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15771

A NOVEL IMAGE RETRIEVAL FRAMEWORK BASED ON KNOWLEDGE BASED SYSTEM

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Last updated: 03 Jan 2025

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Abstract

This paper present a novel image retrieval framework depend on a knowledge base system. The proposed framework composed of three techniques namely; feature extraction technique, image clustering technique and rule base technique respectively. The first one extracts the features from the images database using wavelet transform (WT). Therefoe, each image can be characterized by a few coefficients which are independent on the image resolution. The second technique clusters the images database according to four phases called; features' division, mixture of Gaussian model, relevance feedback and pruning model. Consequently, at the end of the clustering technique each image in the database has been belonged to a specific cluster (supervised learning). The third technique makes use a genetic algorithm (GA) as a tool for extracting a set of rules from these images and the corresponding classes. The fitness function of the genetic algorithm is evaluated according to the support and the confidence measures. Finally, the results presented in this paper demonstrate that the proposed model provides accurate retrieval results and achieve improvement in performance with significantly less computation time compared with other models.

DOI

10.21608/ijicis.2014.15771

Authors

First Name

Ahmed

Last Name

Amin

MiddleName

E

Affiliation

7 Mahmoud Hekal St. Computer Science Department, Mansoura University, Mansoura 35516, Egypt

Email

ahmedel_sayed@mans.edu.eg

City

Mansoura

Orcid

0000-0003-4170-3653

Volume

14

Article Issue

2

Related Issue

3408

Issue Date

2014-04-01

Receive Date

2018-10-03

Publish Date

2014-04-01

Page Start

15

Page End

38

Print ISSN

1687-109X

Online ISSN

2535-1710

Link

https://ijicis.journals.ekb.eg/article_15771.html

Detail API

https://ijicis.journals.ekb.eg/service?article_code=15771

Order

2

Type

Original Article

Type Code

494

Publication Type

Journal

Publication Title

International Journal of Intelligent Computing and Information Sciences

Publication Link

https://ijicis.journals.ekb.eg/

MainTitle

A NOVEL IMAGE RETRIEVAL FRAMEWORK BASED ON KNOWLEDGE BASED SYSTEM

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Article

Created At

22 Jan 2023