Multispectral Satellite Image Segmentation Using Fuzzy Clustering and Nonlinear Filtering Methods

2008 ◽  
Author(s):  
Leonid P. Podenok ◽  
Rauf Kh. Sadykhov
Keyword(s):  
Image Segmentation ◽  
Fuzzy Clustering ◽  
Nonlinear Filtering ◽  
Satellite Image ◽  
Multispectral Satellite Image

scholarly journals FUZZY CLUSTERING METHODS IN MULTISPECTRAL SATELLITE IMAGE SEGMENTATION

2014 ◽  
pp. 87-94
Author(s):  
Rauf Kh. Sadykhov ◽  
Valentin V. Ganchenko ◽  
Leonid P. Podenok
Keyword(s):  
Fuzzy Clustering ◽  
Nonlinear Filtering ◽  
Parallel Implementation ◽  
Clustering Algorithms ◽  
Satellite Image ◽  
Iteration Step ◽  
Clustering Methods ◽  
Image Size ◽  
Landsat Images ◽  
Multispectral Satellite Image

Segmentation method for subject processing the multi-spectral satellite images based on fuzzy clustering and preliminary non-linear filtering is represented. Three fuzzy clustering algorithms, namely Fuzzy C-means, Gustafson- Kessel, and Gath-Geva have been utilized. The experimental results obtained using these algorithms with and without preliminary nonlinear filtering to segment multi-spectral Landsat images have approved that segmentation based on fuzzy clustering provides good-looking discrimination of different land cover types. Implementations of Fuzzy Cmeans, Gustafson-Kessel, and Gath-Geva algorithms have got linear computational complexity depending on initial cluster amount and image size for single iteration step. They assume internal parallel implementation. The preliminary processing of source channels with nonlinear filter provides more clear cluster discrimination and has as a consequence more clear segment outlining…

SVMeFC: SVM Ensemble Fuzzy Clustering for Satellite Image Segmentation

2012 ◽  
Vol 9 (1) ◽  
pp. 52-55 ◽  
Author(s):  
Indrajit Saha ◽  
Ujjwal Maulik ◽  
Sanghamitra Bandyopadhyay ◽  
Dariusz Plewczynski
Keyword(s):  
Image Segmentation ◽  
Fuzzy Clustering ◽  
Satellite Image

scholarly journals Superpixel-Based Roughness Measure for Multispectral Satellite Image Segmentation

2015 ◽  
Vol 7 (11) ◽  
pp. 14620-14645 ◽  
Author(s):  
César Ortiz Toro ◽  
Consuelo Gonzalo Martín ◽  
Ángel García Pedrero ◽  
Ernestina Menasalvas Ruiz
Keyword(s):  
Image Segmentation ◽  
Satellite Image ◽  
Multispectral Satellite Image
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