Title :
Multi-path SAR change detection
Author :
Hu, Z. ; Bryant, Michael ; Qiu, R.C.
Author_Institution :
Dept. of Electr. & Comput. Eng., Tennessee Technol. Univ., Cookeville, TN, USA
Abstract :
Synthetic aperture radar (SAR) is a form of imaging radar. The defining characteristic of SAR is the usage of relative motion between an antenna and its target region to provide long-term coherent-signal variations that can be exploited to obtain fine spatial resolution for radar image. Due to the improvement of SAR data acquisition technique and the flexibility of SAR sensor deployment, multi-pass SAR imageries can be easily obtained. More information and intelligence can be extracted from SAR imageries. This paper will address one challenging issue for SAR data fusion, i.e. multi-pass SAR change detection. Two methods are proposed in this paper to perform multi-pass SAR change detection. One method is based on robust principal component analysis (PCA) and the other method uses template matching plus thresholding. Both methods explore the local statistics to indicate the change of each pixel in the SAR imageries. The visualization performances illustrate the potential of these two methods for the issue of SAR change detection.
Keywords :
image matching; image resolution; principal component analysis; radar antennas; radar detection; radar imaging; radar resolution; sensor fusion; sensor placement; synthetic aperture radar; PCA; SAR data acquisition technique; SAR data fusion; SAR sensor deployment; antenna; long-term coherent-signal variations; multipass SAR change detection; multipass SAR imagery; multipath SAR change detection; radar image spatial resolution; robust principal component analysis; synthetic aperture radar; template matching plus thresholding; Feature extraction; Principal component analysis; Radar antennas; Radar imaging; Robustness; Sparse matrices; Synthetic aperture radar; Change Detection; Robust PCA; SAR; Template Matching plus Thresholding;
Conference_Titel :
Radar Conference (RADAR), 2012 IEEE
Conference_Location :
Atlanta, GA
Print_ISBN :
978-1-4673-0656-0
DOI :
10.1109/RADAR.2012.6212257