• DocumentCode
    1325684
  • Title

    Fast image interpolation using the bilateral filter

  • Author

    Hung, Kwok-Wai ; Siu, Wan-Chi

  • Author_Institution
    Dept. of Electron. & Inf. Eng., Hong Kong Polytech. Univ., Hong Kong, China
  • Volume
    6
  • Issue
    7
  • fYear
    2012
  • fDate
    10/1/2012 12:00:00 AM
  • Firstpage
    877
  • Lastpage
    890
  • Abstract
    In this study, the authors propose a new image interpolation technique using the bilateral filter to estimate the unknown high-resolution pixels. Compared with the least-squares estimation, a small-kernel bilateral filter has the advantages of fast computation and stability. The range distance of the bilateral filter is estimated using a novel maximum a posterior estimation, in order to consider both the diagonal and vertical-horizontal correlations. For the consideration of global consistency, the pixel-based soft-decision estimation (SAI) is proposed to constrain the consistency of edge statistic within a local window. Experimental results show that the interpolated images using the proposed algorithm give an average of 0.462, 0.413, 0.532 and 0.036-dB peak signal-to-noise ratio (PSNR) improvement compared with that using the bicubic interpolation, linear minimum mean squares error estimation, new edge-directed interpolation (NEDI) and SAI respectively. The subjective quality agrees with the PSNR as well. More importantly, the proposed algorithm is fast and it requires around 1/60 computational cost of the SAI.
  • Keywords
    filtering theory; image resolution; interpolation; least mean squares methods; maximum likelihood estimation; NEDI; PSNR improvement; SAI; bicubic interpolation; diagonal correlation; edge statistic; fast image interpolation; global consistency; high-resolution pixels; least square estimation; linear minimum mean square error estimation; local window; maximum a posterior estimation; new edge-directed interpolation; pixel-based soft-decision estimation; range distance; signal-to-noise ratio; small-kernel bilateral filter; vertical-horizontal correlation;
  • fLanguage
    English
  • Journal_Title
    Image Processing, IET
  • Publisher
    iet
  • ISSN
    1751-9659
  • Type

    jour

  • DOI
    10.1049/iet-ipr.2011.0050
  • Filename
    6336959