Parallel classification of hyperspectral images using neural networks

Studies in Computational Intelligence

Volumn 133, Issue , 2008, Pages 193-216

  Plaza, Javier ^a   Plaza, Antonio ^a   Pérez, Rosa ^a   Martínez, Pablo ^a  

^a UNIVERSITY OF EXTREMADURA   (Spain)

Author keywords

[No Author keywords available]

Indexed keywords

EID: 51849098568     PISSN: 1860949X     EISSN: None     Source Type: Book Series    
DOI: 10.1007/978-3-540-79353-3_8     Document Type: Article

References (23)

1. Chang, C.I.: HypeTspectral imaging: techniques for spectral detection and classification. Kluwer, New York (2003)
2. Green, R.O., et al.: Imaging spectroscopy and the airborne visible/ infrared imaging spectrometer (AVIRIS). Remote Sensing of Environment 65, 227-248 (1998)
3. Benediktsson, J.A., Swain, P.H., Ersoy, O.K.: Neural network approaches versus statistical methods in classification of multisource remote-sensing data. IEEE Trans. Geoscience and and Remote Sensing 28, 540-552 (1990)
4. Vilmann, T., Merenyi, E., Hammer, B.: Neural maps in remote sensing image analysis. Neural Networks 16, 389-403 (2003)
5. Landgrebe, D.A.: Signal theory methods in multispectral remote sensing. Wiley, Hoboken (2003)
6. Richards, J.A., Xia, J.: Remote sAnsing digital image analysis: an introduction, 4th edn. Springer, Berlin (2006)
7. Plaza, A., Martinez, P., Plaza, J., Perez, R.: Dimensionality reduction and classification of hyperspectral image data using sequences of extended morphological transformations. IEEE Trans. Geoscience and Remote Sensing 43, 466-479 (2005)
8. Plaza, A., Benediktsson, J.A., Boardman, J., Brazile, J., Bruzzone, L., Camps-Valls, G., Chanussot, J., Fauvel, M., Gamba, P., Gualtieri, J.A., Tilton, J.C., Trianni, G.: Advanced processing of hyperspectral images. In: Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, pp. 1348-1351 (2006)
9. Baraldi, A., Binaghi, E., Blonda, P., Brivio, P.A., Rampini, A.: Comparison of the multilayer perceptron with neuro-fuzzy techniques in the estimation of cover class mixture in remotely sensed data. IEEE Trans. Geoscience and Remote Sensing 39, 994-1005 (2001)
10. Zhang, D., Pal, S.K.: Neural Networks and Systolic Array Design. World Scientific, Singapore (2001)
11. Sterling, T.: Beowulf cluster computing with Linux. MIT Press, Cambridge (2002)
12. Dorband, J., Palencia, J., Ranawake, U.: Commodity clusters at Goddard Space Flight Center. Journal of Space Communication 1, 227-248 (2003)
13. El-Ghazawi, T., Kaewpijit, S., Moigne, J.L.: Parallel and adaptive reduction of hyperspectral data to intrinsic dimensionality. In: Proceedings of the IEEE International Conference on Cluster Computing, pp. 102-109 (2001)
14. Plaza, A., Valencia, D., Plaza, J., Martinez, P.: Commodity cluster-based parallel processing of hyperspectral imagery. Journal of Parallel and Distributed Computing 66, 345-358 (2006)
15. Lastovetsky, A.: Parallel computing on heterogeneous networks. Wiley-Interscience, Hoboken (2003)
16. Aloisio, G., Cafaro, M.: A dynamic earth observation system. Parallel Computing 29, 1357-1362 (2003)
17. Wang, P., Liu, K.Y., Cwik, T., Green, R.O.: MODTRAN on supercomputers and parallel computers. Parallel Computing 28, 53-64 (2002)
18. Ritter, G.X., Sussner, P., Diaz, J.L.: Morphological associative memories. IEEE Transactions on Neural Networks 9, 281-293 (2004)
19. Soille, P.: MorphologicaP image analysis: principles and applications. Springer, Berlin (2003)
20. Plaza, J., Plaza, A., Perez, R.M., Martinez, P.: Automated generation of semilabeled training samples for nonlinear neural network-based abundance estimation in hyperspectral data. In: Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, pp. 345-350 (2005)
21. Plaza, J., Perez, R.M., Plaza, A., Martinez, P.: Parallel morphological/ neural classification of remote sensing images using fully heterogeneous and homogeneous commodity clusters. In: Proceedings of the IEEE International Conference on Cluster Computing, pp. 328-337 (2006)
22. Suresh, S., Omkar, S.N., Mani, V.: Parallel implementation of back-propagation algorithm in networks of workstations. IEEE Transactions on Parallel and Distributed Systems 16, 24-34 (2005)
23. Lastovetsky, A., Reddy, R.: On performance analysis of heterogeneous parallel algorithms. Parallel Computing 30, 1195-1216 (2004)