Content Based Image Retrieval Using HDMR Constant Term Based Clustering

Ayşegül Karcılı, Burcu Tunga*

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Özet

The studies related with the content-based image retrieval (CBIR) has increased because of both necessity for efficient image retrieval and the limitations in large-scale systems. Efficient image retrieval refers to finding accurate image from the database with high speed. This paper presents a new efficient image retrieval method using High Dimensional Model Representation (HDMR). The method has two main steps, clustering and retrieval. In clustering part, we use k-means method on HDMR constant term while in the subsequent part, we retrieve the most similar images to a given query image from a relevant cluster. We experiment the efficiency and effectiveness of the new algorithm on Columbia Object Image Library (COIL-100) and get conspicuous results. These results are tabulated in the paper.

Orijinal dilİngilizce
Ana bilgisayar yayını başlığıMathematical Methods for Engineering Applications - ICMASE 2021
EditörlerFatih Yilmaz, Araceli Queiruga-Dios, María Jesús Santos Sánchez, Deolinda Rasteiro, Víctor Gayoso Martínez, Jesús Martín Vaquero
YayınlayanSpringer
Sayfalar35-45
Sayfa sayısı11
ISBN (Basılı)9783030964009
DOI'lar
Yayın durumuYayınlandı - 2022
Etkinlik2nd International Conference on Mathematics and its Applications in Science and Engineering, ICMASE 2021 - Salamanca, Spain
Süre: 1 Tem 20212 Tem 2021

Yayın serisi

AdıSpringer Proceedings in Mathematics and Statistics
Hacim384
ISSN (Basılı)2194-1009
ISSN (Elektronik)2194-1017

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???event.eventtypes.event.conference???2nd International Conference on Mathematics and its Applications in Science and Engineering, ICMASE 2021
Ülke/BölgeSpain
ŞehirSalamanca
Periyot1/07/212/07/21

Bibliyografik not

Publisher Copyright:
© 2022, The Author(s), under exclusive license to Springer Nature Switzerland AG.

Finansman

Acknowledgements This work was supported by Research Fund of the Istanbul Technical University with project number 41411.

FinansörlerFinansör numarası
Istanbul Teknik Üniversitesi41411

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