• DocumentCode
    1940182
  • Title

    A Computer Aided Diagnosis System in Mammography Using Artificial Neural Networks

  • Author

    Zhang, Guodong ; Yan, Peiyu ; Zhao, Hong ; Zhang, Xin

  • Author_Institution
    Sch. of Comput. Sci., Shenyang Inst. of Aeronaut. Eng., Shenyang
  • Volume
    2
  • fYear
    2008
  • fDate
    27-30 May 2008
  • Firstpage
    823
  • Lastpage
    826
  • Abstract
    In this paper we present a method for developing a fully automated computer aided diagnosis (CAD) system to help radiologist in detecting and diagnosing micro-calcifications (MCCs) in digital format mammograms. One aim of the CAD system is to increase the effectiveness and efficiency of screening procedures by using computer. Another aim of the CAD is to extract and analyze the characteristics of vary lesions in an objective manner, then can improve the diagnostic accuracy and reduce the numbers of false-positive diagnoses of malignancies. Automatic segmentation, features extraction, suspicious area detection, classification and a back propagation neural network (BPNN) techniques were used in the development of this system. And the BPNN was used to classifying the marked regions into benign and malignant as the most important stage.
  • Keywords
    diagnostic radiography; feature extraction; image classification; image segmentation; mammography; medical diagnostic computing; medical image processing; neural nets; patient diagnosis; artificial neural network; backpropagation neural network; digital format mammogram; false-positive diagnosis; features extraction; fully automated computer aided diagnosis; image classification; image segmentation; mammography; micro-calcifications; suspicious area detection; Artificial neural networks; Biomedical computing; Biomedical engineering; Biomedical informatics; Cancer; Computer networks; Feature extraction; Lesions; Mammography; Neural networks; classification; computer aided diagnosis; mammogram; micro-calcifications;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    BioMedical Engineering and Informatics, 2008. BMEI 2008. International Conference on
  • Conference_Location
    Sanya
  • Print_ISBN
    978-0-7695-3118-2
  • Type

    conf

  • DOI
    10.1109/BMEI.2008.93
  • Filename
    4549291