The spectral-spatial classification of hyperspectral images based on Hidden Markov Random Field and its Expectation-Maximization

International Geoscience and Remote Sensing Symposium (IGARSS)

Volumn , Issue , 2013, Pages 1107-1110

  Ghamisi, Pedram ^a   Benediktsson, Jon Atli ^a   Ulfarsson, Magnus O ^a  

^a UNIVERSITY OF ICELAND   (Iceland)

Author keywords

Hidden Markov Random Field; hyperspectral image analysis; image segmentation

Indexed keywords

EID: 84894272775     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IGARSS.2013.6721358     Document Type: Conference Paper

References (9)

1. M. Fauvel, Y. Tarabalka, J. A. Benediktsson, J. Chanussot, and J. C. Tilton, "Advances in spectral-spatial classification of hyperspectral images," Proceedings of the IEEE, vol. 101, no. 3, pp. 652-675, 2013.
2. G.F. Hughes, "On the mean accuracy of statistical pattern recognizers," IEEE Trans. Inf. Theory, vol. IT, no. 14, pp. 55-63, 1968.
3. S. Tadjudin and D.A. Landgrebe, "Classification of high dimensional data with limited training samples," in Tech. Rep., School of Electrical and Computer Engineering, Purdue University, 1998.
4. Y. Zhang, M. Brady, and S. Smith, "Segmentation of brain MR images through a hidden Markov Random Field model and the Expectation-Maximization algorithm," IEEE Trans. on Medical Imaging, vol. 20, no. 1, pp. 45-57, 2001.
5. A. P. Dempster, N. M. Laird, and D. B. Bubin, "Maximum likelihood from incomplete data via EM algorithm," J. Roy. Stat. Soc, vol. 39, no. 1, pp. 138, 1977.
6. G. Ball and D. Hall, "ISODATA, a novel method of data analysis and classification," Stanford Univ., Stanford, CA, Tech. Rep. AD-699616, 1965.
7. S. Geman and D. Geman, "Stochastic relaxation, Gibbs distributions, and the Bayesian restoration of images," IEEE Trans. Patt. Anal. Machine Intell., vol. PAMI-6, no. 6, pp. 721-741, nov. 1984.
8. D. Geman and G. Reynolds, "Constrained restoration and the recovery of discontiniuties," IEEE. Trans. Patt. Anal. Machine Intell., vol. 14, no. 3, pp. 367-383, 1992.
9. Q. Wang, "Hmrf-em-image: Implementation of the hidden markov random field model and its expectationmaximization algorithm," arXiv: 1207.3510 [cs.CV] 2012.