alexa Abstract | GABC based neuro-fuzzy classifier with multi kernel segmentation for satellite image classification

Biomedical Research
Open Access

OMICS International organises 3000+ Global Conferenceseries Events every year across USA, Europe & Asia with support from 1000 more scientific Societies and Publishes 700+ Open Access Journals which contains over 50000 eminent personalities, reputed scientists as editorial board members.

Open Access Journals gaining more Readers and Citations

700 Journals and 15,000,000 Readers Each Journal is getting 25,000+ Readers

This Readership is 10 times more when compared to other Subscription Journals (Source: Google Analytics)

Research Article Open Access

Abstract

Segmentation combined with classification of satellite images is an important problem that could not be execute on the basis of pixel by pixel manner. Nowadays, several satellite image segmentation and classification methods are available. To overcome the difficulties in the existing techniques, a novel satellite image classification system using Multi Kernel Fuzzy C-Means Clustering (MKFCM) with optimal neuro-fuzzy classifier is proposed. The proposed work consists of three stages such as (i) satellite image segmentation (ii) feature vector generation and (iii) image classification. The input image is preprocessed, to make it suitable for segmentation. The image is segmented using Multi Kernel Fuzzy CMeans Clustering (MKFCM). Later the feature vector is created for further classification. The neurofuzzy classifier classifies the image into road, building and vegetation region. Here, the optimal rules are generated using hybridization of Genetic and Artificial Bee Colony (GABC) algorithm. Accuracy of the proposed method is better when compared with the existing method.

To read the full article Peer-reviewed Article PDF image | Peer-reviewed Full Article image

Author(s): Ankayarkanni B A Ezil Sam Leni

Keywords

Satellite image, Segmentation, Classification, Multi kernel fuzzy c-means clustering (MKFCM), Neuro fuzzy, Genetic and artificial bee colony (GABC), Feature vector, #

 
Peer Reviewed Journals
 
Make the best use of Scientific Research and information from our 700 + peer reviewed, Open Access Journals
International Conferences 2017-18
 
Meet Inspiring Speakers and Experts at our 3000+ Global Annual Meetings

Contact Us

 
© 2008-2017 OMICS International - Open Access Publisher. Best viewed in Mozilla Firefox | Google Chrome | Above IE 7.0 version
adwords