• DocumentCode
    1868153
  • Title

    Breast contour detection with shape priors

  • Author

    Sousa, Ricardo ; Cardoso, Jaime S. ; Costa, J. F Pinto da ; Cardoso, M.J.

  • Author_Institution
    Fac. de Cienc., Univ. do Porto, Porto
  • fYear
    2008
  • fDate
    12-15 Oct. 2008
  • Firstpage
    1440
  • Lastpage
    1443
  • Abstract
    Breast cancer conservative treatment (BCCT) is considered the gold standard of breast cancer treatment. However, aesthetic results are heterogeneous and difficult to evaluate in a standardised way. The limited reproducibility of subjective aesthetic evaluation in BCCT forced the research on objective methods. A recent computer system was developed to objectively and automatically evaluate the aesthetic result of BCCT. In this system, the detection of the breast contour on the digital photograph of the patient is necessary to extract the features subsequently used in the evaluation process. In this paper we extend an algorithm based on the shortest path on a graph to detect automatically the breast contour. The advantage of graph algorithms is that they are guaranteed to find the global optimum of the problem; the difficulty is that they make it hard to enforce shape constraints. We define and compare different techniques to introduce the a priory knowledge of the mammary contour. Experimental results show that the proposed techniques consistently outperform the base method.
  • Keywords
    cancer; feature extraction; medical image processing; object detection; patient treatment; aesthetic evaluation; biomedical image processing; breast cancer conservative treatment; breast contour detection; digital photograph; image analysis; mammary contour; medical expert systems; shape priors; Breast cancer; Detection algorithms; Feature extraction; Image edge detection; Medical treatment; Pixel; Reproducibility of results; Shape; Skin; Surgery; Biomedical image processing; image analysis; medical expert systems; shape prior modeling; shortest path;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Image Processing, 2008. ICIP 2008. 15th IEEE International Conference on
  • Conference_Location
    San Diego, CA
  • ISSN
    1522-4880
  • Print_ISBN
    978-1-4244-1765-0
  • Electronic_ISBN
    1522-4880
  • Type

    conf

  • DOI
    10.1109/ICIP.2008.4712036
  • Filename
    4712036