Multi-task Bayesian compressive sensing exploiting intra-task dependency

Q Wu, YD Zhang, MG Amin… - IEEE Signal Processing …, 2014 - ieeexplore.ieee.org
In this letter, we propose a multi-task compressive sensing algorithm for the reconstruction of
clustered sparse entries based on hierarchical Bayesian framework. By extending a paired …

Multipolarization through-wall radar imaging using low-rank and jointly-sparse representations

VH Tang, A Bouzerdoum… - IEEE Transactions on …, 2017 - ieeexplore.ieee.org
Compressed sensing techniques have been applied to through-the-wall radar imaging
(TWRI) and multipolarization TWRI for fast data acquisition and enhanced target localization …

Compressive sensing for through-the-wall radar imaging

MG Amin, F Ahmad - Journal of Electronic Imaging, 2013 - spiedigitallibrary.org
Through-the-wall radar imaging (TWRI) is emerging as a viable technology for providing
high-quality imagery of enclosed structures. TWRI makes use of electromagnetic waves to …

Compressive radar imaging of stationary indoor targets with low-rank plus jointly sparse and total variation regularizations

VH Tang, A Bouzerdoum… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
This paper addresses the problem of wall clutter mitigation and image reconstruction for
through-wall radar imaging (TWRI) of stationary targets by seeking a model that incorporates …

Two-level block matching pursuit for polarimetric through-wall radar imaging

X Wang, G Li, Y Liu, MG Amin - IEEE Transactions on …, 2017 - ieeexplore.ieee.org
In this paper, we propose a two-level block matching pursuit (TLBMP) algorithm based on a
probabilistic graph model for polarimetric through-wall radar imaging (TWRI). In typical L …

Radar imaging of stationary indoor targets using joint low-rank and sparsity constraints

VH Tang, A Bouzerdoum, SL Phung… - … on Acoustics, Speech …, 2016 - ieeexplore.ieee.org
This paper introduces a joint low-rank and sparsity-based model to address the problem of
wall-clutter mitigation in compressed through-the-wall radar imaging. The proposed model is …

Optimization methods of compressively sensed image reconstruction based on single-pixel imaging

Z Wei, J Zhang, Z Xu, Y Liu - Applied Sciences, 2020 - mdpi.com
According to the theory of compressive sensing, a single-pixel imaging system was built in
our laboratory, and imaging scenes are successfully reconstructed by single-pixel imaging …

Biorthogonal wavelet filters for compressed sensing ECG reconstruction

S Abhishek, S Veni, KA Narayanankutty - Biomedical Signal Processing …, 2019 - Elsevier
This paper elaborates the design details of a new set of bi orthogonal wavelet filters derived
from double sided exponential splines. The designed wavelets are applied in compressed …

A sparse Bayesian learning approach for through-wall radar imaging of stationary targets

VH Tang, SL Phung, FHC Tivive… - IEEE Transactions on …, 2017 - ieeexplore.ieee.org
Through-the-wall radar (TWR) imaging is an emerging technology that enables detection
and localization of targets behind walls. In practical operations, TWR sensing faces several …

Look-ahead hybrid matching pursuit for multipolarization through-wall radar imaging

X Wang, G Li, Q Wan… - IEEE Transactions on …, 2017 - ieeexplore.ieee.org
In this paper, we propose a novel greedy algorithm referred to as look-ahead hybrid
matching pursuit (LAHMP) for multipolarization through-wall radar imaging (TWRI). From the …