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Light Field Image Super-Resolution with Transformers
17 August 2021
Zhengyu Liang
Yingqian Wang
Longguang Wang
Jungang Yang
Shilin Zhou
ViT
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Papers citing
"Light Field Image Super-Resolution with Transformers"
26 / 26 papers shown
BrainPuzzle: Hybrid Physics and Data-Driven Reconstruction for Transcranial Ultrasound Tomography
Shengyu Chen
Shihang Feng
Yi Luo
Xiaowei Jia
Youzuo Lin
166
1
0
22 Oct 2025
Deep Learning Empowered Super-Resolution: A Comprehensive Survey and Future Prospects
Proceedings of the IEEE (Proc. IEEE), 2025
Le Zhang
Ao Li
Qibin Hou
Ce Zhu
Yonina C. Eldar
SupR
423
4
0
19 Sep 2025
Exploring Non-Local Spatial-Angular Correlations with a Hybrid Mamba-Transformer Framework for Light Field Super-Resolution
Haosong Liu
Xiancheng Zhu
Huanqiang Zeng
Jianqing Zhu
Jiuwen Cao
Junhui Hou
Mamba
146
0
0
05 Sep 2025
Modeling Continuous Spatial-temporal Dynamics of Turbulent Flow with Test-time Refinement
Shengyu Chen
P. Givi
Can Zheng
X. Jia
AI4CE
277
0
0
31 Dec 2024
MaskBlur: Spatial and Angular Data Augmentation for Light Field Image Super-Resolution
IEEE transactions on multimedia (IEEE TMM), 2024
Wentao Chao
Fuqing Duan
Yulan Guo
Guanghui Wang
300
1
0
09 Oct 2024
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
SupR
221
6
0
26 Sep 2024
Less is More: Skim Transformer for Light Field Image Super-resolution
Zeke Zexi Hu
Haodong Chen
Yuk Ying Chung
Xiaoming Chen
Vera Chung
Yiran Shen
Weidong (Tom) Cai
381
0
0
22 Jul 2024
LFMamba: Light Field Image Super-Resolution with State Space Model
Wang xia
Yao Lu
Shunzhou Wang
Ziqi Wang
Peiqi Xia
Tianfei Zhou
Mamba
331
11
0
18 Jun 2024
MDeRainNet: An Efficient Macro-pixel Image Rain Removal Network
Tao Yan
Weijiang He
Chenglong Wang
Cihang Wei
Xiangjie Zhu
Yinghui Wang
Rynson W. H. Lau
353
0
0
15 Jun 2024
Physics-enhanced Neural Operator for Simulating Turbulent Transport
Shengyu Chen
P. Givi
Can Zheng
Xiaowei Jia
AI4CE
225
5
0
31 May 2024
Incorporating Degradation Estimation in Light Field Spatial Super-Resolution
Zeyu Xiao
Zhiwei Xiong
236
42
0
11 May 2024
Self-supervised Learning-based Reconstruction of High-resolution 4D Light Fields
Jianxin Lei
Chengcai Xu
Langqing Shi
Junhui Hou
Ping Zhou
Junhui Hou
Ping Zhou
160
1
0
29 Feb 2024
Beyond Subspace Isolation: Many-to-Many Transformer for Light Field Image Super-resolution
IEEE transactions on multimedia (IEEE TMM), 2024
Zeke Zexi Hu
Xiaoming Chen
Yuk Ying Chung
Yiran Shen
620
8
0
01 Jan 2024
LFSRDiff: Light Field Image Super-Resolution via Diffusion Models
Wentao Chao
Fuqing Duan
Xuechun Wang
Yingqian Wang
Guanghui Wang
DiffM
308
14
0
27 Nov 2023
Probabilistic-based Feature Embedding of 4-D Light Fields for Compressive Imaging and Denoising
International Journal of Computer Vision (IJCV), 2023
Xianqiang Lyu
Xianqiang Lyu
315
10
0
15 Jun 2023
UIERL: Internal-External Representation Learning Network for Underwater Image Enhancement
IEEE transactions on multimedia (IEEE TMM), 2023
Zhengyong Wang
Liquan Shen
Yihan Yu
Yuan Hui
325
19
0
14 Jun 2023
Physics-Informed Ensemble Representation for Light-Field Image Super-Resolution
Manchang Jin
Gaosheng Liu
Kunshu Hu
Xin Luo
Kun Li
Jingyu Yang
259
4
0
31 May 2023
Toward Real-World Light Field Super-Resolution
Zeyu Xiao
Ruisheng Gao
Yutong Liu
Yueyi Zhang
Zhiwei Xiong
SupR
322
13
0
30 May 2023
Reconstructing Turbulent Flows Using Physics-Aware Spatio-Temporal Dynamics and Test-Time Refinement
Shengyu Chen
Tianshu Bao
P. Givi
Can Zheng
Xiaowei Jia
AI4CE
347
0
0
24 Apr 2023
NTIRE 2023 Challenge on Light Field Image Super-Resolution: Dataset, Methods and Results
Yingqian Wang
Longguang Wang
Zhengyu Liang
Jung-Mo Yang
Radu Timofte
Yike Guo
192
48
0
20 Apr 2023
Resolution Enhancement Processing on Low Quality Images Using Swin Transformer Based on Interval Dense Connection Strategy
Ruikang Ju
Chih-Chia Chen
Jen-Shiun Chiang
Yu-Shian Lin
Wei-Han Chen
Chun-Tse Chien
311
22
0
16 Mar 2023
Learning Non-Local Spatial-Angular Correlation for Light Field Image Super-Resolution
IEEE International Conference on Computer Vision (ICCV), 2023
Zhengyu Liang
Yingqian Wang
Longguang Wang
Jungang Yang
Shilin Zhou
Yike Guo
461
70
0
16 Feb 2023
Fast-FNet: Accelerating Transformer Encoder Models via Efficient Fourier Layers
Signal, Image and Video Processing (SIVP), 2022
Nurullah Sevim
Ege Ozan Özyedek
Furkan Şahinuç
Aykut Koç
255
17
0
26 Sep 2022
LRT: An Efficient Low-Light Restoration Transformer for Dark Light Field Images
IEEE Transactions on Image Processing (IEEE TIP), 2022
Shansi Zhang
Nan Meng
E. Lam
ViT
292
34
0
06 Sep 2022
Real-World Light Field Image Super-Resolution via Degradation Modulation
IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2022
Yingqian Wang
Zhengyu Liang
Longguang Wang
Jungang Yang
Wei An
Yulan Guo
SupR
201
44
0
13 Jun 2022
Co-visual pattern augmented generative transformer learning for automobile geo-localization
Remote Sensing (RS), 2022
Jian-wen Zhao
Qiang Zhai
Pengbo Zhao
Rui Huang
Hong Cheng
ViT
310
18
0
17 Mar 2022
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