TY - JOUR
T1 - Through the Wall Scene Reconstruction Using Low Rank and Total Variation
AU - Tivive, Fok Hing Chi
AU - Bouzerdoum, Abdesselam
PY - 2019/10/2
Y1 - 2019/10/2
N2 - In through-the-wall radar imaging, wall clutter mitigation and image formation are often solved separately, resulting in a suboptimal solution. This paper presents a scene reconstruction model with low rank, sparsity, and total-variation constraints that simultaneously remove the wall clutter and form the image of the scene. The proposed method exploits the low rank property of the wall clutter to remove the wall return and imposes sparsity and total variation constraints to suppress the background clutter and noise in the image. An alternating direction technique is developed to optimize the proposed model. Experimental results show that the proposed method produces images with better target to clutter ratios than delay and sum beamforming in conjunction with wall clutter mitigation and the existing low-rank and joint sparse method.
AB - In through-the-wall radar imaging, wall clutter mitigation and image formation are often solved separately, resulting in a suboptimal solution. This paper presents a scene reconstruction model with low rank, sparsity, and total-variation constraints that simultaneously remove the wall clutter and form the image of the scene. The proposed method exploits the low rank property of the wall clutter to remove the wall return and imposes sparsity and total variation constraints to suppress the background clutter and noise in the image. An alternating direction technique is developed to optimize the proposed model. Experimental results show that the proposed method produces images with better target to clutter ratios than delay and sum beamforming in conjunction with wall clutter mitigation and the existing low-rank and joint sparse method.
KW - Through the wall radar imaging
KW - Low rank and sparse matrix decomposition
KW - Scene reconstruction
KW - Wall clutter mitigation
UR - https://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=hbku_researchportal&SrcAuth=WosAPI&KeyUT=WOS:000565812500018&DestLinkType=FullRecord&DestApp=WOS_CPL
U2 - 10.1109/TCI.2019.2945244
DO - 10.1109/TCI.2019.2945244
M3 - Article
SN - 2573-0436
VL - 6
SP - 221
EP - 234
JO - Ieee Transactions on Computational Imaging
JF - Ieee Transactions on Computational Imaging
ER -