• DocumentCode
    65942
  • Title

    A Retina-Based Perceptually Lossless Limit and a Gaussian Foveation Scheme With Loss Control

  • Author

    da Costa, Andre Luiz N. Targino ; Do, Minh N.

  • Author_Institution
    Dept. of Electr. & Comput. Eng., Univ. of Illinois at Urbana-Champaign, Urbana, IL, USA
  • Volume
    8
  • Issue
    3
  • fYear
    2014
  • fDate
    Jun-14
  • Firstpage
    438
  • Lastpage
    453
  • Abstract
    In this paper, we propose a new limit that promises theoretically achievable data reduction ratios up to approximately 9:1 with no perceptual loss in typical scenarios. Also, we introduce a novel Gaussian foveation scheme that provides experimentally achievable gains up to approximately 2 times the compression ratio of typical compression schemes with less perceptual loss than in typical transmissions. Both the proposed limit and foveation scheme shares the same background material: a model of image projection onto the retina; a model of cones distribution; and, subsequently, a proposed pointwise retina-based constraint called pixel efficiency. Quantitatively, the lattermost is globally processed to reveal the perceptual efficiency of a display. Analytical results indicate that in general the perceptual efficiency of displays are low for typical image sizes and viewing distances. Qualitatively, the pixel efficiency is used together with a lossy parameter to locally control the spatial resolution of a foveated image. Practical results show that proper use of the lossy parameter in the foveation filtering can increase the subjective quality of images.
  • Keywords
    Gaussian processes; data compression; image coding; image representation; image resolution; visual perception; Gaussian foveation scheme; compression ratio; cones distribution; data reduction ratios; foveated image; foveation filtering; image projection; image quality; image sizes; loss control; lossy parameter; perceptual efficiency; pixel efficiency; pointwise retina-based constraint; retina-based perceptually lossless limit; spatial resolution; viewing distances; Bit rate; Image coding; Materials; Retina; Spatial resolution; Visualization; Compression; foveation; image processing; perception;
  • fLanguage
    English
  • Journal_Title
    Selected Topics in Signal Processing, IEEE Journal of
  • Publisher
    ieee
  • ISSN
    1932-4553
  • Type

    jour

  • DOI
    10.1109/JSTSP.2014.2315716
  • Filename
    6783810