DocumentCode :
2779130
Title :
An integrated color and texture feature based framework for content based image retrieval using 2D Wavelet Transform
Author :
Balamurugan, V. ; AnandhaKumar, P.
Author_Institution :
Dept. of Inf. Technol., Madras Inst. of Technol., Chennai
fYear :
2008
fDate :
18-20 Dec. 2008
Firstpage :
1
Lastpage :
16
Abstract :
This paper introduces an integrated color and texture feature based content based image retrieval using 2D Discrete Wavelet Transform (2D-DWT).Most of the image retrieval systems are still incapable of providing retrieval result with high retrieval accuracy and less computational complexity. To address this problem, combining color and texture features the effective integrated framework developed. In this approach, the color features of the query image and database images are computed and quadratic distance measure used as similarity metric to retrieve the relevant images and combined with the texture features extracted using 2D-DWT is compared with the query image and database image using euclidean distance measure. The proposed system combined features have been developed to provide efficient in terms of retrieval accuracy and precision. The precision improved from 67% to 95% and average recall rate of 67% to 95% for the general purpose database size of 10000 images also achieves better precision of 67% to 95% and average recall rate of 67% to 95% for the Brodatz album of 116 different textures of 1856 texture images.
Keywords :
content-based retrieval; discrete wavelet transforms; image colour analysis; image retrieval; image texture; 2D discrete wavelet transform; color based image retrieval; content based image retrieval; database images; euclidean distance measure; image retrieval systems; query image; retrieval accuracy; texture features; Computational complexity; Content based retrieval; Discrete wavelet transforms; Euclidean distance; Feature extraction; Image databases; Image retrieval; Information retrieval; Spatial databases; Wavelet transforms; 2D-DWT; Color based image retrieval; integration; texture based retrieval;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computing, Communication and Networking, 2008. ICCCn 2008. International Conference on
Conference_Location :
St. Thomas, VI
Print_ISBN :
978-1-4244-3594-4
Electronic_ISBN :
978-1-4244-3595-1
Type :
conf
DOI :
10.1109/ICCCNET.2008.4787734
Filename :
4787734
Link To Document :
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