Content Based Image Retrieval Using CS-LBP, LPQ and GLCM: Basics, Concept and Novel Algorithm - Couverture souple

Garg, Meenakshi

 
9786139446162: Content Based Image Retrieval Using CS-LBP, LPQ and GLCM: Basics, Concept and Novel Algorithm
Couverture souple
ISBN 10 : 6139446163 ISBN 13 : 9786139446162
Editeur : LAP LAMBERT Academic Publishing, 2019

Synopsis

A new image retrieval technique based on Content Based Image Retrieval has been introduced. This technique is useful for different kind of datasets. CSLBP (center-symmetric local binary patterns) has been extracted from the original image to obtain the local information. LPQ (local phase quantisation) is also insensitive against another image degradation, blur effect. This is common illumination and blurs insensitive feature extraction. Co-occurrence of pixel pairs in local pattern map has been observed in different directions and distances using gray level co-occurance matrix. For similarity measure, four different similarity measure techniques i.e. Chi-square, Manhattan, Canbarra and Euclidian distances are used in which Canbara gives better results than the rest. Out of four, Euclidian distance shows poor performances in comparable to other similarity measures. Experimental results show that Canbarra based bio-medical retrieval system gives about 99-100 % accuracy rates.

Les informations fournies dans la section « Synopsis » peuvent faire référence à une autre édition de ce titre.

Éditeur
LAP LAMBERT Academic Publishing
Date d'édition
2019
Langue
anglais
ISBN 10 
6139446163
ISBN 13 
9786139446162
Reliure
Broché
Nombre de pages
60
Coordonnées du fabricant
non disponible
Personne responsable
KreGa Onlinehandel GmbH
4950000000000
info@krega-onlinehandel.de

Birkenweg 31
Brakel
33034
Allemagne