Classification of hyperspectral data using extended attribute profiles based on supervised and unsupervised feature extraction techniques

International Journal of Image and Data Fusion

Volumn 3, Issue 3, 2012, Pages 269-298

  Marpu, Prashanth Reddy ^a   Pedergnana, Mattia ^a,b   Mura, Mauro Dalla ^c   Peeters, Stijn ^d   Benediktsson, Jon Atli ^a   Bruzzone, Lorenzo ^b  

^a UNIVERSITY OF ICELAND   (Iceland)

^b UNIVERSITY OF TRENTO   (Italy)

^c FONDAZIONE BRUNO KESSLER   (Italy)

^d UNIVERSITY OF ANTWERP   (Belgium)

Author keywords

attribute profiles; classification; data fusion; feature extraction; hyperspectral; spatial information

Indexed keywords

EID: 84865275789     PISSN: 19479832     EISSN: 19479824     Source Type: Journal    
DOI: 10.1080/19479832.2012.702687     Document Type: Article

References (31)

1. Benediktsson, JA, Palmason, JA and Sveinsson, JR. 2005. Classification of hyperspectral data from urban areas based on extended morphological profiles. IEEE Transactions on Geoscience and Remote Sensing, 43(3): 480-491.
2. Benediktsson, JA, Pesaresi, M and Arnason, K. 2003. Classification and feature extraction for remote sensing images from urban areas based on morphological transformations. IEEE Transactions on Geoscience and Remote Sensing, 41(9): 1940-1949.
3. Breen, EJ and Jones, R. 1996. Attribute openings, thinnings, and granulometries. Computer Vision and Image Understanding, 64(3): 377-389.
4. Breiman, L. 2001. Random forests. Machine Learning, 45(1): 5-32.
5. Castaings, T. 2010. On the influence of feature reduction for the classification of hyperspectral images based on the extended morphological profile. International Journal of Remote Sensing, 31(22): 5921-5939.
6. Dalla Mura, M, Benediktsson, JA and Bruzzone, L. 2010a. Classification of hyperspectral images with extended attribute profiles and feature extraction techniques. In: International geoscience and remote sensing symposium (IGARSS), Honolulu, HI, 76-79
7. Dalla Mura, M. et al., 2011a. The evolution of the morphological profile: from panchromatic to hyperspectral images. In: S. Prasad, L. Mann Bruce and J. Chanussot, eds. Optical remote sensing-advances in signal processing and exploitation techniques. Springer Verlag, 123-146
8. Dalla Mura, M. 2010b. Extended profiles with morphological attribute filters for the analysis of hyperspectral data. International Journal of Remote Sensing, 31(22): 5975-5991.
9. Dalla Mura, M. 2010c. Morphological attribute profiles for the analysis of very high resolution images. IEEE Transactions on Geoscience and Remote Sensing, 48(10): 3747-3762.
10. Dalla Mura, M. 2011b. Classification of hyperspectral images by using extended morphological attribute profiles and independent component analysis. IEEE Geoscience and Remote Sensing Letters,: 541-545.
11. Datcu, M, Seidel, K and Walessa, M. 1998. Spatial information retrieval from remote-sensing images-part I: information theoretical perspective. IEEE Transactions on Geoscience and Remote Sensing, 36(5): 1431-1445.
12. Daya Sagar, BS and Serra, J. 2010. Spatial information retrieval, analysis, reasoning and modelling. International Journal of Remote Sensing, 31(22): 5747-5750, 2010.
13. Fauvel, M. Chanussot, J., and Benediktsson, J. A., 2009. Kernel principal component analysis for the classification of hyperspectral remote sensing data over urban areas. EURASIP Journal on Advances in Signal Processing, 2009, 14
14. Fukunaga, K. 1990. Introduction to statistical pattern recognition, 2nd, London, UK: Academic Press.
15. Hoffbeck, J and Landgrebe, DA. 1996. Covariance matrix estimation and classifi{ligature}cation with limited training data. IEEE Transactions on Pattern Analysis and Machine Intelligence, 18(7): 763-767.
16. Landgrebe, DA. 2003. Signal theory methods in multispectral remote sensing, London: Wiley-Inter Science.
17. Licciardi, G. et al., 2012. Linear versus non-linear PCA for the classification of hyperspectral data based on the extended morphological profiles. IEEE Geoscience and Remote Sensing Letters, 9 (3), 447-451
18. Maragos, P and Ziff, R. 1990. Threshold superposition in morphological image analysis systems. IEEE Transactions on Pattern Analysis and Machine Intelligence, 12(5): 498-504.
19. Marpu, PR. et al., 2012. Automatic generation of standard deviation attribute profiles for spectral-spatial classification of remote sensing data. IEEE Geoscience and Remote Sensing Letters, accepted for publication
20. Ouzounis G.K., and Soille, P., 2009. Differential area profiles. In: 20th International conference on pattern recognition, 23-26 August 2009, Istanbul, Turkey, 4085-4089
21. Peeters, S. et al., 2011. Classification using Extended Morphological Attribute Profiles based on different feature extraction techniques. In: IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 24-29 July 2011, Vancouver, Canada, 4453-4456
22. Pesaresi, M and Benediktsson, JA. 2001. A new approach for the morphological segmentation of high-resolution satellite imagery. IEEE Transactions on Geoscience and Remote Sensing, 39(2): 309-320.
23. Salembier, P, Oliveras, A and Garrido, L. 1998. Anti-extensive connected operators for image and sequence processing. IEEE Transactions on Image Processing, 7(4): 555-570.
24. Salembier, P and Wilkinson, MHF. 2009. Connected operators. IEEE Signal Processing Magazine, 26(6): 136-157.
25. Schölkopf B., and Smola A.J., 2002. Learning with kernels: support vector machines, regularization, optimization, and beyond. Cambridge, MA, USA: MIT Press
26. Schölkopf, B, Smola, AJ and Müller, K-R. 1998. Nonlinear component analysis as a kernel eigenvalue problem. Neural Computation, 10: 1299-1319.
27. Soille, P. 2003. Morphological image analysis. Principles and applications, 2nd, Berlin, Germany: Springer Verlag.
28. Soille, P and Pesaresi, M. 2002. Advances in mathematical morphology applied to geosciences and remote sensing. IEEE Transactions on Geoscience and Remote Sensing, 40: 2042-2055.
29. Wilkinson, MHF. 2008. Concurrent computation of attribute filters on shared memory parallel machines. IEEE Transactions on Pattern Analysis and Machine Intelligence, 30(10): 1800-1813.
30. Wilkinson M.H.F., Soille P., and Ouzounis, G.K., 2010. Concurrent computation of differential morphological profiles for remote sensing. In: Workshop on Applications of Digital Geometry and Mathematical Morphology, 26-29 September, Istanbul, Turkey
31. Wilkinson, MH. 2011. "Concurrent computation of differential morphological profiles on giga-pixel images". In Mathematical morphology and its applications to image and signal processing, Edited by: Soille, P, Pesaresi, M and Ouzounis, G. 331-342. Berlin, Heidelberg: Springer.