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Learning Spatial-Spectral Prior for Super-Resolution of Hyperspectral
  Imagery
v1v2 (latest)

Learning Spatial-Spectral Prior for Super-Resolution of Hyperspectral Imagery

18 May 2020
Junjun Jiang
He Sun
Xianming Liu
Jiayi Ma
    SupR
ArXiv (abs)PDFHTMLGithub (109★)

Papers citing "Learning Spatial-Spectral Prior for Super-Resolution of Hyperspectral Imagery"

36 / 36 papers shown
Hybrid Deep Learning for Hyperspectral Single Image Super-Resolution
Hybrid Deep Learning for Hyperspectral Single Image Super-ResolutionIEEE Geoscience and Remote Sensing Letters (GRSL), 2025
Usman Muhammad
Jorma T. Laaksonen
148
2
0
26 Sep 2025
Onboard Hyperspectral Super-Resolution with Deep Pushbroom Neural Network
Onboard Hyperspectral Super-Resolution with Deep Pushbroom Neural NetworkRemote Sensing (RS), 2025
Davide Piccinini
D. Valsesia
E. Magli
SupR
458
2
0
28 Jul 2025
FCA2: Frame Compression-Aware Autoencoder for Modular and Fast Compressed Video Super-Resolution
FCA2: Frame Compression-Aware Autoencoder for Modular and Fast Compressed Video Super-Resolution
Zhaoyang Wang
Jie Li
Wen Lu
Lihuo He
Maoguo Gong
Xinbo Gao
231
0
0
13 Jun 2025
Model-Guided Network with Cluster-Based Operators for Spatio-Spectral Super-Resolution
Model-Guided Network with Cluster-Based Operators for Spatio-Spectral Super-Resolution
Ivan Pereira-Sánchez
Julia Navarro
Ana Belén Petro
Joan Duran
SupR
187
1
0
30 May 2025
Equal is Not Always Fair: A New Perspective on Hyperspectral Representation Non-Uniformity
Equal is Not Always Fair: A New Perspective on Hyperspectral Representation Non-Uniformity
Wuzhou Quan
Mingqiang Wei
Jinhui Tang
397
0
0
16 May 2025
Unaligned RGB Guided Hyperspectral Image Super-Resolution with Spatial-Spectral Concordance
Unaligned RGB Guided Hyperspectral Image Super-Resolution with Spatial-Spectral ConcordanceInternational Journal of Computer Vision (IJCV), 2025
Yuhui Zhang
Zeqiang Lai
Tianze Zhang
Ying Fu
Chenghu Zhou
277
13
0
04 May 2025
Degradation Alchemy: Self-Supervised Unknown-to-Known Transformation for Blind Hyperspectral Image Fusion
Degradation Alchemy: Self-Supervised Unknown-to-Known Transformation for Blind Hyperspectral Image Fusion
He Huang
Yong Chen
Xu Tan
Wei He
253
1
0
19 Mar 2025
HSRMamba: Contextual Spatial-Spectral State Space Model for Single Image Hyperspectral Super-Resolution
HSRMamba: Contextual Spatial-Spectral State Space Model for Single Image Hyperspectral Super-ResolutionInternational Joint Conference on Artificial Intelligence (IJCAI), 2025
Shi Chen
Lefei Zhang
Guang Dai
Mamba
692
7
0
30 Jan 2025
EigenSR: Eigenimage-Bridged Pre-Trained RGB Learners for Single Hyperspectral Image Super-Resolution
EigenSR: Eigenimage-Bridged Pre-Trained RGB Learners for Single Hyperspectral Image Super-ResolutionAAAI Conference on Artificial Intelligence (AAAI), 2024
Xi Su
Xiangfei Shen
Mingyang Wan
Jing Nie
Lihui Chen
Haijun Liu
Xichuan Zhou
295
3
0
31 Dec 2024
HSIGene: A Foundation Model For Hyperspectral Image Generation
HSIGene: A Foundation Model For Hyperspectral Image GenerationIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2024
Li Pang
Datao Tang
Shuang Xu
Deyu Meng
Xiangyong Cao
DiffM
370
30
0
19 Sep 2024
UnmixingSR: Material-aware Network with Unsupervised Unmixing as
  Auxiliary Task for Hyperspectral Image Super-resolution
UnmixingSR: Material-aware Network with Unsupervised Unmixing as Auxiliary Task for Hyperspectral Image Super-resolution
Yang Yu
187
1
0
09 Jul 2024
HyperSIGMA: Hyperspectral Intelligence Comprehension Foundation Model
HyperSIGMA: Hyperspectral Intelligence Comprehension Foundation Model
Di Wang
Meiqi Hu
Yao Jin
Yuchun Miao
Jiaqi Yang
...
Lefei Zhang
Chen Wu
Di Lin
Dacheng Tao
Liangpei Zhang
549
139
0
17 Jun 2024
Enhancing Hyperspectral Images via Diffusion Model and Group-Autoencoder
  Super-resolution Network
Enhancing Hyperspectral Images via Diffusion Model and Group-Autoencoder Super-resolution Network
Zhaoyang Wang
Dongyang Li
Mingyang Zhang
Hao Luo
Maoguo Gong
DiffM
195
19
0
27 Feb 2024
HIR-Diff: Unsupervised Hyperspectral Image Restoration Via Improved
  Diffusion Models
HIR-Diff: Unsupervised Hyperspectral Image Restoration Via Improved Diffusion Models
Li Pang
Xiangyu Rui
Long Cui
Hongzhong Wang
Deyu Meng
Xiangyong Cao
DiffM
212
46
0
24 Feb 2024
Cross-Scope Spatial-Spectral Information Aggregation for Hyperspectral
  Image Super-Resolution
Cross-Scope Spatial-Spectral Information Aggregation for Hyperspectral Image Super-ResolutionIEEE Transactions on Image Processing (IEEE TIP), 2023
Shi Chen
Lefei Zhang
Liangpei Zhang
224
52
0
29 Nov 2023
A Spectral Diffusion Prior for Hyperspectral Image Super-Resolution
A Spectral Diffusion Prior for Hyperspectral Image Super-ResolutionIEEE Transactions on Geoscience and Remote Sensing (TGRS), 2023
Jianjun Liu
Zebin Wu
Liang Xiao
311
30
0
15 Nov 2023
ESSAformer: Efficient Transformer for Hyperspectral Image
  Super-resolution
ESSAformer: Efficient Transformer for Hyperspectral Image Super-resolutionIEEE International Conference on Computer Vision (ICCV), 2023
Mingjin Zhang
Chi Zhang
Qiming Zhang
Jie-Ru Guo
Xinbo Gao
Jing Zhang
278
65
0
26 Jul 2023
Hyperspectral Image Super-Resolution via Dual-domain Network Based on
  Hybrid Convolution
Hyperspectral Image Super-Resolution via Dual-domain Network Based on Hybrid ConvolutionIEEE Transactions on Geoscience and Remote Sensing (TGRS), 2023
Tingting Liu
Yuan Liu
Chun-liang Zhang
Liyin Yuan
Xiubao Sui
Qian Chen
SupR
660
58
0
10 Apr 2023
Hybrid Spectral Denoising Transformer with Guided Attention
Hybrid Spectral Denoising Transformer with Guided AttentionIEEE International Conference on Computer Vision (ICCV), 2023
Zeqiang Lai
C. Yan
Ying Fu
299
35
0
16 Mar 2023
DDS2M: Self-Supervised Denoising Diffusion Spatio-Spectral Model for
  Hyperspectral Image Restoration
DDS2M: Self-Supervised Denoising Diffusion Spatio-Spectral Model for Hyperspectral Image RestorationIEEE International Conference on Computer Vision (ICCV), 2023
Yuchun Miao
Lefei Zhang
Guang Dai
Dacheng Tao
DiffM
357
63
0
12 Mar 2023
Hyperspectral Image Super Resolution with Real Unaligned RGB Guidance
Hyperspectral Image Super Resolution with Real Unaligned RGB GuidanceIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2023
Zeqiang Lai
Ying Fu
Jun Zhang
206
26
0
13 Feb 2023
Deep Diversity-Enhanced Feature Representation of Hyperspectral Images
Deep Diversity-Enhanced Feature Representation of Hyperspectral ImagesIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2023
Jinhui Hou
Zhiyu Zhu
Xianqiang Lyu
Hui Liu
Huanqiang Zeng
Deyu Meng
389
15
0
15 Jan 2023
Mixture-Net: Low-Rank Deep Image Prior Inspired by Mixture Models for
  Spectral Image Recovery
Mixture-Net: Low-Rank Deep Image Prior Inspired by Mixture Models for Spectral Image RecoverySignal Processing (Signal Process.), 2022
T. Gelvez-Barrera
Jorge Bacca
Henry Arguello
SupR
219
12
0
05 Nov 2022
Deep Plug-and-Play Prior for Hyperspectral Image Restoration
Deep Plug-and-Play Prior for Hyperspectral Image RestorationNeurocomputing (Neurocomputing), 2022
Zeqiang Lai
Kaixuan Wei
Ying Fu
352
77
0
17 Sep 2022
Deep Posterior Distribution-based Embedding for Hyperspectral Image
  Super-resolution
Deep Posterior Distribution-based Embedding for Hyperspectral Image Super-resolutionIEEE Transactions on Image Processing (IEEE TIP), 2022
Jinhui Hou
Zhiyu Zhu
Xianqiang Lyu
Huanqiang Zeng
Jinjian Wu
Jiantao Zhou
SupR
269
23
0
30 May 2022
Dual-Stage Approach Toward Hyperspectral Image Super-Resolution
Dual-Stage Approach Toward Hyperspectral Image Super-ResolutionIEEE Transactions on Image Processing (IEEE TIP), 2022
Qiang Li
Yuan. Yuan
Wenxuan Wang
Qi. Wang
SupR
162
112
0
09 Apr 2022
Implicit Neural Representation Learning for Hyperspectral Image
  Super-Resolution
Implicit Neural Representation Learning for Hyperspectral Image Super-ResolutionIEEE International Conference on Multimedia and Expo (ICME), 2021
Kaiwei Zhang
SupR
182
48
0
20 Dec 2021
Model Inspired Autoencoder for Unsupervised Hyperspectral Image
  Super-Resolution
Model Inspired Autoencoder for Unsupervised Hyperspectral Image Super-ResolutionIEEE Transactions on Geoscience and Remote Sensing (TGRS), 2021
Jianjun Liu
Zebin Wu
Liang Xiao
Xiaojun Wu
SupR
169
98
0
22 Oct 2021
A Systematic Survey of Deep Learning-based Single-Image Super-Resolution
A Systematic Survey of Deep Learning-based Single-Image Super-Resolution
Juncheng Li
Zehua Pei
Wenjie Li
Guangwei Gao
Longguang Wang
Yingqian Wang
T. Zeng
493
65
0
29 Sep 2021
From Less to More: Spectral Splitting and Aggregation Network for
  Hyperspectral Face Super-Resolution
From Less to More: Spectral Splitting and Aggregation Network for Hyperspectral Face Super-Resolution
Junjun Jiang
Chenyang Wang
Xianming Liu
Kui Jiang
Jiayi Ma
CVBM
361
6
0
31 Aug 2021
SSCAN: A Spatial-spectral Cross Attention Network for Hyperspectral
  Image Denoising
SSCAN: A Spatial-spectral Cross Attention Network for Hyperspectral Image DenoisingIEEE Geoscience and Remote Sensing Letters (GRSL), 2021
Zhiqiang Wang
Z. Shao
Xiao Huang
Jiaming Wang
Tao Lu
Sihang Zhang
168
14
0
23 May 2021
Hyperspectral Image Super-Resolution in Arbitrary Input-Output Band
  Settings
Hyperspectral Image Super-Resolution in Arbitrary Input-Output Band Settings
Zhongyang Zhang
Zhiyang Xu
Zia U. Ahmed
Asif Salekin
Tauhidur Rahman
393
3
0
19 Mar 2021
Feedback Refined Local-Global Network for Super-Resolution of
  Hyperspectral Imagery
Feedback Refined Local-Global Network for Super-Resolution of Hyperspectral ImageryRemote Sensing (RS), 2021
Zhenjie Tang
Qingyu Xu
Zhenwei Shi
Bin Pan
SupR
228
9
0
07 Mar 2021
Learning deep multiresolution representations for pansharpening
Learning deep multiresolution representations for pansharpeningThe Arabian journal for science and engineering (AJSE), 2021
Hannan Adeel
S. Ali
M. Riaz
S. Kirmani
Muhammad I. Qureshi
J. Imtiaz
MDE
168
0
0
16 Feb 2021
Hyperspectral Image Super-Resolution with Spectral Mixup and
  Heterogeneous Datasets
Hyperspectral Image Super-Resolution with Spectral Mixup and Heterogeneous Datasets
Ke Li
Dengxin Dai
E. Konukoglu
Luc Van Gool
211
10
0
19 Jan 2021
Super-Resolution Domain Adaptation Networks for Semantic Segmentation
  via Pixel and Output Level Aligning
Super-Resolution Domain Adaptation Networks for Semantic Segmentation via Pixel and Output Level Aligning
Junfeng Wu
Zhenjie Tang
Congán Xu
Enhai Liu
Long Gao
Wenjun Yan
OOD
311
10
0
13 May 2020
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