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primary topic: Distributed multi-feature recognition scheme for greyscale images

Distributed multi-feature recognition scheme for greyscale images
type: AcademicArticle
type: Article
abstract: Contemporary image recognition schemes either rely on single-feature recognition or focus on solving multi-feature recognition using complex computational approaches. Furthermore these approaches tend to be of tightly-coupled nature, thus not readily deployable within computational networks. Distributed Hierarchical Graph Neuron (DHGN) is a distributed single-cycle learning pattern recognition algorithm that can scale from coarse-grained to fine-grained networks and it has comparable accuracy to contemporary image recognition schemes. In this paper, we present an implementation of DHGN that works for multi-feature recognition of images. Our scheme is able to disseminate recognition of each feature within an image to a separate computational subnetwork. Thereby allowing a number of features being analysed simultaneously using a uniform recognition process. We have conducted tests on a collection of greyscale facial images. The results show that our approach produces high recognition accuracy through a simple distributed process. Furthermore, our approach implements single-cycle learning known as collaborative-comparison learning where new patterns are continuously stored using collaborative approach without affecting previously stored patterns. Our proposed scheme demonstrates higher classification accuracy in comparison with Back-Propagation Neural Network for multi-class images. © 2010 Springer Science+Business Media, LLC.
date: 2011
volume: 33
issue: 1
is part of: Neural Processing Letters
status: peerReviewed
status: published
author list: authors
type: EPrint
type: ArticleEPrint
is part of: repository

Neural Processing Letters
type: Collection
issn: 13704621

A.H. Muhamad Amin
type: Person
given name: A.H.
family name: Muhamad Amin

A.I. Khan
type: Person
given name: A.I.
family name: Khan

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primary topic: Distributed multi-feature recognition scheme for greyscale images