• DocumentCode
    2823125
  • Title

    Video resolution enhancement by using complex wavelet transform

  • Author

    Demirel, Hasan ; Anbarjafari, Gholamreza ; Ozcinar, Cagri ; Izadpanahi, Sara

  • Author_Institution
    Dept. of Electr. & Electron. Eng., Eastern Mediterranean Univ., Gazimagusa, Turkey
  • fYear
    2011
  • fDate
    11-14 Sept. 2011
  • Firstpage
    2093
  • Lastpage
    2096
  • Abstract
    In this paper, we propose a multi-frame video resolution enhancement technique based on dual tree complex wavelet transform (DT-CWT). Here, before registration step, the respective frames have been passed through an illumination compensation procedure which is based on singular value decomposition (SVD) and discrete wavelet transform (DWT). The frame subject to the resolution enhancement is decomposed into its different frequency subbands by using DT-CWT. The high frequency subbands have been interpolated by using bicubic interpolation. Furthermore, the compensated frames are registered by using Vandewalle registration with structure adaptive normalized convolution reconstruction. Afterwards, the interpolated subbands and the output of the registration technique have been combined by using inverse DT-CWT (IDT-CWT) in order to reconstruct the super resolved frame. For Akiyo video sequence there is 5.04 dB, 4.86 dB, 5.22 dB, and 5.05 dB improvements in the average PSNR values compared to Vandewalle, Marcel, Lucchese, and Keren registration techniques, respectively.
  • Keywords
    discrete wavelet transforms; image sequences; interpolation; inverse problems; singular value decomposition; source separation; trees (mathematics); video signal processing; Akiyo video sequence; Vandewalle registration; bicubic interpolation; discrete wavelet transform; dual tree complex wavelet transform; frame decomposition; frame registration; illumination compensation; inverse DT-CWT; multiframe video resolution enhancement technique; singular value decomposition; structure adaptive normalized convolution reconstruction; subband interpolation; video registration; Discrete wavelet transforms; Interpolation; Lighting; Signal resolution; Spatial resolution; Video sequences;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Image Processing (ICIP), 2011 18th IEEE International Conference on
  • Conference_Location
    Brussels
  • ISSN
    1522-4880
  • Print_ISBN
    978-1-4577-1304-0
  • Electronic_ISBN
    1522-4880
  • Type

    conf

  • DOI
    10.1109/ICIP.2011.6116020
  • Filename
    6116020