• DocumentCode
    2726800
  • Title

    Computer-aided diagnosis of solid breast nodules on ultrasound with digital image processing and artificial neural network

  • Author

    Joo, Segyeong ; Moon, Woo Kyung ; Kim, Hee Chan

  • Author_Institution
    Interdisciplinary Program-Biomed. Eng., Seoul Nat. Univ., South Korea
  • Volume
    1
  • fYear
    2004
  • fDate
    1-5 Sept. 2004
  • Firstpage
    1397
  • Lastpage
    1400
  • Abstract
    A computer-aided diagnosis algorithm identifying breast nodule malignancy using multiple ultrasonography features and artificial neural network classifier was developed from a database of 584 histologically-confirmed cases containing 300 benign and 284 malignant breast nodules. The features were extracted from sonographic images through digital image processing. An artificial neural network then distinguished malignant nodules based on those features. The trained artificial neural network showed the normalized area under the receiver operating characteristic curve of 0.95.
  • Keywords
    biomedical ultrasonics; cancer; feature extraction; image classification; learning (artificial intelligence); mammography; medical image processing; neural nets; tumours; artificial neural network classifier; breast nodule malignancy; computer-aided diagnosis; digital image processing; feature extraction; multiple ultrasonography; receiver operating characteristic curve; solid breast nodules; sonographic images; Artificial neural networks; Breast; Cancer; Computer aided diagnosis; Digital images; Image databases; Solids; Spatial databases; Ultrasonic imaging; Ultrasonography; Computer-aided diagnosis; artificial neural network; digital image processing;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Engineering in Medicine and Biology Society, 2004. IEMBS '04. 26th Annual International Conference of the IEEE
  • Conference_Location
    San Francisco, CA
  • Print_ISBN
    0-7803-8439-3
  • Type

    conf

  • DOI
    10.1109/IEMBS.2004.1403434
  • Filename
    1403434