanhao Cai
Lu Chen
Zheng Gong
Qiqi Bao
Xue Yao
D. Fang
Shaochong Zhang
Lan Ma
ViT
MedIm
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Papers citing
"RFormer: Transformer-based Generative Adversarial Network for Real Fundus Image Restoration on A New Clinical Benchmark"
20 / 20 papers shown
VAOT: Vessel-Aware Optimal Transport for Retinal Fundus Enhancement
Xuanzhao Dong
Wenhui Zhu
Yujian Xiong
X. Chen
Hao Wang
...
Jiajun Cheng
Zhipeng Wang
Shao Tang
Oana Dumitrascu
Y. Wang
96
0
0
24 Nov 2025
A Frequency-Aware Self-Supervised Learning for Ultra-Wide-Field Image Enhancement
International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2025
Weicheng Liao
Zan Chen
Jianyang Xie
Yalin Zheng
Yuhui Ma
Yitian Zhao
73
0
0
27 Aug 2025
Multi-Scale Target-Aware Representation Learning for Fundus Image Enhancement
Neural Networks (NN), 2025
Haofan Wu
Yin Huang
Yuqing Wu
Qiuyu Yang
Bingfang Wang
...
Abdul Fattah Memon
Daizong Ji
Yanzhe Zhang
Ghulam Mustafa
Yin Fang
MedIm
268
0
0
03 May 2025
Versatile Cataract Fundus Image Restoration Model Utilizing Unpaired Cataract and High-quality Images
Scientific Reports (Sci Rep), 2024
Zheng Gong
Zhuo Deng
Weihao Gao
Wenda Zhou
Yuhang Yang
Hanqing Zhao
Zhiyuan Niu
Lei Shao
Wenbin Wei
Lan Ma
199
2
0
19 Nov 2024
360U-Former: HDR Illumination Estimation with Panoramic Adapted Vision Transformers
Jack Hilliard
A. Hilton
Jean-Yves Guillemaut
ViT
MDE
219
1
0
17 Oct 2024
Enhancing and Adapting in the Clinic: Source-free Unsupervised Domain Adaptation for Medical Image Enhancement
IEEE Transactions on Medical Imaging (TMI), 2023
Heng Li
Ziqin Lin
Zhongxi Qiu
Zinan Li
Huazhu Fu
Yan Hu
Jiang-Dong Liu
MedIm
211
24
0
03 Dec 2023
Full-resolution MLPs Empower Medical Dense Prediction
Mingyuan Meng
Yuxin Xue
Da-wei Feng
Lei Bi
Jinman Kim
MedIm
215
5
0
28 Nov 2023
A Generic Fundus Image Enhancement Network Boosted by Frequency Self-supervised Representation Learning
Heng Li
Haofeng Liu
Huazhu Fu
Yanwu Xu
Hui Shu
Ke Niu
Yan Hu
Jiang-Dong Liu
139
29
0
02 Sep 2023
Degradation-Noise-Aware Deep Unfolding Transformer for Hyperspectral Image Denoising
IEEE Transactions on Geoscience and Remote Sensing (TGRS), 2023
Haijin Zeng
Jingyun Liang
Kai Feng
Haijin Zeng
Hongyan Zhang
H. Luong
Wilfried Philips
ViT
218
10
0
06 May 2023
MAF-Net: Multiple attention-guided fusion network for fundus vascular image segmentation
Yuanyuan Peng
Pengpeng Luan
Zixu Zhang
MedIm
222
0
0
05 May 2023
Image Quality-aware Diagnosis via Meta-knowledge Co-embedding
Computer Vision and Pattern Recognition (CVPR), 2023
Haoxuan Che
Si Chen
Haoxing Chen
192
19
0
27 Mar 2023
Improving Transformer Performance for French Clinical Notes Classification Using Mixture of Experts on a Limited Dataset
IEEE Journal of Translational Engineering in Health and Medicine (IEEE JTEHM), 2023
Thanh-Dung Le
P. Jouvet
R. Noumeir
MoE
MedIm
343
8
0
22 Mar 2023
Bridging Synthetic and Real Images: a Transferable and Multiple Consistency aided Fundus Image Enhancement Framework
IEEE Transactions on Medical Imaging (TMI), 2023
Erjian Guo
Huazhu Fu
Luping Zhou
Dong Xu
MedIm
258
20
0
23 Feb 2023
Transformer-based Generative Adversarial Networks in Computer Vision: A Comprehensive Survey
IEEE Transactions on Artificial Intelligence (IEEE TAI), 2023
S. Dubey
Satish Kumar Singh
ViT
247
57
0
17 Feb 2023
Adaptive Sparse and Monotonic Attention for Transformer-based Automatic Speech Recognition
International Conference on Data Science and Advanced Analytics (DSAA), 2022
Chendong Zhao
Jianzong Wang
Wentao Wei
Xiaoyang Qu
Haoqian Wang
Jing Xiao
169
2
0
30 Sep 2022
Degradation-Aware Unfolding Half-Shuffle Transformer for Spectral Compressive Imaging
Neural Information Processing Systems (NeurIPS), 2022
Yuanhao Cai
Jing Lin
Haoqian Wang
Xin Yuan
Henghui Ding
Yulun Zhang
Radu Timofte
Luc Van Gool
337
169
0
20 May 2022
MST++: Multi-stage Spectral-wise Transformer for Efficient Spectral Reconstruction
Yuanhao Cai
Jing Lin
Zudi Lin
Haoqian Wang
Yulun Zhang
Hanspeter Pfister
Radu Timofte
Luc Van Gool
104
264
0
17 Apr 2022
Learning the Degradation Distribution for Blind Image Super-Resolution
Zhengxiong Luo
Yan Huang
Shang Li
Liangsheng Wang
Tieniu Tan
316
61
0
09 Mar 2022
HDNet: High-resolution Dual-domain Learning for Spectral Compressive Imaging
Computer Vision and Pattern Recognition (CVPR), 2022
Xiaowan Hu
Yuanhao Cai
Jing Lin
Haoqian Wang
X. Yuan
Yulun Zhang
Radu Timofte
Luc Van Gool
190
206
0
04 Mar 2022
Mask-guided Spectral-wise Transformer for Efficient Hyperspectral Image Reconstruction
Computer Vision and Pattern Recognition (CVPR), 2021
Yuanhao Cai
Jing Lin
Xiaowan Hu
Haoqian Wang
X. Yuan
Yulun Zhang
Radu Timofte
Luc Van Gool
161
344
0
15 Nov 2021
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