Title :
Distributed target detection in Through-the-Wall Radar Imaging using the bootstrap
Author :
Debes, Christian ; Weiss, Christian ; Zoubir, Abdelhak M. ; Amin, Moeness G.
Author_Institution :
Signal Process. Group, Tech. Univ. Darmstadt, Darmstadt, Germany
Abstract :
The problem of distributed detection and decision fusion in Through-the-Wall Radar Imaging (TWRI) is considered. We deal with the multi-viewing case in which images corresponding to different radar locations can be collected. We present a method to adapt conventional distributed detection schemes to the scenario when no a priori knowledge about image statistics from any view is available. Further, a new scheme for estimating quality information of local detectors in a distributed detection scenario is proposed. We apply bootstrap techniques to draw inference from the radar measurements of the behind the wall scene. Simulation results as well as experimental data are used to demonstrate the performance of the proposed approach.
Keywords :
object detection; radar imaging; TWRI; bootstrap techniques; decision fusion; distributed target detection; image statistics; quality information estimation; radar locations; radar measurements; through-the-wall radar imaging; Data mining; Detectors; Image sensors; Layout; Object detection; Performance loss; Radar detection; Radar imaging; Statistical distributions; Testing; Distributed detection; Through-the-wall; bootstrap; decision fusion; radar imaging;
Conference_Titel :
Acoustics Speech and Signal Processing (ICASSP), 2010 IEEE International Conference on
Conference_Location :
Dallas, TX
Print_ISBN :
978-1-4244-4295-9
Electronic_ISBN :
1520-6149
DOI :
10.1109/ICASSP.2010.5495938