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Performance Enhancement of Image Clustering Using Singular Value Decomposition in Color Histogram Content-Based Image Retrieval

Supriyanto, Catur and Shidik, Guruh Fajar and Pramunendar, Ricardus Anggi and Andono, Pulung Nurtantio (2015) Performance Enhancement of Image Clustering Using Singular Value Decomposition in Color Histogram Content-Based Image Retrieval. Document Repository.

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Abstract

Abstract—This paper presents an enhancement of the performance of image clustering. K-Means has been chosen as our clustering technique. We applied Hue Saturation Value(HSV) color histogram as features to retrieve image information. Singular Value Decomposition (SVD) technique is employed to enhance the performance of image clustering by reducing features that not useful to be proceed in clustering process. We evaluated the image clustering using Recall, Precision, F-Measure and computational time. The obtained result indicates that SVD in HSV color histogram Content-Based Image Retrieval (CBIR) is promising. JCCE 2012 Vol.1(4): 317-320 ISSN: 2010-3743 DOI: 10.7763/IJCCE.2012.V1.82 http://www.ijcce.org/index.php?m=content&c=index&a=show&catid=25&id=74

Item Type: Article
Subjects: T Technology > Teknik Informatika
Universitas Dian Nuswantoro > Fakultas Ilmu Komputer > Teknik Informatika
Divisions: Library of Congress Subject Areas > T Technology > Teknik Informatika
Fakultas Ilmu Komputer > Teknik Informatika
Depositing User: Psi Udinus
Date Deposited: 28 Jan 2015 14:25
Last Modified: 13 Oct 2015 14:25
URI: http://eprints.dinus.ac.id/id/eprint/14622

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