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Image Processing

Texture Segmentation Using Multichannel Filtering And Kohonen s Self Organizing Map

Language EnglishEnglish
Book Paperback
Book Image Processing Meenakshi Pramanik
Libristo code: 07048887
Publishers LAP Lambert Academic Publishing, November 2011
The texture is very important cue in region based segmentation of images. Texture features play a ve... Full description
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The texture is very important cue in region based segmentation of images. Texture features play a very important role in computer vision and pattern recognition. Texture Applications include industrial inspection, estimation of object range and orientation, shape analysis, satellite imaging, and medical diagnosis. Texture segmentation can be broken down into two areas, feature extraction and clustering. In this book, we study two stage of feature extraction technique using multichannel filter and self-organizing map. Firstly we study channel filters, also known as 2-D Gabor functions. The texture features are extracted using a multichannel approach. The channels comprise of a set of Gabor filters having different sizes, orientations, and frequencies to constitute feature vector. This feature vectors are then given to Self Organizing map for feature reduction.It is shown that the disadvantage of using Gabor filters in texture analysis, namely, the higher dimensionality of the Gaboriau feature space, is overcome by the reduction in the dimensionality of the feature space achieved by SOM.

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About the book

Full name Image Processing
Language English
Binding Book - Paperback
Date of issue 2012
Number of pages 72
EAN 9783659255144
Libristo code 07048887
Weight 126
Dimensions 150 x 220 x 4
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