Cart (Loading....) | Create Account
Close category search window
 

A Parsimonious Self-Organizing Neuro Fuzzy System for Image Classification with Feature Ranking and Wavelet Transformations

Sign In

Cookies must be enabled to login.After enabling cookies , please use refresh or reload or ctrl+f5 on the browser for the login options.

Formats Non-Member Member
$31 $13
Learn how you can qualify for the best price for this item!
Become an IEEE Member or Subscribe to
IEEE Xplore for exclusive pricing!
close button

puzzle piece

IEEE membership options for an individual and IEEE Xplore subscriptions for an organization offer the most affordable access to essential journal articles, conference papers, standards, eBooks, and eLearning courses.

Learn more about:

IEEE membership

IEEE Xplore subscriptions

3 Author(s)
Anisha, A. ; V.L.B. Janakiammal Coll. of Eng. & Technol., Coimbatore ; Deepa, M. ; Tamijeselvy, P.

A parsimonious self-organizing neuro fuzzy system for image classification is proposed in this paper. Self-organizing neuro fuzzy system is designed by synthesizing fuzzy clustering and support vector machine which is applied to classification problems. Fuzzy clustering decides the number of rules instead of support vectors resulting in smaller number of rules. For enhancement the most appropriate features relevant to the classification task are identified by feature ranking. Feature ranking and training are performed simultaneously in an integrated way resulting in good generalization performance. Instead of taking the whole image, the Haar discrete wavelet transform (Haar DWT) of the image is considered and only the first sub band of the image after applying Haar DWT is taken for feature extraction. We use Haralick and Texture Spectrum features as image content descriptors and efficiently employ them to retrieve images.

Published in:

Emerging Trends in Engineering and Technology, 2008. ICETET '08. First International Conference on

Date of Conference:

16-18 July 2008

Need Help?


IEEE Advancing Technology for Humanity About IEEE Xplore | Contact | Help | Terms of Use | Nondiscrimination Policy | Site Map | Privacy & Opting Out of Cookies

A not-for-profit organization, IEEE is the world's largest professional association for the advancement of technology.
© Copyright 2014 IEEE - All rights reserved. Use of this web site signifies your agreement to the terms and conditions.