• DocumentCode
    2028072
  • Title

    Image Resolution Enhancement using Inter-Subband Correlation in Wavelet Domain

  • Author

    Piao, Yinji ; Shin, Ll-Hong ; Park, HyunWook

  • Author_Institution
    Korea Adv. Inst. of Sci. & Technol., Daejeon
  • Volume
    1
  • fYear
    2007
  • fDate
    Sept. 16 2007-Oct. 19 2007
  • Abstract
    Wavelet-based resolution enhancement methods improve the image resolution by estimating the high-frequency band information. In this paper, we propose a new resolution enhancement method using inter-subband correlation in which the sampling phase in DWT is considered. Interpolation filters are designed by analyzing correlations between subbands having different sampling phases in the lower level, and applied to the correlated subbands in the higher level. The filters are estimated under the assumption that correlations between two subbands in the higher level are similar to that in the lower level in DWT. The experimental results show that our proposed method outperforms the conventional interpolation methods including the other wavelet-based methods with respect to peak signal-to-noise-ratio (PSNR) as well as the subjective quality.
  • Keywords
    correlation methods; discrete wavelet transforms; filtering theory; image enhancement; image resolution; image sampling; interpolation; DWT; high-frequency band information; image resolution enhancement; inter-subband correlation; interpolation filters; peak signal-to-noise-ratio; sampling phase; wavelet domain analysis; wavelet transforms; wavelet-based method; Decoding; Discrete wavelet transforms; Filter bank; Frequency estimation; Hidden Markov models; Image resolution; Image sampling; Interpolation; Wavelet domain; Wavelet transforms; Image enhancement; Image resolution; Wavelet transforms;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Image Processing, 2007. ICIP 2007. IEEE International Conference on
  • Conference_Location
    San Antonio, TX
  • ISSN
    1522-4880
  • Print_ISBN
    978-1-4244-1437-6
  • Electronic_ISBN
    1522-4880
  • Type

    conf

  • DOI
    10.1109/ICIP.2007.4378987
  • Filename
    4378987