Image change detection using Gaussian mixture model and genetic algorithm

Journal of Visual Communication and Image Representation

Volumn 21, Issue 8, 2010, Pages 965-974

  Celik, Turgay ^a  

^a NATIONAL UNIVERSITY OF SINGAPORE   (Singapore)

Author keywords

Advanced synthetic aperture radar; Bayesian inference; Change detection; Difference image; Gaussian mixture model; Genetic algorithm; Log ratio image; Optical image; Parameter estimation; Remote sensing

Indexed keywords

ADVANCED SYNTHETIC APERTURE RADARS; BAYESIAN INFERENCE; CHANGE DETECTION; DIFFERENCE IMAGES; GAUSSIAN MIXTURE MODEL; LOG-RATIO IMAGES; OPTICAL IMAGE;

BAYESIAN NETWORKS; BLIND SOURCE SEPARATION; GAUSSIAN DISTRIBUTION; GENETIC ALGORITHMS; GEODETIC SATELLITES; GEOMETRICAL OPTICS; IMAGE SEGMENTATION; IMAGING SYSTEMS; INFERENCE ENGINES; MATHEMATICAL MODELS; PIXELS; RADAR; REMOTE SENSING; SIGNAL DETECTION; SYNTHETIC APERTURE RADAR; SYNTHETIC APERTURES;

PARAMETER ESTIMATION;

EID: 77958485864     PISSN: 10473203     EISSN: 10959076     Source Type: Journal    
DOI: 10.1016/j.jvcir.2010.09.005     Document Type: Article

References (13)

1. M. Torma, P. Harma, E. Jarvenpaa, Change detection using spatial data problems and challenges, in: IEEE International Geoscience and Remote Sensing Symposium, 2007, pp. 1947-1950.
2. S. Leprince, S. Barbot, F. Ayoub, and J.-P. Avouac Automatic and precise orthorectification, coregistration, and subpixel correlation of satellite images, application to ground deformation measurements IEEE Transactions on Geoscience and Remote Sensing 45 6 2007 1529 1558
3. C. Shah, Y. Sheng, and L. Smith Automated image registration based on pseudoinvariant metrics of dynamic land-surface features IEEE Transactions on Geoscience and Remote Sensing 46 11 2008 3908 3916
4. L. Bruzzone, and D. Prieto Automatic analysis of the difference image for unsupervised change detection IEEE Transactions on Geoscience and Remote Sensing 38 3 2000 1171 1182
5. T. Kasetkasem, and P. Varshney An image change detection algorithm based on markov random field models IEEE Transactions on Geoscience and Remote Sensing 40 8 2002 1815 1823 (Pubitemid 35170401)
6. T. Celik Unsupervised change detection in satellite images using principal component analysis and k-means clustering IEEE Geoscience and Remote Sensing Letters 6 4 2009 772 776
7. F. Bovolo, and L. Bruzzone A detail-preserving scale-driven approach to change detection in multitemporal sar images IEEE Transactions on Geoscience and Remote Sensing 43 12 2005 2963 2972 (Pubitemid 41788560)
8. T. Celik, and K.-K. Ma Unsupervised change detection for satellite images using dual-tree complex wavelet transform IEEE Transactions on Geoscience and Remote Sensing 48 3 2010 1199 1210
9. T. Celik Multiscale change detection in multitemporal satellite images IEEE Geoscience and Remote Sensing Letters 6 4 2009 820 824
10. F. Pernkopf, and D. Bouchaffra Genetic-based em algorithm for learning gaussian mixture models IEEE Transactions on Pattern Analysis and Machine Intelligence 27 8 2005 1344 1348
11. J.R. Koza Genetic Programming, Bradford Books 1992 MIT Press Cambridge, MA
12. D. Reynolds, and R. Rose Robust text-independent speaker identification using gaussian mixture speaker models IEEE Transactions on Speech and Audio Processing 3 1 1995 72 83
13. R.A. Redner, and H.F. Walker Mixture densities, maximum likelihood and the em algorithm SIAM Review 26 2 1984 195 239