• DocumentCode
    617745
  • Title

    Image demosaicing by an improved alternating projections algorithm based on dual-tree complex wavelet transform

  • Author

    Nazzal, M. ; Ozkaramanli, H.

  • Author_Institution
    Electr. & Electron. Eng. Dept., Eastern Mediterranean Univ., Mersin, Turkey
  • fYear
    2013
  • fDate
    9-11 May 2013
  • Firstpage
    312
  • Lastpage
    317
  • Abstract
    Most digital cameras acquire image information as an incomplete down-sampled representation of the three basic color components, such that one color value is sampled per pixel location. Image demosaicing is the process of retrieving the missing two color components in each pixel. Demosaicing by alternating projections (AP) is one of the most successful demosaicing approaches. The contribution of this paper is developing enhancements to the existing AP algorithm by proposing the dual tree complex wavelet transform as a framework for the algorithm, strengthened with wavelet-based denoising to achieve better color channel reconstruction. The proposed enhancements result in an average 0.27 dB PSNR improvement as tested over the Kodak Photo CD set. Visual experimentations also verify this PSNR raise. The enhanced AP algorithm is also shown to perform comparably to the leading demosaicing techniques.
  • Keywords
    cameras; image colour analysis; image reconstruction; image representation; image segmentation; trees (mathematics); wavelet transforms; AP algorithm; Kodak Photo CD set; PSNR improvement; PSNR raise; alternating projections algorithm; color channel reconstruction; color components retrieval; demosaicing approaches; demosaicing techniques; digital cameras; down-sampled representation; dual tree complex wavelet transform; dual-tree complex wavelet transform; image demosaicing; image information; visual experimentations; wavelet-based denoising; Discrete wavelet transforms; Hafnium; Image color analysis; Image edge detection; Image reconstruction; Noise reduction; Bayer pattern; Demosaicing; alternating projections; dual-tree complex wavelet; wavelet denoising;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Technological Advances in Electrical, Electronics and Computer Engineering (TAEECE), 2013 International Conference on
  • Conference_Location
    Konya
  • Print_ISBN
    978-1-4673-5612-1
  • Type

    conf

  • DOI
    10.1109/TAEECE.2013.6557292
  • Filename
    6557292