SAR image categorization using parametric and nonparametric approaches within a dual tree CWT

IEEE Geoscience and Remote Sensing Letters

Volumn 11, Issue 10, 2014, Pages 1757-1761

  Planinsic, Peter ^a   Singh, Jagmal ^b   Gleich, Dusan ^a  

^a UNIVERSITY OF MARIBOR   (Slovenia)

^b GERMAN AEROSPACE CENTER DLR   (Germany)

Author keywords

Data mining; feature extraction; image texture analysis; support vector machines (SVMs); wavelet transforms

Indexed keywords

DATA MINING; DISCRETE WAVELET TRANSFORMS; FEATURE EXTRACTION; FRACTAL DIMENSION; IMAGE CLASSIFICATION; IMAGE SEGMENTATION; MARKOV PROCESSES; STOCHASTIC SYSTEMS; SUPPORT VECTOR MACHINES; WAVELET TRANSFORMS;

CLASSIFICATION EFFICIENCY; DUAL-TREE COMPLEX WAVELET TRANSFORM; DUAL-TREE WAVELET TRANSFORM; GAUSS MARKOV RANDOM FIELD MODELS; IMAGE TEXTURE ANALYSIS; PARAMETRIC AND NON-PARAMETRIC APPROACHES; SUPPORT VECTOR MACHINE (SVMS); SYNTHETIC APERTURE RADAR (SAR) IMAGES;

SYNTHETIC APERTURE RADAR;

EID: 84901346885     PISSN: 1545598X     EISSN: None     Source Type: Journal    
DOI: 10.1109/LGRS.2014.2308328     Document Type: Article

References (22)

1. C. Tison, J.-M. Nicolas, F. Tupin, and H. Maître, "New statistical model for Markovian classification of urban areas in high-resolution SAR images, " IEEE Trans. Geosci. Remote Sens., vol. 42, no. 10, pp. 2046-2057, Oct. 2004.
2. M. Hebar, D. Gleich, and Z. Cucej, "Autobinomial model for SAR image despeckling and information extraction, " IEEE Trans. Geosci. Remote Sens., vol. 47, no. 8, pp. 2818-2835, Aug. 2009.
3. A. Popescu, I. Gavat, and M. Datcu, "Contextual descriptors for scene classes in very high resolution SAR images, " IEEE Geosci. Remote Sens. Lett., vol. 9, no. 1, pp. 80-84, Jan. 2012.
4. J. Singh and M. Datcu, "SAR image categorization with log cumulants of the fractional Fourier transform coefficients, " IEEE Trans. Geosci. Remote Sens., vol. 51, no. 12, pp. 5273-5282, Dec. 2013.
5. C.-R. Shyu, M. Klaric, G. Scott, A. Barb, C. Davis, and K. Palaniappan, "GeoIRIS: Geospatial information retrieval and indexing system-Content mining, semantics modeling, and complex queries, " IEEE Trans. Geosci. Remote Sens., vol. 45, no. 4, pp. 839-852, Apr. 2007. (Pubitemid 46495619)
6. T. Li and M. Ogihara, "Toward intelligent music information retrieval, " IEEE Trans. Multimedia, vol. 8, no. 3, pp. 564-574, Jun. 2006.
7. X. Zhan, R. Zhang, D. Yin, and C. Huo, "SAR image compression using multiscale dictionary learning and sparse representation, " IEEE Geosci. Remote Sens. Lett., vol. 10, no. 5, pp. 1090-1094, Sep. 2013.
8. J. S. Vestergaard, A. L. Dahl, R. Larsen, and A. A. Nielsen, "Classification of polarimetric SAR data using dictionary learning, " in Proc. Image Signal Process. Remote Sens. XVIII, 2012, vol. 8537, pp. 85370X-1-85370X-9.
9. C. He, L. Liu, L. Xu, M. Liu, and M. Liao, "Learning based compressed sensing for SAR image super-resolution, " IEEE J. Sel. Topics Appl. Earth Observ. Remote Sens., vol. 5, no. 4, pp. 1272-1281, Aug. 2012.
10. F. Albgretzen, Statistical Texture Measures Computed From Gray Level Co-Occurrence Matrices 2008. [Online]. Available: http://www.uio.no/studier/ emner/matnat/ifi/INF4300/h08/undervisningsmateriale/glcm.pdf
11. M. Hearst, S. Dumais, E. Osman, J. Platt, and B. Scholkopf, "Support vector machines, " IEEE Intell. Syst. Appl, vol. 13, no. 4, pp. 18-28, Jul./Aug. 1998.
12. J.-M. Lina and L. Gagnon, "Image enhancement with symmetric daubechies wavelets, " in Proc. SPIE, 1995, vol. 2569, pp. 169-207.
13. I. Selesnick, R. Baraniuk, and N. Kingsbury, "The dual-tree complex wavelet transform, " IEEE Signal Process. Mag., vol. 22, no. 6, pp. 123-151, Nov. 2005. (Pubitemid 46404908)
14. G. W. Wornell, Signal Processing With Fractals: A wavelet-Based Approach. Englewood Cliffs, NJ, USA: Prentice-Hall, 1996.
15. I. Daubechies, Ten Lectures on Wavelets. Philadelphia, PA, USA: SIAM, 1992.
16. R. Coifman and M. Wickerhauser, "Entropy-based algorithms for best basis selection, " IEEE Trans. Inf. Theory, vol. 38, no. 2, pp. 713-718, Mar. 1992.
17. B. Banjanin, B. Gergic, P. Planinic, and Z. Cucej, "Entropy- threshold method for best basis selection, " Image Vis. Comput, vol. 19, no. 7, pp. 447-484, May 2001.
18. C. Parra, K. Iftekharuddin, and D. Rendon, "Wavelet based estimation of the fractal dimension in fbm images, " in Conf. Proc. 1st Int. IEEE EMBS Conf. Neural Eng., 2003, pp. 533-536.
19. I. Norros, "A storage model with self-similar input, " Queueing Syst., vol. 16, no. 3/4, pp. 387-396, 1994.
20. C. Bouman and K. Sauer, "A generalized Gaussian image model for edge-preserving map estimation, " IEEE Trans. Image Process., vol. 2, no. 3, pp. 296-310, Jul. 1993. (Pubitemid 23697158)
21. D. S. Sivia, Data Analysis: A Bayesian Tutorial. Oxford, U.K.: Clarendon, 1996.
22. R. Chellappa, S. Chatterjee, and R. Bagdazian, "Texture synthesis and compression using Gaussian-Markov random field models, " IEEE Trans. Syst., Man, Cybern., vol. SMC-15, no. 2, pp. 298-303, Mar./Apr. 1985. (Pubitemid 15514989)