Entropy-Based Low-Rank Approximation for Contrast Dielectric Target Detection with Through Wall Imaging System
In through wall imaging, clutter plays an important role in the detection of objects behind the wall. In the literature, extensive studies have been carried out to eliminate clutter in the case of targets with the same dielectric. Existing clutter reduction techniques, such as the sub-space approach...
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doaj-233e34d4bb604705a0904b2dc58d3ddf2020-11-25T00:20:31ZengMDPI AGElectronics2079-92922019-06-018663410.3390/electronics8060634electronics8060634Entropy-Based Low-Rank Approximation for Contrast Dielectric Target Detection with Through Wall Imaging SystemMandar Bivalkar0Dharmendra Singh1Hirokazu Kobayashi2Indian Institute of Technology Roorkee, Roorkee, Uttarakhand 247667, IndiaIndian Institute of Technology Roorkee, Roorkee, Uttarakhand 247667, IndiaOsaka Institute of Technology Osaka, Osaka Prefecture 535-8585, JapanIn through wall imaging, clutter plays an important role in the detection of objects behind the wall. In the literature, extensive studies have been carried out to eliminate clutter in the case of targets with the same dielectric. Existing clutter reduction techniques, such as the sub-space approach, differential approach, entropy-based time gating, etc., are able to detect a single target or two targets with the same dielectric behind the wall. In a real-time scenario, it is not necessary that targets with the same dielectric will be present behind the wall. Very few studies are available for the detection of targets with different dielectrics; here we termed it “contrast target detection” in the same scene. Recently, low-rank approximation (LRA) was proposed to reduce random noise in the data. In this paper, a novel method based on entropy thresholding for low-rank approximation is introduced for contrast target detection. It was observed that our proposed method gives satisfactory results.https://www.mdpi.com/2079-9292/8/6/634through-wall imagingcontrast target detectionclutter reductionentropy thresholdinglow-rank approximation |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Mandar Bivalkar Dharmendra Singh Hirokazu Kobayashi |
spellingShingle |
Mandar Bivalkar Dharmendra Singh Hirokazu Kobayashi Entropy-Based Low-Rank Approximation for Contrast Dielectric Target Detection with Through Wall Imaging System Electronics through-wall imaging contrast target detection clutter reduction entropy thresholding low-rank approximation |
author_facet |
Mandar Bivalkar Dharmendra Singh Hirokazu Kobayashi |
author_sort |
Mandar Bivalkar |
title |
Entropy-Based Low-Rank Approximation for Contrast Dielectric Target Detection with Through Wall Imaging System |
title_short |
Entropy-Based Low-Rank Approximation for Contrast Dielectric Target Detection with Through Wall Imaging System |
title_full |
Entropy-Based Low-Rank Approximation for Contrast Dielectric Target Detection with Through Wall Imaging System |
title_fullStr |
Entropy-Based Low-Rank Approximation for Contrast Dielectric Target Detection with Through Wall Imaging System |
title_full_unstemmed |
Entropy-Based Low-Rank Approximation for Contrast Dielectric Target Detection with Through Wall Imaging System |
title_sort |
entropy-based low-rank approximation for contrast dielectric target detection with through wall imaging system |
publisher |
MDPI AG |
series |
Electronics |
issn |
2079-9292 |
publishDate |
2019-06-01 |
description |
In through wall imaging, clutter plays an important role in the detection of objects behind the wall. In the literature, extensive studies have been carried out to eliminate clutter in the case of targets with the same dielectric. Existing clutter reduction techniques, such as the sub-space approach, differential approach, entropy-based time gating, etc., are able to detect a single target or two targets with the same dielectric behind the wall. In a real-time scenario, it is not necessary that targets with the same dielectric will be present behind the wall. Very few studies are available for the detection of targets with different dielectrics; here we termed it “contrast target detection” in the same scene. Recently, low-rank approximation (LRA) was proposed to reduce random noise in the data. In this paper, a novel method based on entropy thresholding for low-rank approximation is introduced for contrast target detection. It was observed that our proposed method gives satisfactory results. |
topic |
through-wall imaging contrast target detection clutter reduction entropy thresholding low-rank approximation |
url |
https://www.mdpi.com/2079-9292/8/6/634 |
work_keys_str_mv |
AT mandarbivalkar entropybasedlowrankapproximationforcontrastdielectrictargetdetectionwiththroughwallimagingsystem AT dharmendrasingh entropybasedlowrankapproximationforcontrastdielectrictargetdetectionwiththroughwallimagingsystem AT hirokazukobayashi entropybasedlowrankapproximationforcontrastdielectrictargetdetectionwiththroughwallimagingsystem |
_version_ |
1725367029027831808 |