Detection of oil leakage in SAR images using wavelet feature extractors and unsupervised neural classifiers

IEICE Transactions on Communications

Volumn E83-B, Issue 9, 2000, Pages 1955-1961

  Lin, Chih Ping ^a  

^a TOKYO INSTITUTE OF TECHNOLOGY   (Japan)

Author keywords

Neural network; Oil leaks; SAR; Wavelet

Indexed keywords

ALGORITHMS; FEATURE EXTRACTION; IMAGE ANALYSIS; IMAGE QUALITY; ITERATIVE METHODS; LEAKAGE (FLUID); NEURAL NETWORKS; PATTERN MATCHING; RADAR CLUTTER; RADAR IMAGING; WAVELET TRANSFORMS;

UNSUPERVISED NEURAL CLASSIFIERS;

SYNTHETIC APERTURE RADAR;

EID: 0034269550     PISSN: 09168516     EISSN: None     Source Type: Journal    
DOI: None     Document Type: Article

References (23)

1. M. I. Skolnik, Introduction to Radar System, 2nd ed. , McGraw-Hill, New York, 1980.
2. J. C. Curlander and R. N. McDonough, Synthetic aperture radar: Systems and signal processing, John Wiley & Sons, New York, 1991.
3. H. Guo, J. E. Odegard, M. Lang, R. A. Gopinath, I. W. Selesnick, and O. S. Burrus "Speckle reduction via wavelet shrinkage with application to SAR based ATD/R" SPIE, vol. 2303 pp. 333-344, 1994.
4. V. O. Chen "Radar ambiguity function, time-varying matched filter, and optimum wavelet correlator" Opt. Eng. , vol. 33, no. 7, pp. 2212-2217, 1994.
5. J. G. Teti and H. N. Kritikos "SAR ocean image representation using wavelets" IEEE Trans. Geosci. & Remote Sensing, vol. 30, no. 5, pp. 1089-1094, 1992.
6. S. A. Werness, S. C. Wei, and R. Carpinella "Experiments with wavelets for compression of SAR data" IEEE Trans. Geosci. & Remote Sensing, vol. 32, no. l, pp. 197-201, 1994.
7. Y. Kara, R. G. Atkins, S. U. Yueh, R. T. Shin, and J. A. Kong, "Application of neural networks to radar image classification" IEEE Trans. Geosci. & Remote Sensing, vol. 32, no. l, pp. 100-109, 1994.
8. H. Osman and S. D. Blôstein "SAR imagery segmentation using probabilistic winner-take-all clustering" SPIE, vol. 2757, pp. 217-225, 1997.
9. T. Fechner, R. Hantsche, and R. Tanger "Classification of objects in ISAR-imagery using artificial neural networks" SPIE, vol. 2760, pp. 339-345, 1996.
10. L. I. Perlovsky, W. U. Schoendorf, B. J. Burdick, and D. M. Tye "Model-based neural network for target detection in SAR images" IEEE Trans. Image Processing, vol. 6, no. l, pp. 203-215, 1997.
11. A. M. Bernardon and J. M. Carrick "A neural system for automatic target learning and recognition applied to bare and camouflaged SAR targets" Neural Networks, vol. 8, nos. 7/8, pp. 1103-1108, 1995.
12. K. S. Chen, W. P. Huang, D. H. Tsay, and F. Amar "Classification of multifrequency polarimetric SAR imagery using a dynamjc learning neural networks" IEEE Trans. Geosci. & Remote Sensing, vol. 34, no. 3, pp. 814-820, 1996.
13. E. G. Botha, E. Barnard, and C. J. Barnard "Feature-based classification of aerospace radar targets using neural networks" Neural Networks, vol. 9, no. l, pp. 129-142, 1996.
14. C. Lin, M. Sano, and M. Sekine "Detection of targets embedded in sea ice clutter by means of MMW radar based on fractal dimensions, wavelets, and neural classifiers" IEICE Trans. , vol. E79-B, no. 12, pp. 1818-1826, Dec. 1996.
15. C. Lin, M. Sano, and M. Sekine "Fractal error based on spectral density approach for detecting the targets in Xband and MMW radar images" IEE Japan-A, vol. H7-A, no. 7, pp. 704-710, 1997.
16. C. Lin, M. Sano, and M. Sekine "Detection of radar targets by means of fractal error" IEICE Trans. , vol. E80-B, no. 11, pp. 1741-1748, Nov. 1997.
17. C. Lin, Study on Radar Target Detection and Pattern Recognition, Doctoral Thesis, Tokyo Institute of Technology, 1998.
18. G. Szekely, A. Eide, T. Lindblad, C. Lindsey, M. Minerskjold, and G. Sekhniaidze "Wavelets and signal processing" SPIE, vol. 2760, pp. 625-632, 1996.
19. H. H. Szu, C. C. Hsu, P. A. Thaker, and M. E. Zaghloul "Image wavelet transforms implemented by discrete wavelet chips" Opt. Eng. , vol. 33, no. 7, pp. 2310-2325, 1994.
20. I. Daubechies, S. G. Mallat, and A. S. Willsky "Introduction to the special issue" IEEE Trans. Inf. Theory, vol. 38, no. 2, pp. 529-531, 1992.
21. I. Daubechies "Ten lectures on wavelets" Society for Industrial and Applied Mathematics, Philadelphia, 1992.
22. S. Mallat "A theory for multiresolution signal decomposition: The wavelet representation" IEEE Trans. Pattern Anal. & Mach. Intell. , vol. 11, no. 7, pp. 674-693, 1989.
23. C. K. Chui, An Introduction to Wavelets, Academic Press, Inc. , San Diego, 1992.