• 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