Large Scale Linear Coding for Image Classification - Couverture souple

Labib, Mostafa; Fakhr, Mohamed; Ali, Mustafa

 
9783659551352: Large Scale Linear Coding for Image Classification
Couverture souple
ISBN 10 : 365955135X ISBN 13 : 9783659551352
Editeur : LAP Lambert Academic Publishing, 2014

Synopsis

Image classification, including object recognition and scene classification, remains to be a major challenge to the computer vision community. As machine can be able to extract information from an image and classify it in order to solve some tasks. Recently SVMs using Spatial Pyramid Matching (SPM) kernel have been highly successful in image classification. Despite its popularity, this technique cannot handle more than thousands of training images. In this paper we develop an extension of the SPM method, by generalizing Vector Quantization to Sparse Coding followed by multi-scale Spatial Max Pooling, and also propose a large scale linear classifier based on Scale Invariant Feature Transform (SIFT) and Sparse Codes. This new adapted algorithm remarkably can handle thousands of training images and classify them into different categories.

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À propos de l?auteur

Mostafa Ibrahim elkhalil mostafa labib , Nationality: Egyptiangraduated from Faculty of computing and information Technology, Computer Science,2006Diploma in E-Business from ITI,2007Master in Computer Science from AASTMT,2013Current job is Multimedia Developer in IT Department,CULTNAt,Bibliotheca Alexandrina.

Les informations fournies dans la section « A propos du livre » peuvent faire référence à une autre édition de ce titre.

Éditeur
LAP Lambert Academic Publishing
Date d'édition
2014
Langue
anglais
ISBN 10 
365955135X
ISBN 13 
9783659551352
Reliure
Broché
Nombre de pages
144
Coordonnées du fabricant
non disponible
Personne responsable
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