Spectral imaging with deep learning

L Huang, R Luo, X Liu, X Hao - Light: Science & Applications, 2022 - nature.com
The goal of spectral imaging is to capture the spectral signature of a target. Traditional
scanning method for spectral imaging suffers from large system volume and low image …

Snapshot compressive imaging: Theory, algorithms, and applications

X Yuan, DJ Brady… - IEEE Signal Processing …, 2021 - ieeexplore.ieee.org
Capturing high-dimensional (HD) data is a long-term challenge in signal processing and
related fields. Snapshot compressive imaging (SCI) uses a 2D detector to capture HD (≥ …

Degradation-aware unfolding half-shuffle transformer for spectral compressive imaging

Y Cai, J Lin, H Wang, X Yuan, H Ding… - Advances in …, 2022 - proceedings.neurips.cc
In coded aperture snapshot spectral compressive imaging (CASSI) systems, hyperspectral
image (HSI) reconstruction methods are employed to recover the spatial-spectral signal from …

Coarse-to-fine sparse transformer for hyperspectral image reconstruction

Y Cai, J Lin, X Hu, H Wang, X Yuan, Y Zhang… - European conference on …, 2022 - Springer
Many learning-based algorithms have been developed to solve the inverse problem of
coded aperture snapshot spectral imaging (CASSI). However, CNN-based methods show …

[PDF][PDF] 压缩传感综述

李树涛, 魏丹 - 自动化学报, 2009 - aas.net.cn
摘要在传统采样过程中, 为了避免信号失真, 采样频率不得低于信号最高频率的2 倍.
然而对于数字图像, 视频的获取, 依照香农(Shannon) 定理会导致海量采样数据 …

Video-rate hyperspectral camera based on a CMOS-compatible random array of Fabry–Pérot filters

M Yako, Y Yamaoka, T Kiyohara, C Hosokawa… - Nature …, 2023 - nature.com
Hyperspectral (HS) imaging provides rich spatial and spectral information and extends
image inspection beyond human perception. Existing approaches, however, suffer from …

Self-supervised neural networks for spectral snapshot compressive imaging

Z Meng, Z Yu, K Xu, X Yuan - Proceedings of the IEEE/CVF …, 2021 - openaccess.thecvf.com
We consider using untrained neural networks to solve the reconstruction problem of
snapshot compressive imaging (SCI), which uses a two-dimensional (2D) detector to …

End-to-end low cost compressive spectral imaging with spatial-spectral self-attention

Z Meng, J Ma, X Yuan - European conference on computer vision, 2020 - Springer
Coded aperture snapshot spectral imaging (CASSI) is an effective tool to capture real-world
3D hyperspectral images. While a number of existing work has been conducted for …

Deep gaussian scale mixture prior for spectral compressive imaging

T Huang, W Dong, X Yuan, J Wu… - Proceedings of the …, 2021 - openaccess.thecvf.com
In coded aperture snapshot spectral imaging (CASSI) system, the real-world hyperspectral
image (HSI) can be reconstructed from the captured compressive image in a snapshot …

Toward real-time terahertz imaging

H Guerboukha, K Nallappan… - Advances in Optics and …, 2018 - opg.optica.org
Terahertz (THz) science and technology have greatly progressed over the past two decades
to a point where the THz region of the electromagnetic spectrum is now a mature research …