Unsupervised change detection in multispectral remotely sensed imagery with level set methods

IEEE Transactions on Geoscience and Remote Sensing

Volumn 48, Issue 8, 2010, Pages 3178-3187

  Bazi, Yakoub ^a   Melgani, Farid ^b   Al Sharari, Hamed D ^c  

^a KING SAUD UNIVERSITY   (Saudi Arabia)

^b UNIVERSITY OF TRENTO   (Italy)

^c JOUF UNIVERSITY   (Saudi Arabia)

Author keywords

Active contour; image segmentation; level set method; multiresolution analysis; unsupervised change detection

Indexed keywords

ACTIVE CONTOURS; CHANGE DETECTION; DIFFERENCE IMAGES; ENERGY FUNCTIONALS; HIGH SPATIAL RESOLUTION; INITIAL CONTOUR; LEVEL SET METHOD; MULTI-RESOLUTIONS; MULTI-SPECTRAL; MULTI-TEMPORAL REMOTE SENSING; OPTICAL REMOTE SENSING; REMOTE SENSING IMAGES; REMOTELY SENSED IMAGERY; RESOLUTION LEVEL; SEGMENTATION LEVELS; UNSUPERVISED CHANGE DETECTION;

DIGITAL IMAGE STORAGE; DROP BREAKUP; EVOLUTIONARY ALGORITHMS; IMAGE RECONSTRUCTION; LEVEL MEASUREMENT; MULTIRESOLUTION ANALYSIS; OPTIMIZATION; REMOTE SENSING; SIGNAL DETECTION;

IMAGE SEGMENTATION;

DATA ACQUISITION; IMAGE ANALYSIS; IMAGE RESOLUTION; MULTISPECTRAL IMAGE; NUMERICAL METHOD; REMOTE SENSING; UNSUPERVISED CLASSIFICATION;

EID: 77954758347     PISSN: 01962892     EISSN: None     Source Type: Journal    
DOI: 10.1109/TGRS.2010.2045506     Document Type: Article

References (19)

1. L. Bruzzone and D. F. Prieto, "Automatic analysis of the difference image for unsupervised change detection," IEEE Trans. Geosci. Remote Sens., vol.38, no.3, pp. 1171-1182, May 2000.
2. F. Melgani, G. Moser, and S. B. Serpico, "Unsupervised change-detection methods for remote-sensing data," Opt. Eng., vol.41, pp. 3288-3297, 2002.
3. F. Melgani and Y. Bazi, "Markovian fusion approach to robust unsupervised change detection in remote sensing images," IEEE Geosci. Remote Sens. Lett., vol.3, no.4, pp. 457-461, Oct. 2006.
4. T. Celik, "Unsupervised change detection in satellite images using principal component analysis and k-means clustering," IEEE Geosci. Remote Sens. Lett., vol.6, no.4, pp. 772-776, Oct. 2009.
5. T. Chan and L. Vese, "Active contours without edges," IEEE Trans. Image Process., vol.10, no.2, pp. 266-277, Feb. 2001.
6. C. Li, J. C. Gore, and Z. Ding, "Minimization of region scalable-fitting energy for image segmentation," IEEE Trans. Image Process., vol.17, no.10, pp. 1940-1949, Oct. 2008.
7. I. B. Ayed and A. Mitiche, "A region prior for variational level set image segmentation," IEEE Trans. Image Process., vol.17, no.12, pp. 2301-2311, Dec. 2008.
8. Y. Shi and W. C. Karl, "A real time algorithm for the approximation of the level-set based curve evolution," IEEE Trans. Image Process., vol.17, no.5, pp. 645-656, May 2008.
9. J. E. Ball and L. M. Bruce, "Level set hyperspectral image classification using best band analysis," IEEE Trans. Geosci. Remote Sens., vol.45, no.10, pp. 3022-3027, Oct. 2007.
10. Y. Shuai, H. Sun, and G. Xu, "SAR image segmentation based on level set stationary global minimum," IEEE Geosci. Remote Sens. Lett., vol.5, no.4, pp. 644-648, Oct. 2008.
11. H. Ma and Y. Yang, "Two specific multiple level-set models for high resolution image classification," IEEE Geosci. Remote Sens. Lett., vol.6, no.3, pp. 558-561, Jul. 2009.
12. K. Karantzalos and N. Paragios, "Recognition-driven two-dimensional competing priors toward automatic and accurate building detection," IEEE Trans. Geosci. Remote Sens., vol.47, no.1, pp. 133-144, Jan. 2009.
13. S. Osher and J. A. Sethian, "Fronts propagating with curvature-dependent speed: Algorithm based on Hamilton-Jacobi formulation," J. Comput. Phys., vol.79, no.1, pp. 12-49, Nov. 1988.
14. D. Mumford and J. Shah, "Optimal approximation by piecewise smooth functions and associated variational problems," Commun. Pure Appl. Math., vol.42, no.5, pp. 577-685, 1989.
15. J. Kittler and J. Illingworth, "Minimum error thresholding," Pattern Recognit., vol.19, no.1, pp. 41-47, Jan./Feb. 1986.
16. Y. Bazi, L. Bruzzone, and F. Melgani, "An unsupervised approach based on the generalized Gaussian model to automatic change detection in multitemporal SAR images," IEEE Trans. Geosci. Remote Sens., vol.43, no.4, pp. 874-887, Apr. 2005.
17. N. Otsu, "A threshold selection method from gray-level histogram," IEEE Trans. Syst., Man, Cybern., vol.SMC-9, no.1, pp. 62-66, Jan. 1979.
18. L. K. Huang and M. J. Wang, "Image thresholding by minimizing the measures of fuzziness," Pattern Recognit., vol.28, no.1, pp. 41-51, Jan. 1995.
19. J. N. Kapur, P. K. Sahoo, and A. K. C. Wong, "A new method for graylevel picture thresholding using the entropy of the histogram," Comput. Vis. Graph. Image Process., vol.29, no.3, pp. 273-285, Mar. 1985.