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Editor-in-chief
Dr. Lin Huang
Metropolitan State University of Denver, USA
It's my honor to take on the position of editor in chief of IJMLC. We encourage authors to submit papers concerning any branch of machine learning and computing.
IJMLC 2012 Vol.2(3): 252-256 ISSN: 2010-3700
DOI: 10.7763/IJMLC.2012.V2.125

Classification and Evaluation of High-dimensional Image Indexing Structures

Mohammadreza Keyvanpour, Najva Izadpanah, and Haleh Karbasforoushan

Abstract—In the recent years, lots of research on image databases has led to proposition of different kinds of multi-dimensional indexing structures to support similarity search in image database systems. Most of current commercial multi-dimensional image indexing structures cannot manage image data points in high dimensional spaces. Such that sequential scanning of these high-dimensional data points can be faster than using a multi-dimensional indexing structure. Therefore, another class of multi-dimensional indexing structures especially has developed for high-dimensional spaces. Due to importance and variety of high-dimensional indexing structures, we first classified them based on their main idea and then we evaluated them according to suggested design requirements of desired high-dimensional indexing structures. We hope this proposed framework will lead to development of more efficient structures to support similarity search in high-dimensional spaces.

Index Terms—High-dimensional space, multi-dimensional indexing structure, image database.

Mohammadreza keyvanpour is with Department of Computer Engineering, Alzahra University, Tehran, Iran (e-mail: Keyvanpour@alzahra.ac.ir).
Najva izadpanah izadpanah was with Department of Computer Engineering, Islamic Azad University,Qazvin branch, Qazvin, Iran(e-mail: n.izadpanah@qiau.ac.ir)
Haleh karbasforoushan was with Department of Computer Science, University of Southern California, Los Angeles, CA, USA.

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Cite: Mohammadreza Keyvanpour, Najva Izadpanah, and Haleh Karbasforoushan, "Classification and Evaluation of High-dimensional Image Indexing Structures," International Journal of Machine Learning and Computing vol. 2, no. 3, pp.252-256, 2012.

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