• DocumentCode
    2301017
  • Title

    Analysis of Pigmented Skin Lesion Border Irregularity Using the Harmonic Wavelet Transform

  • Author

    Clawson, Kathy ; Morrow, Philip ; Scotney, Bryan ; McKenna, John ; Dolan, Olivia

  • Author_Institution
    Dept. of Comput. & Inf. Eng., Univ. of Ulster, Coleraine, UK
  • fYear
    2009
  • fDate
    2-4 Sept. 2009
  • Firstpage
    18
  • Lastpage
    23
  • Abstract
    The development of computerised systems which differentiate between suspicious tumours and clinically benign pigmented skin lesions can assist in improved early diagnosis of malignant melanoma, subsequently reducing mortality rates associated with this disease. One lesion feature indicative of malignancy is border irregularity. In this paper the theoretical fundamentals of a harmonic-wavelet based methodology for skin lesion border evaluation are described. Our methodology is applied to the boundaries of 30 cutaneous lesions and classification algorithms are consequently utilised to evaluate the effectiveness of descriptors for differentiating between regular / irregular borders and between benign/malignant tumours. Results indicate that generated parameters have high discriminative value when differentiating between benign and malignant lesions: maximum classification accuracy achieved was 93.3%, with 80% sensitivity.
  • Keywords
    cancer; feature extraction; image classification; medical image processing; skin; tumours; wavelet transforms; border irregularity; classification algorithm; harmonic wavelet transform; malignant melanoma diagnosis; pigmented skin lesion; skin lesion border evaluation; Cancer; Classification algorithms; Diseases; Harmonic analysis; Lesions; Malignant tumors; Pigmentation; Skin; Wavelet analysis; Wavelet transforms; border irregularity; epliluminescence microscopy; harmonic wavelet transform; melanoma;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Machine Vision and Image Processing Conference, 2009. IMVIP '09. 13th International
  • Conference_Location
    Dublin
  • Print_ISBN
    978-1-4244-4875-3
  • Electronic_ISBN
    978-0-7695-3796-2
  • Type

    conf

  • DOI
    10.1109/IMVIP.2009.11
  • Filename
    5319347