• DocumentCode
    3253053
  • Title

    A fuzzy multilayer perceptron network based detection and classification of lobar intra-cerebral hemorrhage from Computed Tomography images of brain

  • Author

    Datta, Aparna ; Datta, Ashis ; Biswas, Biswajit

  • Author_Institution
    Dept. of Comput. Applic., Meghnad Saha Inst. of Technol., Kolkata, India
  • fYear
    2011
  • fDate
    21-23 Dec. 2011
  • Firstpage
    257
  • Lastpage
    262
  • Abstract
    Medical imaging techniques and analysis tools like Computed Tomography (CT) enable the doctors and radiologists to identify as well as diagnose various disorders in internal structures. In this paper, fuzzy multilayer perceptron network based algorithm used for segmentation and region classification and region severance algorithm is used for detection and location of Intra-cerebral hemorrhage. According to location different types of lobar Intra-cerebral hemorrhages are classified. Experimental visualization results are presented which were computed on real intra-cerebral hemorrhage patient brain data. The objective of this paper is to propose a method to assist the radiologists in identifying the different type of lobar Intracerebral hemorrhage and to arrive at a decision faster and accurate.
  • Keywords
    brain; computerised tomography; fuzzy neural nets; image classification; image segmentation; medical disorders; medical image processing; multilayer perceptrons; object detection; brain; computed tomography images; fuzzy multilayer perceptron network; image segmentation; lobar intra-cerebral hemorrhage detection; medical imaging; radiologists; region classification; region severance algorithm; Blood; Classification algorithms; Computed tomography; Hemorrhaging; Histograms; Labeling; Mathematical model; Computed Tomography (CT); Fuzzy Multilayer Perceptron Network (FMLP); Intra-cerebral hemorrhage (ICH); Lobar;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Recent Trends in Information Systems (ReTIS), 2011 International Conference on
  • Conference_Location
    Kolkata
  • Print_ISBN
    978-1-4577-0790-2
  • Type

    conf

  • DOI
    10.1109/ReTIS.2011.6146878
  • Filename
    6146878