Blind source separation of hyperspectral images in DCT-domain

ASMS/SPSC 2010: 2010 5th Advanced Satellite Multimedia Systems Conference and the 11th Signal Processing for Space Communications Workshop

Volumn , Issue , 2010, Pages 381-388

  Karray, Emna ^a   Loghmari, Med Anis ^a   Naceur, Med Saber ^a  

^a UNIVERSITY OF TUNIS EL MANAR   (Tunisia)

Author keywords

Blind source separation; Component; DCT transform; Hyperspectral image and classification; Spectral separation

Indexed keywords

A-TRANSFORM; BLIND IMAGE SEPARATION; BSS PROBLEMS; CLASSIFICATION PROCESS; COMPONENT; DATA REPRESENTATIONS; DCT-TRANSFORM; ENERGY COMPACTION; FREQUENCY DOMAINS; HIGHLY-CORRELATED; HYPER-SPECTRAL IMAGES; INDEPENDENT COMPONENTS; LINEAR TRANSFORM; MISCLASSIFICATIONS; NEW SOURCES; OVERCOMPLETE DICTIONARIES; SECOND ORDERS; SIGNAL AND IMAGE PROCESSING; SOURCE SEPARATION; SPARSE REPRESENTATION; SPECTRAL SEPARATION; STRUCTURED DATA; TRANSFORM COEFFICIENTS; TRANSFORM DOMAIN;

COSINE TRANSFORMS; DISCRETE COSINE TRANSFORMS; IMAGE CODING; INDEPENDENT COMPONENT ANALYSIS; INDUSTRIAL RESEARCH; MULTIMEDIA SIGNAL PROCESSING; MULTIMEDIA SYSTEMS; SIGNAL ANALYSIS; SIGNAL PROCESSING; TECHNICAL PRESENTATIONS;

BLIND SOURCE SEPARATION;

EID: 78049507428     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ASMS-SPSC.2010.5586889     Document Type: Conference Paper

References (19)

1. A. Mansour, A. K. Barros, and N. Ohniski, "Blind separation of sources: Methods, assumptions and applications". IEICE Trans. Fundamentals Electron. Commun. Comput Sci., vol. E83-A, no. 8, pp. 1498-1512, Aug. 2000.
2. K. Anand, G. Mathew, and V. Reddy, "Blind separation of multiple cochannel BPSK signals arriving at antenna array," IEEE Signal Proc. Lett., vol. 2, no. 9, pp. 176-178, Sep. 1995.
3. E. Chaumette, P. Comon, and D. Muller, "ICA-based technique for radiating sources estimation: Application to airport surveillance," Proc. Inst. Electr. Eng. - F, vol. 140, no. 6, pp. 395-401, Dec. 1993.
4. L. De Lathauwer, B. De Moor, and J. Vandewalle, "Fetal electrocardiogram extraction by source subspace separation," in Proc. HOS, Aiguablava, Spain, Jun. 1995, pp. 134-138.
5. S. Makeig, A. Bell, T.-P. Jung and T. J. Sejnowski, "Independent component analysis of electroencephalographic data," in Advances in Neural Information Processing Systems, vol. 8. Cambridge, MA: MIT Press, 1995.
6. A. Bijaoui and D. Nuzillard, "Blind source separation of multispectral astronomical images," in Proc. MPA/ESO/MPE Joint Astronomy Conf., A. J. Banday, A. Zaroubi, and A. Bartelmann, Eds. Garching, Germany: Springer-Verlag, 2000, pp. 571-581. 31/7-4/8.
7. D. Nuzillard and A. Bijaoui, "Multispectral analysis, mutual information and blind source separation," in Proc. 2nd Symp. Phys. Signal and Image Process., 2000, pp. 93-98.
8. M. Lennon, G. Mercier, M. C. Mouchot, and L. Hubert-Moy, "Spectral unmixing of hyperspectral images with the independent component analysis and wavelet packets," in Proc. IGARSS Conf., Sydney, Australia, Jul. 9-13, 2001.
9. M. A. Loghmari, M. S. Naceur and M. R. Boussema, "A spectral and spatial source separation of multispectral images". IEEE Trans. Geosci. Remote Sens.,vol. 44, no. 12, pp. 3659-3673, Dec 2006.
10. J. Bobin, J.-L Starck, J. Fadili, and Y. Moudden, "Sparsity and Morphological Diversity in Blind Source Separation". IEEE Trans. on Image Processing, vol. 16, pp. 2662-2674, Nov. 2007.
11. Jing M. Chen, Sylvain G. Leblanc, John R. Miller, Jim Freemantle, Sara E. Loechel, Charles L. Walthall, Kris A. Innanen, and H. Peter White, "Compact Airborne Spectrographic Imager (CASI) used for mapping biophysical parameters of boreal forests" in journal of geophysical research, vol. 104, no. d22, pages 27,945-27,958, november 27, 1999.
12. IGN data, 2005
13. J.-F. Cardoso, "Blind signal separation: statistical principles" Proceedings of the IEEE. Special issue on blind identification and estimation, vol. 9, no. 10, pp. 2009-2025, Oct. 1998.
14. M. S. Naceur, M. A. Loghmari and M. R. Boussema, "The contribution of the source separation method in the decomposition of mixed pixels" IEEE Trans. Geosci. Remote Sens., vol. 42, no. 11, pp. 2642-2653, Nov. 2004.
15. J. Liang and T. D. Tran, "Further results on DCT-based linear phase paraunitary filter banks. IEEE Trans. on Image Processing, vol. 2, pp. 681-684. Sept. 2002.
16. Alexander Ilin, Harri Valpola, and Erkki Oja, "Exploratory analysis of climate data using source separation methods" Elsevier Science, Reprinted with permission from Neural Networks, vol. 19, no. 2, pp. 155-167, Mar. 2006.
17. P. G. Georgiev, F. Theis, and A. Cichocki, "Sparse component analysis and blind source separation of underdetermined mixtures. IEEE Transactions on Neural Networks, vol. 16, no. 4, pp. 992-996, 2005.
18. J. Bobin, Y. Moudden, J.-L. Starck, and M. Elad, "Morphological diversity and source separation" IEEE Signal Processing Letters, vol. 13, no. 7, pp. 409-412, 2006.
19. A. Belouchrani, K. Abed-Meriam, J.-F Cardoso and E. Moulines, "A blind source separation technique using second-order statistics" IEEE Transactions on Signal Processing, vol. 45, no. 2, pp. 434-444. Feb. 1997.