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Deep Gaussian Scale Mixture Prior for Spectral Compressive Imaging

Deep Gaussian Scale Mixture Prior for Spectral Compressive Imaging

12 March 2021
Tao Huang
W. Dong
Xin Yuan
Jinjian Wu
Guangming Shi
ArXivPDFHTML

Papers citing "Deep Gaussian Scale Mixture Prior for Spectral Compressive Imaging"

47 / 47 papers shown
Title
OTLRM: Orthogonal Learning-based Low-Rank Metric for Multi-Dimensional
  Inverse Problems
OTLRM: Orthogonal Learning-based Low-Rank Metric for Multi-Dimensional Inverse Problems
Xiangming Wang
Haijin Zeng
Jiaoyang Chen
Sheng Liu
Yongyong Chen
Guoqing Chao
71
0
0
15 Dec 2024
WTDUN: Wavelet Tree-Structured Sampling and Deep Unfolding Network for
  Image Compressed Sensing
WTDUN: Wavelet Tree-Structured Sampling and Deep Unfolding Network for Image Compressed Sensing
Kai Han
Jin Wang
Yunhui Shi
Hanqin Cai
Nam Ling
Baocai Yin
59
0
0
25 Nov 2024
GLMHA A Guided Low-rank Multi-Head Self-Attention for Efficient Image
  Restoration and Spectral Reconstruction
GLMHA A Guided Low-rank Multi-Head Self-Attention for Efficient Image Restoration and Spectral Reconstruction
Zaid Ilyas
Naveed Akhtar
David Suter
Syed Zulqarnain Gilani
15
0
0
01 Oct 2024
Coarse-Fine Spectral-Aware Deformable Convolution For Hyperspectral
  Image Reconstruction
Coarse-Fine Spectral-Aware Deformable Convolution For Hyperspectral Image Reconstruction
Jincheng Yang
Lishun Wang
Miao Cao
Huan Wang
Yinping Zhao
Xin Yuan
18
0
0
18 Jun 2024
Exploiting Frequency Correlation for Hyperspectral Image Reconstruction
Exploiting Frequency Correlation for Hyperspectral Image Reconstruction
Muge Yan
Lizhi Wang
Lin Zhu
Hua Huang
42
2
0
02 Jun 2024
Dual Hyperspectral Mamba for Efficient Spectral Compressive Imaging
Dual Hyperspectral Mamba for Efficient Spectral Compressive Imaging
Jiahua Dong
Hui Yin
Hongliu Li
Wenbo Li
Yulun Zhang
Salman Khan
Fahad Shahbaz Khan
Mamba
35
1
0
01 Jun 2024
BSS-Bench: Towards Reproducible and Effective Band Selection Search
BSS-Bench: Towards Reproducible and Effective Band Selection Search
Wenshuai Xu
Zhenbo Xu
29
0
0
22 Dec 2023
In2SET: Intra-Inter Similarity Exploiting Transformer for Dual-Camera
  Compressive Hyperspectral Imaging
In2SET: Intra-Inter Similarity Exploiting Transformer for Dual-Camera Compressive Hyperspectral Imaging
Xin Wang
Lizhi Wang
Xiangtian Ma
Maoqing Zhang
Lin Zhu
Hua Huang
16
4
0
20 Dec 2023
Hyperspectral Image Reconstruction via Combinatorial Embedding of
  Cross-Channel Spatio-Spectral Clues
Hyperspectral Image Reconstruction via Combinatorial Embedding of Cross-Channel Spatio-Spectral Clues
Xingxing Yang
Jie Chen
Zaifeng Yang
11
9
0
18 Dec 2023
Spectral-wise Implicit Neural Representation for Hyperspectral Image Reconstruction
Spectral-wise Implicit Neural Representation for Hyperspectral Image Reconstruction
Huan Chen
Wangcai Zhao
Tingfa Xu
Shiyun Zhou
Peifu Liu
Jianan Li
50
20
0
02 Dec 2023
Deep Regularized Compound Gaussian Network for Solving Linear Inverse
  Problems
Deep Regularized Compound Gaussian Network for Solving Linear Inverse Problems
Carter Lyons
R. Raj
Margaret Cheney
BDL
26
3
0
28 Nov 2023
DiffSCI: Zero-Shot Snapshot Compressive Imaging via Iterative Spectral
  Diffusion Model
DiffSCI: Zero-Shot Snapshot Compressive Imaging via Iterative Spectral Diffusion Model
Zhenghao Pan
Haijin Zeng
Jiezhang Cao
Kai Zhang
Yongyong Chen
10
5
0
19 Nov 2023
MLP-AMDC: An MLP Architecture for Adaptive-Mask-based Dual-Camera
  snapshot hyperspectral imaging
MLP-AMDC: An MLP Architecture for Adaptive-Mask-based Dual-Camera snapshot hyperspectral imaging
Zeyu Cai
Can Zhang
Xunhao Chen
Shanghuan Liu
Chengqian Jin
Feipeng Da
15
0
0
12 Oct 2023
Aperture Diffraction for Compact Snapshot Spectral Imaging
Aperture Diffraction for Compact Snapshot Spectral Imaging
Tao Lv
Hao Ye
Quan Yuan
Zhenhai Gao
Yibo Wang
Shuming Wang
Xun Cao
21
2
0
27 Sep 2023
Pixel Adaptive Deep Unfolding Transformer for Hyperspectral Image
  Reconstruction
Pixel Adaptive Deep Unfolding Transformer for Hyperspectral Image Reconstruction
Miaoyu Li
Ying Fu
Ji Liu
Yulun Zhang
32
33
0
21 Aug 2023
DMDC: Dynamic-mask-based dual camera design for snapshot Hyperspectral
  Imaging
DMDC: Dynamic-mask-based dual camera design for snapshot Hyperspectral Imaging
Zeyu Cai
Chengqian Jin
Feipeng Da
23
1
0
03 Aug 2023
Cooperative Hardware-Prompt Learning for Snapshot Compressive Imaging
Cooperative Hardware-Prompt Learning for Snapshot Compressive Imaging
Jiamian Wang
Zong-Jhe Wu
Yulun Zhang
Xin Yuan
Tao R. Lin
Zhiqiang Tao
FedML
51
3
0
01 Jun 2023
A Compound Gaussian Least Squares Algorithm and Unrolled Network for
  Linear Inverse Problems
A Compound Gaussian Least Squares Algorithm and Unrolled Network for Linear Inverse Problems
Carter Lyons
R. Raj
Margaret Cheney
11
7
0
18 May 2023
Binarized Spectral Compressive Imaging
Binarized Spectral Compressive Imaging
Yuan-Yuan Cai
Yuxing Zheng
Jing Lin
X. Yuan
Yulun Zhang
Haoqian Wang
28
22
0
17 May 2023
A Range-Null Space Decomposition Approach for Fast and Flexible Spectral
  Compressive Imaging
A Range-Null Space Decomposition Approach for Fast and Flexible Spectral Compressive Imaging
Junyu Wang
Shijie Wang
Ruijie Zhang
Zengqiang Zheng
Wenyu Liu
Xinggang Wang
24
1
0
16 May 2023
SST-ReversibleNet: Reversible-prior-based Spectral-Spatial Transformer
  for Efficient Hyperspectral Image Reconstruction
SST-ReversibleNet: Reversible-prior-based Spectral-Spatial Transformer for Efficient Hyperspectral Image Reconstruction
Zeyu Cai
Jian Yu
Ziyu Zhang
Chengqian Jin
Feipeng Da
16
5
0
06 May 2023
Progressive Content-aware Coded Hyperspectral Compressive Imaging
Progressive Content-aware Coded Hyperspectral Compressive Imaging
Xuanyu Zhang
Bin Chen
W. Zou
Shuai Liu
Yongbing Zhang
Ruiqin Xiong
Jian Zhang
16
7
0
17 Mar 2023
RDFNet: Regional Dynamic FISTA-Net for Spectral Snapshot Compressive
  Imaging
RDFNet: Regional Dynamic FISTA-Net for Spectral Snapshot Compressive Imaging
Shiyun Zhou
Tingfa Xu
Shaocong Dong
Jianan Li
25
12
0
06 Feb 2023
A Simple Adaptive Unfolding Network for Hyperspectral Image
  Reconstruction
A Simple Adaptive Unfolding Network for Hyperspectral Image Reconstruction
Junyu Wang
Shijie Wang
Wenyu Liu
Zengqiang Zheng
Xinggang Wang
13
2
0
24 Jan 2023
FedCliP: Federated Learning with Client Pruning
FedCliP: Federated Learning with Client Pruning
Beibei Li
Zerui Shao
Ao Liu
Peiran Wang
FedML
39
1
0
17 Jan 2023
Residual Degradation Learning Unfolding Framework with Mixing Priors
  across Spectral and Spatial for Compressive Spectral Imaging
Residual Degradation Learning Unfolding Framework with Mixing Priors across Spectral and Spatial for Compressive Spectral Imaging
Yubo Dong
Dahua Gao
Tian Qiu
Yu-yang Li
Minxi Yang
Guangming Shi
32
27
0
13 Nov 2022
MIPI 2022 Challenge on Under-Display Camera Image Restoration: Methods
  and Results
MIPI 2022 Challenge on Under-Display Camera Image Restoration: Methods and Results
Ruicheng Feng
Chongyi Li
Shangchen Zhou
W. Sun
Qingpeng Zhu
Jun Jiang
Qingyu Yang
Chen Change Loy
Liang Feng
32
20
0
15 Sep 2022
A Fast Alternating Minimization Algorithm for Coded Aperture Snapshot
  Spectral Imaging Based on Sparsity and Deep Image Priors
A Fast Alternating Minimization Algorithm for Coded Aperture Snapshot Spectral Imaging Based on Sparsity and Deep Image Priors
Qile Zhao
Xianhong Zhao
Xu Ma
Xudong Chen
Gonzalo R. Arce
6
2
0
12 Jun 2022
D$^\text{2}$UF: Deep Coded Aperture Design and Unrolling Algorithm for
  Compressive Spectral Image Fusion
D2^\text{2}2UF: Deep Coded Aperture Design and Unrolling Algorithm for Compressive Spectral Image Fusion
Roman Jacome
Jorge Bacca
Henry Arguello
30
2
0
24 May 2022
Degradation-Aware Unfolding Half-Shuffle Transformer for Spectral
  Compressive Imaging
Degradation-Aware Unfolding Half-Shuffle Transformer for Spectral Compressive Imaging
Yuanhao Cai
Jing Lin
Haoqian Wang
Xin Yuan
Henghui Ding
Yulun Zhang
Radu Timofte
Luc Van Gool
80
116
0
20 May 2022
Block Modulating Video Compression: An Ultra Low Complexity Image
  Compression Encoder for Resource Limited Platforms
Block Modulating Video Compression: An Ultra Low Complexity Image Compression Encoder for Resource Limited Platforms
Yujia Xue
Siming Zheng
Waleed Tahir
Zhengjue Wang
Hao Zhang
Ziyi Meng
Lei Tian
Xin Yuan
17
4
0
07 May 2022
MST++: Multi-stage Spectral-wise Transformer for Efficient Spectral
  Reconstruction
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
19
171
0
17 Apr 2022
HDNet: High-resolution Dual-domain Learning for Spectral Compressive
  Imaging
HDNet: High-resolution Dual-domain Learning for Spectral Compressive Imaging
Xiaowan Hu
Yuanhao Cai
Jing Lin
Haoqian Wang
X. Yuan
Yulun Zhang
Radu Timofte
Luc Van Gool
29
134
0
04 Mar 2022
Spectral Compressive Imaging Reconstruction Using Convolution and
  Contextual Transformer
Spectral Compressive Imaging Reconstruction Using Convolution and Contextual Transformer
Lishun Wang
Zong-Jhe Wu
Yong Zhong
Xin Yuan
17
18
0
15 Jan 2022
Modeling Mask Uncertainty in Hyperspectral Image Reconstruction
Modeling Mask Uncertainty in Hyperspectral Image Reconstruction
Jiamian Wang
Yulun Zhang
X. Yuan
Ziyi Meng
Zhiqiang Tao
11
9
0
31 Dec 2021
HerosNet: Hyperspectral Explicable Reconstruction and Optimal Sampling
  Deep Network for Snapshot Compressive Imaging
HerosNet: Hyperspectral Explicable Reconstruction and Optimal Sampling Deep Network for Snapshot Compressive Imaging
Xuanyu Zhang
Yongbing Zhang
Ruiqin Xiong
Qilin Sun
Jian Zhang
27
53
0
12 Dec 2021
Mask-guided Spectral-wise Transformer for Efficient Hyperspectral Image
  Reconstruction
Mask-guided Spectral-wise Transformer for Efficient Hyperspectral Image Reconstruction
Yuanhao Cai
Jing Lin
Xiaowan Hu
Haoqian Wang
X. Yuan
Yulun Zhang
Radu Timofte
Luc Van Gool
28
242
0
15 Nov 2021
Computational Imaging and Artificial Intelligence: The Next Revolution
  of Mobile Vision
Computational Imaging and Artificial Intelligence: The Next Revolution of Mobile Vision
J. Suo
Weihang Zhang
Jin Gong
Xin Yuan
D. Brady
Qionghai Dai
40
23
0
18 Sep 2021
Fusformer: A Transformer-based Fusion Approach for Hyperspectral Image
  Super-resolution
Fusformer: A Transformer-based Fusion Approach for Hyperspectral Image Super-resolution
Jin-Fan Hu
Tingzhu Huang
Liang-Jian Deng
SupR
42
112
0
05 Sep 2021
Self-supervised Neural Networks for Spectral Snapshot Compressive
  Imaging
Self-supervised Neural Networks for Spectral Snapshot Compressive Imaging
Ziyi Meng
Zhenming Yu
Kun Xu
Xin Yuan
20
81
0
28 Aug 2021
A Simple and Efficient Reconstruction Backbone for Snapshot Compressive
  Imaging
A Simple and Efficient Reconstruction Backbone for Snapshot Compressive Imaging
Jiamian Wang
Yulun Zhang
Xin Yuan
Y. Fu
Zhiqiang Tao
13
3
0
17 Aug 2021
Snapshot Compressive Imaging: Principle, Implementation, Theory,
  Algorithms and Applications
Snapshot Compressive Imaging: Principle, Implementation, Theory, Algorithms and Applications
Xin Yuan
D. Brady
Aggelos K. Katsaggelos
11
2
0
07 Mar 2021
Memory-Efficient Network for Large-scale Video Compressive Sensing
Memory-Efficient Network for Large-scale Video Compressive Sensing
Ziheng Cheng
Bo Chen
Guanliang Liu
Hao Zhang
Ruiying Lu
Zhengjue Wang
Xin Yuan
20
62
0
04 Mar 2021
MetaSCI: Scalable and Adaptive Reconstruction for Video Compressive
  Sensing
MetaSCI: Scalable and Adaptive Reconstruction for Video Compressive Sensing
Zhengjue Wang
Hao Zhang
Ziheng Cheng
Bo Chen
Xin Yuan
21
50
0
02 Mar 2021
Plug-and-Play Algorithms for Video Snapshot Compressive Imaging
Plug-and-Play Algorithms for Video Snapshot Compressive Imaging
Xin Yuan
Yang Liu
J. Suo
F. Durand
Qionghai Dai
53
77
0
13 Jan 2021
Learning Multiscale Convolutional Dictionaries for Image Reconstruction
Learning Multiscale Convolutional Dictionaries for Image Reconstruction
Tianlin Liu
Anadi Chaman
David Belius
Ivan Dokmanić
25
27
0
25 Nov 2020
TFPnP: Tuning-free Plug-and-Play Proximal Algorithm with Applications to
  Inverse Imaging Problems
TFPnP: Tuning-free Plug-and-Play Proximal Algorithm with Applications to Inverse Imaging Problems
Kaixuan Wei
Angelica Aviles-Rivero
Jingwei Liang
Ying Fu
Hua Huang
Carola-Bibiane Schönlieb
24
34
0
18 Nov 2020
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