volume | PIER Journals

2011-12-22

Robust Techniques for Coherent Change Detection Using Cosmo-Skymed SAR Images

Azzedine Bouaraba,

Dr. Azzedine Bouaraba

Ecole Militaire Polytechnique

Algeria

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Arezki Younsi,

Dr. Arezki Younsi

Ecole Militaire Polytechnique

Algeria

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Aichouche Belhadj Aissa,

Dr. Aichouche Belhadj Aissa

University of Sciences and Technology Houari Boumedienne

Algeria

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Marc Acheroy,

Professor Marc Acheroy

Royal Military Academy

Belgium

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Nada Milisavljevic,

Dr. Nada Milisavljevic

Signal and Image Centre, Royal Military Academy

Belgium

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Damien Closson

Dr. Damien Closson

Royal Military Academy

Belgium

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Progress In Electromagnetics Research M, Vol. 22, 219-232, 2012

doi:10.2528/PIERM11110707 | Google Scholar

Abstract

The satellite-borne SAR (Synthetic Aperture Radar) is a quite promising tool for high-resolution geo-surface measurement. Recently, there has been a great interest in Coherent Change Detection (CCD), where the coherence between two SAR images is evaluated and analyzed to detect surface changes. The sample coherence threshold may be used to distinguish between the changed and unchanged regions in the scene. Using COSMO-SkyMed (CSK) images, we show that for changed areas, the coherence is low but not completely lost. This situation, which is caused by the presence of bias in the coherence estimate, considerably degrades the performance of the sample threshold method. To overcome this problem, robust detection in inhomogeneous data must be considered. In this work, we propose the application and improvement of three techniques: Mean Level Detector (MLD), Ordered Statistic (OS) and Censored Mean Level Detector (CMLD), all applied to coherence in order to detect surface changes. The probabilities of detection and false alarm are estimated experimentally using high-resolution CSK images. We show that the proposed method, CMLD with incorporation of guard cells (GC) in the range direction, is robust and allows for nearly 4% higher detection probability in case of low false alarm probability.

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Azzedine Bouaraba, Arezki Younsi, Aichouche Belhadj Aissa, Marc Acheroy, Nada Milisavljevic, and Damien Closson, "Robust Techniques for Coherent Change Detection Using Cosmo-Skymed SAR Images," Progress In Electromagnetics Research M, Vol. 22, 219-232, 2012.
doi:10.2528/PIERM11110707

References

1. Just, D., "Phase statistics of interferograms with applications to synthetic aperture radar," Appl. Opt., Vol. 33, No. 20, 4361-4368, 1994.
doi:10.1364/AO.33.004361 Google Scholar

2. Rignot, E. J., "Change detection techniques for ERS-1 SAR data," IEEE Trans. Geosci. Remote Sens., Vol. 31, No. 4, 896-906, 1993.
doi:10.1109/36.239913 Google Scholar

3. Preiss, M., "A change detection statistic for repeat pass inteferometric SAR," Proc. ICASSP, 938-940, 2003. Google Scholar

4. Zebker, H. A., "Decorrelation in interferometric radar echoes," IEEE Trans. Geosci. Remote Sens., Vol. 30, No. 5, 950-959, 1992.
doi:10.1109/36.175330 Google Scholar

5. Touzi, R., "Coherence estimation for SAR imagery," IEEE Trans. Geosci. Remote Sens., Vol. 37, No. 1, 135-149, 1999.
doi:10.1109/36.739146 Google Scholar

6. Preiss, M., "Scene coherency at X-band from repeat pass polarimetric interferometry," Proc. IEEE Int. Geosci. Remote Sens. Symp., 1081-1084, 2005. Google Scholar

7. Oishi, N., "A coherence improvement technique for coherent change detection in SAR interferometry," Proc. of the 6th European Radar Conference, Rome, Italy, September 30-October 2, 2009. Google Scholar

8. Sabry, R., "A new coherency formalism for change detection and phenomenology in SAR imagery: A field approach," IEEE Geosc. and Remote Sens. Letters, Vol. 6, No. 3, 458-462, 2009.
doi:10.1109/LGRS.2009.2016359 Google Scholar

9. Hochino, T., "Coherent change detection with complex logarithm transformation on SAR imagery," SICE Annual Conference, Taipei, Taiwan, August 18-21, 2010. Google Scholar

10. Papathanassiou, K. P., "Single-baseline polarimetric SAR inter-ferometry," IEEE Trans. Geosci. Remote Sens., Vol. 39, No. 11, 2352-2363, 2001.
doi:10.1109/36.964971 Google Scholar

11. Gatelli, F., "The wavenumber shift in interferometry," IEEE Trans. Geosci. Remote Sens., Vol. 32, No. 4, 855-865, 1994.
doi:10.1109/36.298013 Google Scholar

12. Hanssen, R. F., Radar Interferometry, Data Interpretation and Error Analysis, Kluwer Academic Publishers, 2002.

13. Rohling, H., "Radar CFAR thresholding in clutter and multiple target situations," IEEE Trans. on Aeros. and Elect. Syst., Vol. 19, No. 4, 608-621, 1983.
doi:10.1109/TAES.1983.309350 Google Scholar

14. Rickard, J. T., "Adaptive detection algorithms for multiple target situations," IEEE Trans. on Aeros. and Electr. Syst., Vol. 13, No. 10, 338-343, 1977.
doi:10.1109/TAES.1977.308466 Google Scholar