• DocumentCode
    145411
  • Title

    Spatial Up-Conversion Using ADRC Stationary Wavelets

  • Author

    Bishop, Stephen Lee ; Rai, Sachin

  • Author_Institution
    Electron. Dev. Group, NOV Downhole, Conroe, TX, USA
  • fYear
    2014
  • fDate
    7-9 April 2014
  • Firstpage
    437
  • Lastpage
    442
  • Abstract
    For magnifying and zooming images, one needs interpolation and resolution enhancement, which extract information from an image and fill in the unknown pixel values. However, preserving the high frequency edge information poses a challenge. This paper discusses a method that performs spatial up-conversion using Adaptive Dynamic Range Coding (ADRC) with over-complete stationary wavelet transform (SWT). Simulation of the proposed ADRC Stationary Wavelet Transform (SWT-ADRC) method provides better performance compared to six other classic to cutting edge interpolation techniques in preserving high frequency edge information. Average dB improvement relative to bilinear, bicubic, and parent Kondo method for 2X upscale was (2.297, 0.994, 0.7)-dB and for 4X upscale was (1.315, 0.723, 0.3)-dB.
  • Keywords
    edge detection; feature extraction; image coding; image enhancement; image resolution; interpolation; wavelet transforms; ADRC stationary wavelet transform; SWT-ADRC method; adaptive dynamic range coding; bicubic method; bilinear method; high frequency edge information preservation; image magnification; information extraction; interpolation; parent Kondo method; pixel values; resolution enhancement; spatial up-conversion; Discrete wavelet transforms; Image edge detection; Image resolution; Interpolation; PSNR; Training; Adaptive Dynamic Range Coding; Feedforward neural networks; Interpolation; Wavelet transforms;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Information Technology: New Generations (ITNG), 2014 11th International Conference on
  • Conference_Location
    Las Vegas, NV
  • Print_ISBN
    978-1-4799-3187-3
  • Type

    conf

  • DOI
    10.1109/ITNG.2014.36
  • Filename
    6822236