A Morphological Analysis of Pigmented Skin Lesions through Digital Image Processing

被引:0
|
作者
Paz, R. M. [1 ]
Fontan, E. A. [1 ]
Maldonado, A. C. [1 ,2 ]
Armesto, J. I. [1 ]
机构
[1] UNC, FCEFyN, Dept Matemat, Lab Proc Amiento Senales, Cordoba, Argentina
[2] Consejo Nacl Invest Cient & Tecn, CIEM, RA-1033 Buenos Aires, DF, Argentina
关键词
Melanoma; ABCD Rule; Total Dermoscopy Score; Digital Image Processing;
D O I
10.1007/978-3-319-13117-7_105
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Melanoma is the most malignant type of skin cancer due to its ability to metastasize. Since early detection is the best way to prevent it, many detection techniques have been developed, such as the ABCD rule, the Menzies method and the 7-point checklist. Digital image processing is nowadays a powerful and useful tool for the analysis of biomedical images, resulting in great help in the diagnosis of many diseases. Consequently, by using this tool it is possible to develop software capable of automatically recognizing different patterns of pigmented skin lesions. In this paper we propose an algorithm based on the morphological analysis of an image of a pigmented skin lesion in order to characterize and quantify its malignity according to the ABCD rule developed by Stolz in 1994. The proposed method includes image enhancement techniques, the segmentation of the injured area together with morphological algorithms to obtain the ABCD characteristics, and the calculation of the Total Dermoscopy Score (TDS), which will let us classify the lesion as benign, suspicious or malign. The results obtained show that the proposed algorithm is reliable and could help the medical professional in the diagnosis of melanoma.
引用
收藏
页码:409 / 412
页数:4
相关论文
共 50 条
  • [1] Detection and classification of pigmented skin lesions by dermatoscopic digital image processing
    Guillod, JF
    Schmid, P
    Fischer, S
    Salomon, D
    Saurat, JH
    DERMATOLOGY, 1996, 193 (02) : 169 - 169
  • [2] Digital analysis of skin lesions with pigmented network
    Guillod, JF
    Fischer, S
    Schmid, P
    Salomon, D
    Saurat, JH
    JOURNAL OF INVESTIGATIVE DERMATOLOGY, 1996, 107 (02) : P68 - P68
  • [3] Patient acceptance and diagnostic utility of automated digital image analysis of pigmented skin lesions
    Fruehauf, J.
    Leinweber, B.
    Fink-Puches, R.
    Ahlgrimm-Siess, V.
    Richtig, E.
    Wolf, I. H.
    Niederkorn, A.
    Quehenberger, F.
    Hofmann-Wellenhof, R.
    JOURNAL OF THE EUROPEAN ACADEMY OF DERMATOLOGY AND VENEREOLOGY, 2012, 26 (03) : 368 - 372
  • [4] Differentiation of Pigmented Skin Lesions Based on Digital Processing of Optical Images
    Rimskaya, E. N.
    Schadko, A. O.
    Apollonova, I. A.
    Nikolaev, A. P.
    Briko, A. N.
    Deshin, I. A.
    Bereshnoy, P. U.
    Kudrin, K. G.
    Zaytsev, K. I.
    Tuchin, V. V.
    Reshetov, I. V.
    OPTICS AND SPECTROSCOPY, 2019, 126 (05) : 503 - 513
  • [5] Differentiation of Pigmented Skin Lesions Based on Digital Processing of Optical Images
    E. N. Rimskaya
    A. O. Schadko
    I. A. Apollonova
    A. P. Nikolaev
    A. N. Briko
    I. A. Deshin
    P. U. Bereshnoy
    K. G. Kudrin
    K. I. Zaytsev
    V. V. Tuchin
    I. V. Reshetov
    Optics and Spectroscopy, 2019, 126 : 503 - 513
  • [6] Computerized digital image analysis can improve the detection of potentially dangerous pigmented skin lesions
    Jamora, M
    Bystryn, J
    JOURNAL OF INVESTIGATIVE DERMATOLOGY, 2001, 117 (02) : 512 - 512
  • [7] Digital dermoscopy analysis for automated diagnosis of pigmented skin lesions
    Rubegni, P
    Burroni, M
    Dell'Eva, G
    Andreassi, L
    CLINICS IN DERMATOLOGY, 2002, 20 (03) : 309 - 312
  • [8] ART-based image analysis for pigmented lesions of the skin
    Donohoe, GW
    Nemeth, S
    Soliz, P
    11TH IEEE SYMPOSIUM ON COMPUTER-BASED MEDICAL SYSTEMS, PROCEEDINGS, 1998, : 293 - 298
  • [9] The role of dermoscopy and digital dermoscopy analysis in the diagnosis of pigmented skin lesions
    Rubegni, P
    Burroni, M
    Andreassi, A
    Fimiani, M
    ARCHIVES OF DERMATOLOGY, 2005, 141 (11) : 1444 - 1446
  • [10] Reliability of computer image analysis of pigmented skin lesions of Australian adolescents
    Aitken, JF
    Pfitzner, J
    Battistutta, D
    ORourke, PK
    Green, AC
    Martin, NG
    CANCER, 1996, 78 (02) : 252 - 257