Comparison Study Of Local Pattern Algorithms In Content-Based Image Retrieval Systems

Authors

  • Mariam Saii Tishreen University
  • Jaber Hanna Tishreen University
  • Darin Mhalla Tishreen University

Keywords:

Content-Based Image Retrieval, Local Pattern Algorithms, Average Recall, and Distance Measures

Abstract

The increasing need to retrieve images from huge databases has made image retrieval system an imperative and necessary field of research. Researchers have proposed a lot of image retrieval algorithms by extracting important and distinctive features from the visual content of the image for the importance of the extracted features in improving the accuracy of CBIR systems. In this paper, a study has been made to compare the effectiveness of six famous local pattern algorithms: LBP, LTP, LTrP, MMCM, COALTP and LMP and testing these algorithms using two different types of databases: color image databases and texture database, using four distance measures (L1, Euclidean, Cityblock and Cosine) to retrieve the images with the shortest distance. The performance of the studied algorithms was evaluated using three measures: Average Retrieval Precision (ARP), Average recall and Average Retrieval Rate (ARR). This study revealed the superiority of COALTP over other tested algorithms. In addition, the results showed that local pattern algorithms were more efficient in retrieving images from texture databases as compared to color databases.

 

Author Biographies

Mariam Saii, Tishreen University

Professor, Faculty Of Mechanical And Electrical Engineering, Department of Computer and Automatic Control Engineering

Jaber Hanna, Tishreen University

Professor, Faculty Of Mechanical And Electrical Engineering, Department of Computer and Automatic Control Engineering

Darin Mhalla, Tishreen University

Postgraduate Student (PHD), Faculty of Mechanical and Electrical Engineering, Department of Computer and Automatic control Engineering

Published

2022-03-04

How to Cite

1.
ساعي م, حنا ج, محلا د. Comparison Study Of Local Pattern Algorithms In Content-Based Image Retrieval Systems. Tuj-eng [Internet]. 2022Mar.4 [cited 2024May27];44(1):63-77. Available from: https://journal.tishreen.edu.sy/index.php/engscnc/article/view/11825

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