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2017 | OriginalPaper | Chapter

A Comparative Experimental Study of Spectral Hashing

Authors : Loubna Karbil, Imane Daoudi, Hicham Medromi

Published in: Advances in Ubiquitous Networking 2

Publisher: Springer Nature Singapore

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Abstract

Binary encoding methods that keep similarity in large scale data become very used for fast retrieval and effective storage. There have been many recent hashing technics that produce semantic binary codes. We are particularly interested in Spectral Hashing based methods which provide an efficient binary hash codes in a very simple way. This paper presents a comparative experimental study of Spectral Hashing to show the performance gain and the behaviour of this method on large scale Databases. In the best of our knowledge there is no experiments done on the evolution of the hamming matrix size on big data. Two large databases are used to show the limitation of Spectral Hashing and possible research tricks will be proposed.

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Metadata
Title
A Comparative Experimental Study of Spectral Hashing
Authors
Loubna Karbil
Imane Daoudi
Hicham Medromi
Copyright Year
2017
Publisher
Springer Nature Singapore
Book
Advances in Ubiquitous Networking 2

Print ISBN: 978-981-10-1626-4

Electronic ISBN: 978-981-10-1627-1

Copyright Year: 2017

DOI
https://doi.org/10.1007/978-981-10-1627-1_35