• DocumentCode
    3001405
  • Title

    A fast technique for automatic segmentation and classification of textured images

  • Author

    Boutalis, Yiannis ; Kollias, Stefanos ; Carayannis, George ; Sukissian, Levon

  • Author_Institution
    Dept. of Electr. Eng., Nat. Tech. Univ. of Athens, Greece
  • fYear
    1988
  • fDate
    11-14 Apr 1988
  • Firstpage
    1132
  • Abstract
    A fast computationally efficient method for automatic segmentation and classification of textured images is presented. The method does not necessarily need a-priori information about the textures present in the image, thus avoiding the necessity of a training set of textures. A fast adaptive multichannel technique for autoregressive image model parameter estimation with fast tracking capabilities and a powerful statistical distance measure are appropriately interweaved to form the proposed technique. Specific properties of the estimation part of the algorithm are exploited to reduce greatly the computational complexity of the distance measure. Some interesting extensions of the method are discussed and examples are given which illustrate the performance of the algorithm
  • Keywords
    computational complexity; parameter estimation; pattern recognition; picture processing; statistical analysis; automatic segmentation; autoregressive image model parameter estimation; classification; computational complexity; fast adaptive multichannel technique; fast computationally efficient method; fast tracking; statistical distance measure; textured images; Biomedical imaging; Character generation; Equations; Humans; Image segmentation; Parameter estimation; Performance evaluation; Phase estimation; Phase measurement; Predictive models;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Acoustics, Speech, and Signal Processing, 1988. ICASSP-88., 1988 International Conference on
  • Conference_Location
    New York, NY
  • ISSN
    1520-6149
  • Type

    conf

  • DOI
    10.1109/ICASSP.1988.196796
  • Filename
    196796