• DocumentCode
    2645732
  • Title

    Evaluation of edge detection methods through psychological tests-is the detected edge really desirable for humans?

  • Author

    Ohsaki, Miho ; Sugiyama, Takahiro ; Ohno, Hideaki

  • Author_Institution
    Fac. of Inf., Shizuoka Univ., Hamamatsu, Japan
  • Volume
    1
  • fYear
    2000
  • fDate
    2000
  • Firstpage
    671
  • Abstract
    We propose a method to quantitatively evaluate image processing methods on how well they simulate human visual processing through psychological and statistical tests. First, we focus on edge detection, an image processing technique. To set all edge detection methods fairly, we collect the edge data detected by humans. Then, the signal processing parameters for each edge detection method are adjusted with the same optimizing method based on minimizing the error between the edges detected by the detector and by humans. Two psychological experiments are conducted, confirming whether the edge detection parameters are optimized and evaluating the performance of edge detection methods. The results indicate that the optimizing method functioned comparatively well. The effectiveness rank of edge detection methods is also obtained
  • Keywords
    edge detection; psychology; statistical analysis; edge detection method evaluation; experiments; human visual processing; image processing; optimization; psychological tests; signal processing; statistical tests; Detectors; Humans; Image edge detection; Image processing; Image recognition; Optimization methods; Proposals; Psychology; Signal processing; Testing;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Systems, Man, and Cybernetics, 2000 IEEE International Conference on
  • Conference_Location
    Nashville, TN
  • ISSN
    1062-922X
  • Print_ISBN
    0-7803-6583-6
  • Type

    conf

  • DOI
    10.1109/ICSMC.2000.885072
  • Filename
    885072