MST++: Multi-stage Spectral-wise Transformer for Efficient Spectral Reconstruction

17 April 2022

Jing Lin

Radu Timofte

Luc Van Gool

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Papers citing "MST++: Multi-stage Spectral-wise Transformer for Efficient Spectral Reconstruction"

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Title
Multispectral Demosaicing via Dual Cameras SaiKiran Tedla Junyong Lee Beixuan Yang Mahmoud Afifi M. Brown 33 0 0 27 Mar 2025
Color Matching Using Hypernetwork-Based Kolmogorov-Arnold Networks A. Nikonorov Georgy Perevozchikov Andrei Korepanov Nancy Mehta Mahmoud Afifi E. Ershov Radu Timofte GAN 44 0 0 14 Mar 2025
NukesFormers: Unpaired Hyperspectral Image Generation with Non-Uniform Domain Alignment Jiaojiao Li Shiyao Duan Haitao XU Rui Song 36 0 0 10 Mar 2025
From Image- to Pixel-level: Label-efficient Hyperspectral Image Reconstruction Yihong Leng Jiaojiao Li Haitao Xu Rui Song 62 0 0 10 Mar 2025
SpecDM: Hyperspectral Dataset Synthesis with Pixel-level Semantic Annotations W. Liu Pei Yang Wenhui Hong Xiaoguang Mei Jiayi Ma DiffM 61 0 0 24 Feb 2025
RGB to Hyperspectral: Spectral Reconstruction for Enhanced Surgical Imaging Tobias Czempiel Alfie Roddan Maria Leiloglou Zepeng Hu Kevin OÑeill Giulio Anichini Danail Stoyanov Daniel Elson 15 1 0 17 Oct 2024
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 13 0 0 01 Oct 2024
Video Frame Interpolation for Polarization via Swin-Transformer Feng Huang Xin Zhang Yixuan Xu Xuesong Wang Xianyu Wu 27 0 0 17 Jun 2024
Real-world Image Dehazing with Coherence-based Label Generator and Cooperative Unfolding Network Chengyu Fang Chunming He Fengyang Xiao Yulun Zhang Longxiang Tang Yuelin Zhang Kai Li Xiu Li 36 2 0 12 Jun 2024
Dual Hyperspectral Mamba for Efficient Spectral Compressive Imaging Jiahua Dong Hui Yin Hongliu Li Wenbo Li Yulun Zhang Salman Khan Fahad Shahbaz Khan Mamba 33 1 0 01 Jun 2024
Hyperspectral Image Reconstruction for Predicting Chick Embryo Mortality Towards Advancing Egg and Hatchery Industry Toukir Ahmed Md Wadud Ahmed Ocean Monjur J. Emmert Girish Chowdhary Mohammed Kamruzzaman 24 11 0 22 May 2024
Comparative Analysis of Hyperspectral Image Reconstruction Using Deep Learning for Agricultural and Biological Applications Toukir Ahmed Arthur Villordon Mohammed Kamruzzaman 19 9 0 22 May 2024
GMSR:Gradient-Guided Mamba for Spectral Reconstruction from RGB Images Xinying Wang Zhixiong Huang Sifan Zhang Jiawen Zhu Lin Feng Mamba 20 5 0 13 May 2024
NTIRE 2024 Challenge on Low Light Image Enhancement: Methods and Results Xiaoning Liu Zongwei Wu Ao Li Florin-Alexandru Vasluianu Yulun Zhang ... Hailong Yan Y. Zhang Baiang Li Jingyi Zhang Huan Zheng 37 25 0 22 Apr 2024
Hyperspectral Reconstruction of Skin Through Fusion of Scattering Transform Features Wojciech Czaja Jeremiah Emidih Brandon Kolstoe Richard G. Spencer 13 1 0 15 Apr 2024
LUM-ViT: Learnable Under-sampling Mask Vision Transformer for Bandwidth Limited Optical Signal Acquisition Lingfeng Liu Dong Ni Hangjie Yuan ViT 16 0 0 03 Mar 2024
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 Xin Wang Lizhi Wang Xiangtian Ma Maoqing Zhang Lin Zhu Hua Huang 8 4 0 20 Dec 2023
Learning Exhaustive Correlation for Spectral Super-Resolution: Where Spatial-Spectral Attention Meets Linear Dependence Hongyuan Wang Lizhi Wang Jiang Xu Chang Chen Xue Hu Fenglong Song Youliang Yan 19 0 0 20 Dec 2023
Computational Spectral Imaging with Unified Encoding Model: A Comparative Study and Beyond Xinyuan Liu Lizhi Wang Lingen Li Chang Chen Xue Hu Fenglong Song Youliang Yan 11 0 0 20 Dec 2023
Hyperspectral Image Reconstruction via Combinatorial Embedding of Cross-Channel Spatio-Spectral Clues Xingxing Yang Jie Chen Zaifeng Yang 11 9 0 18 Dec 2023
DiffSCI: Zero-Shot Snapshot Compressive Imaging via Iterative Spectral Diffusion Model Zhenghao Pan Haijin Zeng Jiezhang Cao Kai Zhang Yongyong Chen 8 5 0 19 Nov 2023
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 11 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 13 2 0 27 Sep 2023
DMDC: Dynamic-mask-based dual camera design for snapshot Hyperspectral Imaging Zeyu Cai Chengqian Jin Feipeng Da 13 1 0 03 Aug 2023
MatSpectNet: Material Segmentation Network with Domain-Aware and Physically-Constrained Hyperspectral Reconstruction Yuwen Heng Yihong Wu Jiawen Chen S. Dasmahapatra Hansung Kim 9 1 0 21 Jul 2023
Binarized Spectral Compressive Imaging Yuan-Yuan Cai Yuxing Zheng Jing Lin X. Yuan Yulun Zhang Haoqian Wang 15 22 0 17 May 2023
One-shot neural band selection for spectral recovery Hai-Miao Hu Zhenbo Xu Wenshuai Xu You Song YiTao Zhang L. Liu Zhilin Han Ajin Meng 19 0 0 16 May 2023
Mobile Image Restoration via Prior Quantization Shiqi Chen Jin Zhou Menghao Li Yue-ting Chen Tingting Jiang 9 10 0 10 May 2023
SST-ReversibleNet: Reversible-prior-based Spectral-Spatial Transformer for Efficient Hyperspectral Image Reconstruction Zeyu Cai Jian Yu Ziyu Zhang Chengqian Jin Feipeng Da 14 4 0 06 May 2023
Hyperspectral Image Super-Resolution via Dual-domain Network Based on Hybrid Convolution Tingting Liu Yuan Liu Chun-liang Zhang Liyin Yuan Xiubao Sui Qian Chen SupR 11 16 0 10 Apr 2023
Learning to Recover Spectral Reflectance from RGB Images Dong Huo Jian Wang Yiming Qian Yee-Hong Yang 13 0 0 04 Apr 2023
Progressive Content-aware Coded Hyperspectral Compressive Imaging Xuanyu Zhang Bin Chen W. Zou Shuai Liu Yongbing Zhang Ruiqin Xiong Jian Andrew Zhang 16 7 0 17 Mar 2023
Multiple Instance Learning with Mixed Supervision in Gleason Grading Hao Bian Zhucheng Shao Yang Chen Yifeng Wang Haoqian Wang Jian Andrew Zhang Yongbing Zhang 11 10 0 26 Jun 2022
Unsupervised Flow-Aligned Sequence-to-Sequence Learning for Video Restoration Jing Lin Xiaowan Hu Yuanhao Cai Haoqian Wang Youliang Yan X. Zou Yulun Zhang Luc Van Gool 36 17 0 20 May 2022
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 70 115 0 20 May 2022
RFormer: Transformer-based Generative Adversarial Network for Real Fundus Image Restoration on A New Clinical Benchmark Zhuo Deng Yuanhao Cai Lu Chen Zheng Gong Qiqi Bao Xue Yao D. Fang Shaochong Zhang Lan Ma ViT MedIm 18 52 0 03 Jan 2022
Approaching the Limit of Image Rescaling via Flow Guidance Shangzhou Li Guixuan Zhang Zhengxiong Luo Jie Liu Zhi Zeng Shuwu Zhang 20 9 0 09 Nov 2021
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 24 46 0 29 Sep 2021
Multi-Stage Progressive Image Restoration Syed Waqas Zamir Aditya Arora Salman Khan Munawar Hayat F. Khan Ming-Hsuan Yang Ling Shao 119 1,420 0 04 Feb 2021
TransPose: Keypoint Localization via Transformer Sen Yang Zhibin Quan Mu Nie Wankou Yang ViT 135 252 0 28 Dec 2020
Learning Delicate Local Representations for Multi-Person Pose Estimation Yuanhao Cai Zhicheng Wang Zhengxiong Luo Binyi Yin Angang Du Haoqian Wang X. Zhang Xinyu Zhou Erjin Zhou Jian-jun Sun 103 169 0 09 Mar 2020