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 (≥ …

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 …

Plug-and-play algorithms for large-scale snapshot compressive imaging

X Yuan, Y Liu, J Suo, Q Dai - Proceedings of the IEEE/CVF …, 2020 - openaccess.thecvf.com
Snapshot compressive imaging (SCI) aims to capture the high-dimensional (usually 3D)
images using a 2D sensor (detector) in a single snapshot. Though enjoying the advantages …

l-net: Reconstruct hyperspectral images from a snapshot measurement

X Miao, X Yuan, Y Pu… - Proceedings of the IEEE …, 2019 - openaccess.thecvf.com
We propose the l-net, which reconstructs hyperspectral images (eg, with 24 spectral
channels) from a single shot measurement. This task is usually termed snapshot …

Compressive hyperspectral imaging with side information

X Yuan, TH Tsai, R Zhu, P Llull… - IEEE Journal of …, 2015 - ieeexplore.ieee.org
A blind compressive sensing algorithm is proposed to reconstruct hyperspectral images from
spectrally-compressed measurements. The wavelength-dependent data are coded and then …

Multimodal image super-resolution via joint sparse representations induced by coupled dictionaries

P Song, X Deng, JFC Mota… - IEEE Transactions …, 2019 - ieeexplore.ieee.org
Real-world data processing problems often involve various image modalities associated
with a certain scene, including RGB images, infrared images, or multispectral images. The …

Coded aperture design in compressive spectral imaging based on side information

L Galvis, D Lau, X Ma, H Arguello, GR Arce - Applied optics, 2017 - opg.optica.org
Coded aperture compressive spectral imagers (CSI) sense a three-dimensional data cube
by using two-dimensional projections of the coded and spectrally dispersed input image …

Multi-modal dictionary learning for image separation with application in art investigation

N Deligiannis, JFC Mota, B Cornelis… - … on Image Processing, 2016 - ieeexplore.ieee.org
In support of art investigation, we propose a new source separation method that unmixes a
single X-ray scan acquired from double-sided paintings. In this problem, the X-ray signals to …

An approximate message passing framework for side information

A Ma, Y Zhou, C Rush, D Baron… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
Approximate message passing (AMP) methods have gained recent traction in sparse signal
recovery. Additional information about the signal, or side information (SI), is commonly …

Compressive video sensing with side information

X Yuan, Y Sun, S Pang - Applied optics, 2017 - opg.optica.org
Our temporally compressive imaging system reconstructs a high-speed image sequence
from a single, coded snapshot. The reconstruction quality, similar to that of other …