Classification of hyperspectral images by using morphological attribute filters and independent component analysis

2nd Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, WHISPERS 2010 - Workshop Program

Volumn , Issue , 2010, Pages

  Mura, Mauro Dalla ^a,b   Villa, Alberto ^b,c   Benediktsson, Jon Atli ^b   Chanussot, Jocelyn ^c   Bruzzonea, Lorenzo ^a  

^a UNIVERSITY OF TRENTO   (Italy)

^b UNIVERSITY OF ICELAND   (Iceland)

^c GIPSA LAB   (France)

Author keywords

Attribute filters; Decision fusion; Independent component analysis; Mathematical morphology; Remote sensing

Indexed keywords

ATTRIBUTE FILTERS; DECISION FUSION; GEOMETRICAL RESOLUTION; HIGH RESOLUTION IMAGE; HYPER-SPECTRAL IMAGES; HYPERSPECTRAL; MULTI-LEVEL; SPATIAL CHARACTERISTICS;

MATHEMATICAL MORPHOLOGY; MORPHOLOGY; PRINCIPAL COMPONENT ANALYSIS; REMOTE SENSING; SIGNAL PROCESSING;

INDEPENDENT COMPONENT ANALYSIS;

EID: 78649302886     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/WHISPERS.2010.5594964     Document Type: Conference Paper

References (12)

1. M. Fauvel, J. A. Benediktsson, J. Chanussot, and J. R. Sveinsson, "Spectral and spatial classification of hyperspectral data using svms and morphological profiles," IEEE Trans. Geosci. Remote Sens., vol. 46, no. 11, pp. 3804-3814, 2008.
2. E. J. Breen and R. Jones, "Attribute openings, thinnings, and granulometries," Comput. Vis. Image Underst., vol. 64, no. 3, pp. 377-389, 1996.
3. J. A. Benediktsson, J. A. Palmason, and J. R. Sveinsson, "Classification of hyperspectral data from urban areas based on extended morphological profiles," IEEE Trans. Geosci. Remote Sens., vol. 43, no. 3, pp. 480-491, 2005.
4. J. A. Palmason, J. A. Benediktsson, J. R. Sveinsson, and J. Chanussot, "Classification of hyperspectral data from urban areas using morphological preprocessing and independent component analysis," in Proc. IEEE IGARSS '05, July 25-29, 2005, vol. 1, p. 4pp.
5. M. Dalla Mura, J. A. Benediktsson, B. Waske, and L. Bruzzone, "Morphological attribute profiles for the analysis of very high resolution images," IEEE Trans. Geosci. Remote Sens., in press.
6. M. Dalla Mura, J. A. Benediktsson, B. Waske, and L. Bruzzone, "Extended profiles with morphological attribute filters for the analysis of hyperspectral data," Int. J. Remote Sens., in press.
7. A. Villa, J. Chanussot, C. Jutten, J. A. Benediktsson, and S. Mossaoui, "On the use of ICA for hyperspectral image analysis," in Proc. IEEE IGARSS '09, 2009.
8. A. Hyvarinen, J. Karhunen, and E. Oja, Independent Component Analysis, Wiley, New York, 2001.
9. P. Maragos and R.D. Ziff, "Threshold superposition in morphological image analysis systems," IEEE Trans. Pattern Anal. Mach. Intell., vol. 12, no. 5, pp. 498-504, 1990.
10. P. Salembier, A. Oliveras, and L. Garrido, "Antiextensive connected operators for image and sequence processing," IEEE Trans. Image Process., vol. 7, no. 4, pp. 555-570, 1998.
11. M. Hu, "Visual pattern recognition by moment invariants," IRE Trans. Inf. Theory, vol. 8, no. 2, pp. 179-187, 1962.
12. A. Villa, M. Fauvel, J. Chanussot, P. Gamba, and J. A. Benediktsson, "Gradient optimization for multiple kernel's parameters in support vector machines classification," in Proc. IEEE IGARSS 2008, July 7-11, 2008, vol. 4, pp. IV-224-IV-227.