• DocumentCode
    301772
  • Title

    An experiment with Gaussian derivatives for image enhancement

  • Author

    Basu, Mitra ; Kennedy, Lesa M.

  • Author_Institution
    Dept. of Electr. Eng., City Coll. of New York, NY, USA
  • Volume
    4
  • fYear
    1995
  • fDate
    22-25 Oct 1995
  • Firstpage
    3778
  • Abstract
    Reports the result of a set of computer experiments carried out to enhance a digital image. The authors use a special line-weight function, which is a combination of zero- and second-order Hermite functions. The authors are motivated by the physiological evidence reported in Young (1987) that visual receptive fields in the primate eye are shaped like the sum of a Gaussian function and its Laplacian. This function can also be derived mathematically when the contrast sensitivity experiments in psychophysics are posed as an eigenvalue problem. The authors show that higher order Hermite terms play a significant role in image enhancement. The experimental results with one- and two-dimensional data show that the proposed function has extremely good localisation capability (i.e., the points marked by the operator is as close as possible to the center of the true edge)
  • Keywords
    edge detection; image enhancement; Gaussian derivatives; contrast sensitivity experiments; digital image; eigenvalue problem; image enhancement; line-weight function; physiological evidence; primate eye; psychophysics; second-order Hermite functions; visual receptive fields; zero-order Hermite functions; Biological system modeling; Digital images; Image edge detection; Image enhancement; Image processing; Laplace equations; Machine vision; Nonlinear filters; Polynomials; Psychology;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Systems, Man and Cybernetics, 1995. Intelligent Systems for the 21st Century., IEEE International Conference on
  • Conference_Location
    Vancouver, BC
  • Print_ISBN
    0-7803-2559-1
  • Type

    conf

  • DOI
    10.1109/ICSMC.1995.538376
  • Filename
    538376