• DocumentCode
    2334789
  • Title

    A fast 2D entropic thresholding method by wavelet decomposition

  • Author

    Wang, Qing ; Wang, Qiurang ; Feng, David Dagan ; Zhao, Rongchun ; Chi, Zheru

  • Author_Institution
    Dept. of Electron. & Inf. Eng., Hong Kong Polytech. Univ., Kowloon, China
  • Volume
    3
  • fYear
    2002
  • fDate
    2002
  • Abstract
    Compared with ID grayscale histogram analysis, 2D entropic thresholding makes use of local average as well as pixel gray level. However, it is time consuming to search the threshold vector in the 2D histogram. In the paper, a fast algorithm using wavelet decomposition is proposed, with which a set of candidates of the vector was first obtained in the decomposed histogram. The optimal threshold vector is then obtained without exhaustive searching. Experimental results have shown that our algorithm not only finds the threshold vector as well as Brink´s method (1992) but also saves computation costs, using up only 0.53% of the processing time taken by exhaustive searching.
  • Keywords
    computational complexity; entropy; image segmentation; wavelet transforms; 2D entropic thresholding; 2D histogram; computational complexity; fast algorithm; gray scale image; image segmentation; optimal threshold vector; wavelet decomposition; Australia; Computer science; Entropy; Gray-scale; Histograms; Information analysis; Information technology; Pixel; Signal processing; Signal processing algorithms;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Image Processing. 2002. Proceedings. 2002 International Conference on
  • ISSN
    1522-4880
  • Print_ISBN
    0-7803-7622-6
  • Type

    conf

  • DOI
    10.1109/ICIP.2002.1038956
  • Filename
    1038956