DocumentCode
234832
Title
Multi-resolution Local extrema patterns using discrete wavelet transform
Author
Verma, Manish ; Raman, Baranidharan ; Murala, Subrahmanyam
Author_Institution
Dept. of Math., Indian Inst. of Technol. Roorkee, Roorkee, India
fYear
2014
fDate
7-9 Aug. 2014
Firstpage
577
Lastpage
582
Abstract
Content based image retrieval is grievous need of present scenario in digital imaging world. This work presents a new multi-scale content based image retrieval system which leverages the multi-resolution property of discrete wavelet transform (DWT) and the local information attribute of local extrema patterns (LEPs). Two level DWT is applied on images and wavelet coefficients are obtained for images, further the LEPs are collected from wavelet coefficients to extract the feature vector. The proposed method abbreviated as DWT+LEP and tested on two benchmark databases for validation and compared with local extrema patterns (LEPs), discrete wavelet transform (DWT), center-symmetric local binary pattern (CS LBP), local edge pattern for image retrieval (LEPINV), local edge pattern for segmentation (LEPSEG), local binary pattern (LBP) and block based local binary pattern (BLK LBP).
Keywords
content-based retrieval; discrete wavelet transforms; feature extraction; image resolution; image retrieval; image segmentation; visual databases; BLK LBP; CS LBP; DWT; LEP; LEPINV; LEPSEG; benchmark databases; block based local binary pattern; center-symmetric local binary pattern; digital imaging world; discrete wavelet transform; feature vector extraction; local edge pattern for image retrieval; local edge pattern for segmentation; local information attribute; multiresolution local extrema patterns; multiscale content based image retrieval system; wavelet coefficients; Discrete wavelet transforms; Feature extraction; Histograms; Image retrieval; Discrete wavelet transform; Local binary pattern; Local edge pattern; Local exterma pattern; Multi-resolution;
fLanguage
English
Publisher
ieee
Conference_Titel
Contemporary Computing (IC3), 2014 Seventh International Conference on
Conference_Location
Noida
Print_ISBN
978-1-4799-5172-7
Type
conf
DOI
10.1109/IC3.2014.6897237
Filename
6897237
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