DocumentCode :
3275457
Title :
An efficient approach for Color Image Retrieval using Haar wavelet
Author :
Verma, D.N. ; Maru, Vrinda ; Rti, Bha
Author_Institution :
Defence Terrain Res. Lab., Defence R&D Organ., Delhi, India
fYear :
2009
fDate :
14-15 Dec. 2009
Firstpage :
1
Lastpage :
5
Abstract :
Content-Based Image Retrieval (CBIR) allows automatic extraction of target images from a database of images according to objective visual contents of the image itself. Texture analysis is a popular operation for CBIR. In this paper we propose a texture analysis based scheme for Color Image Retrieval. We use Haar wavelet to decompose color images into multilevel scale and wavelet coefficients. From the data of low frequency channel we extract features by means of F-norm theory and from data of high frequency channels we extract statistical features by computing gradient directions. Feature vectors extracted from images are then subjected to fuzzy logic based similarity comparison to obtain degree of similarity. A database of 100 color images each of size 256 ?? 256 pixels is used for evaluation. The results are encouraging with best retrieval accuracy of 90.33%.
Keywords :
Haar transforms; content-based retrieval; fuzzy logic; gradient methods; image colour analysis; image retrieval; image texture; visual databases; wavelet transforms; F-norm theory; color image retrieval; content-based color image retrieval; feature vectors; fuzzy logic; gradient direction computing; haar wavelet; high frequency channels; image database; low frequency channel; target images extraction; texture analysis; Color; Content based retrieval; Data mining; Feature extraction; Frequency; Image databases; Image retrieval; Image texture analysis; Information retrieval; Visual databases; CBIR; F-norm; Fuzzy logic; Gradient direction; Haar wavelet;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Methods and Models in Computer Science, 2009. ICM2CS 2009. Proceeding of International Conference on
Conference_Location :
Delhi
Print_ISBN :
978-1-4244-5051-0
Type :
conf
DOI :
10.1109/ICM2CS.2009.5397959
Filename :
5397959
Link To Document :
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