Hyperspectral Image Reconstruction Using Spatial Enhancement Neural Networks with Hybrid Prior Strategy

We propose a spatial enhancement neural network with hybrid prior strategy for dual-camera compressed hyperspectral imaging system. The results show our method can more effectively utilize grayscale information and improve the reconstruction quality.

Authors

Institutions

Publication Details

Published
2024-11-02
DOI
https://doi.org/10.1109/acp/ipoc63121.2024.10809508
Primary Topic
Advanced Image Fusion Techniques
Type
article
Field-Weighted Citation Impact
0.00

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Hyperspectral Image Reconstruction Using Spatial Enhancement Neural Networks with Hybrid Prior Strategy

Kun Xu, Jian Ma, Zhenming Yu, Yue Zhou et al.
Advanced Image Fusion Techniques
article

Hyperspectral Image Reconstruction Using Spatial Enhancement Neural Networks with Hybrid Prior Strategy

Kun Xu, Jian Ma, Zhenming Yu, Yue Zhou, Liming Cheng, Yantao Jin, Jiayu Di, Haiying Zhao
article en

Abstract

We propose a spatial enhancement neural network with hybrid prior strategy for dual-camera compressed hyperspectral imaging system. The results show our method can more effectively utilize grayscale information and improve the reconstruction quality.

Beijing University of Posts and Telecommunications (CN), State Key Laboratory of Information Photonics and Optical Communications
National Natural Science Foundation of China, Beijing Key Laboratory of Network System Architecture and Convergence, National Key Research and Development Program of China, Fundamental Research Funds for the Central Universities
Openalex Percentile: Top 63%
Advanced Image Fusion Techniques
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.