Change detection methods for identification of mines in synthetic aperture radar imagery

Journal of Applied Remote Sensing

Volumn 1, Issue 1, 2007, Pages

  Nasrabadi, Nasser ^a   Tates, Maria ^a,b   Kwon, Heesung ^c  

^a U S ARMY RESEARCH LABORATORY   (United States)

^b MORGAN STATE UNIVERSITY   (United States)

^c JOHNS HOPKINS UNIVERSITY APPLIED PHYSICS LABORATORY   (United States)

Author keywords

Change detection; Mine detection; Multi look SAR; Object detection

Indexed keywords

OBJECT DETECTION; SYNTHETIC APERTURE RADAR; TRACKING RADAR;

CHANGE DETECTION; EUCLIDEAN DISTANCE MEASURE; MINE DETECTIONS; MULTI-LOOK SAR; RECEIVER OPERATING CHARACTERISTICS CURVES (ROC); SUBSPACE PROJECTION METHODS; SYNTHETIC APERTURE RADAR (SAR) IMAGES; SYNTHETIC APERTURE RADAR IMAGERY;

RADAR IMAGING;

EID: 52649114330     PISSN: None     EISSN: 19313195     Source Type: Journal    
DOI: 10.1117/1.2776947     Document Type: Article

References (22)

1. A. Singh, "Digital change detection techniques using remotely sensed data," Int. J. Rem. Sens. 10(6), 989-1003 (1989) [doi:10.1080/01431168908903939].
2. R. J. Radke, S. Andra, O. Al-Kofahi, and B. Roysam, "Image change detection algorithms: a systematic survey," IEEE Trans. Image Process. 14(3), 294-307 (2005) [doi:10.1109/TIP.2004.838698].
3. E. Durucan and T. Ebrahimi, "Change detection and background extraction by linear algebra," Proc. IEEE 89(10), 1368-1381 (2001) [doi:10.1109/5.959336].
4. J. F. Mas, "Monitoring land-cover changes: a comparison of change detection techniques," Int. J. Rem. Sens. 20 (1), 139-152 (1999) [doi:10.1080/014311699213659].
5. B. Zitova and J. Flusser, "Image registration methods: a survey," Image Vis. Comput. 21(11), 977-1000(2003) [doi:10.1016/S0262-8856(03)00137-9].
6. E. J. M. Rignot and J. van Zyl, "Change detection techniques for ERS-1 SAR data," IEEE Trans. Geosci. Rem. Sens. 31(4), 896-906 (1993) [doi:10.1109/36.239913].
7. K. Ranney and M. Soumekh, "Signal subspace change detection in averaged multilook SAR imagery," IEEE Trans. Geosci. Rem. Sens. 44(1), 201-213 (2006) [doi:10.1109/TGRS.2005.859956].
8. H. Kwon, S. Z. Der, and N. M. Nasrabadi, "Adaptive anomaly detection using subspace separation for hyperspectral," Opt. Eng. 42(11), 3342-3351 (2003) [doi:10.1117/1.1614265].
9. G. Mercier and S. Derrode, "SAR image change detection using distance between distributions of classes," IEEE Int. Geosci. Rem. Sens. Symp. 6, 3872-3875 (2004) [doi:10.1109/IGARSS.2004.1369969].
10. Y. Bazi, L. Bruzzone, and F. Melgani, "An unsupervised approach based on the generalized Gaussian model to automatic change detection in multitemporal SAR images," IEEE Trans. Geoscience and Remote Sens. 43(4), 874-887 (2005) [doi:10.1109/TGRS.2004.842441].
11. J. Kittler and J. Illingworth, "Minimum error thresholding," Pattern Recognition, 19(1), 41-47 (1986) [doi:10.1016/0031- 3203(86)90030-0].
12. D. J. Weydahl, "Change detection in SAR images," IEEE Int. Geosci. Rem. Sens. Symp. 3, 1421-1424 (1991).
13. L. Bruzzone and D. F. Prieto, "Automatic analysis of the difference image for unsupervised change detection," IEEE Trans. Geosci. Rem. Sens. 38(3), 1171-1182 (2000) [doi:10.1109/36.843009].
14. K. Toyama, J. Krumm, B. Brumitt, and B. Meyers, "Wallflower: principles and practice of background maintenance," Proc. IEEE Int. Conf. Comp. Vis.1, 255-261 (1999) [doi:10.1109/ICCV.1999.791228].
15. A. Schaum and A. Stocker, "Advanced algorithms for autonomous hyperspectral change detection," in Applied Imagery Pattern Recognition Workshop, Proc. IEEE, 33-38 (2004) [doi:10.1109/AIPR.2004.10].
16. R. Duda, P. Hart, and D. Stork, Pattern Classification, John Wiley and Sons, New York (2001).
17. B. J. Noe and F. Ham, "Change detection through subspace projection using independent component analysis to track moving targets in scenery," in Proc. Int. Joint Conf. Neural Net. 1, 703-708 (2001) [doi:10.1109/IJCNN.2001.939110].
18. L. Scharf, Statistical Signal Processing: Detection Estimation, and Time Series Analysis, Addison Wesley, Colorado, (1991).
19. G. Strang, Linear Algebra and its Applications, Thomas Learning Inc., United States (1988).
20. A. Lopes, R. Touzi, and E. Nezry, "Adaptive speckle filters and scene heterogeneity," IEEE Trans. Geosci. Rem. Sens. (28) 6, 992-1000 (1990) [doi:10.1109/36.62623].
21. J. Inglada, "Change detection on SAR images by using a parametric estimation of the Kullback-Leibler divergence," IEEE Int. Geosci. Rem. Sens. Symp. 6, 4104-4106 (2001) [doi:10.1109/IGARSS.2003.1295376].
22. F. Bujor, E. Trouve, L. Valet, J.-M. Nicolas, and J.-P. Rudant, "Application of log-cumulants to the detection of spatiotemporal discontinuities in multitemporal SAR images," IEEE Trans. Geosci. Rem. Sens. 42(10) 2073-2084(1994) [doi:10.1109/TGRS.2004.835304].