Colour clusters for computer diagnosis of melanocytic lesions

被引:9
|
作者
Seidenari, Stefania
Grana, Costantino
Pellacani, Giovanni
机构
[1] Univ Modena, Dept Comp Engn, IT-41100 Modena, Italy
[2] Univ Modena, Dept Dermatol, IT-41100 Modena, Italy
关键词
melanoma; atypical naevus; epiluminescence microscopy; automated diagnosis; diagnostic accuracy; human evaluation;
D O I
10.1159/000098573
中图分类号
R75 [皮肤病学与性病学];
学科分类号
100206 ;
摘要
Background: To overcome subjectivity and variability in the interpretation of dermoscopic images, image analysis programs, enabling the numerical description of melanocytic lesion images, have been developed. Objectives: Our aim was to assess a method for the description of colours in melanocytic lesion images, based on the subdivision of image colours into red, green and blue clusters. Methods: Melanomas and naevi of the test set were described by means of 23 colour clusters previously selected by a training set comprising 369 melanocytic lesion images. The diagnostic performance obtained by this automated method was compared to sensitivity and specificity of diagnosis of 4 dermatologists. Results: Colour cluster values significantly differed between melanomas and naevi. Moreover, sensitivity and specificity values of computer diagnosis were similar to those achieved by the dermatologists. Conclusion: Our image analysis program based on the assessment of one single parameter has the diagnostic accuracy of dermatologists employing dermoscopy on a regular basis. Copyright (c) 2007 S. Karger AG, Basel.
引用
收藏
页码:137 / 143
页数:7
相关论文
共 50 条
  • [1] Computer-aided diagnosis of melanocytic lesions
    Stanganelli, I
    Brucale, A
    Calori, L
    Gori, R
    Lovato, A
    Magi, S
    Kopf, B
    Bacchilega, R
    Rapisarda, V
    Testori, A
    Ascierto, PA
    Simeone, E
    Ferri, M
    ANTICANCER RESEARCH, 2005, 25 (6C) : 4577 - 4582
  • [2] Automated Colour Identification in Melanocytic Lesions
    Sabbaghi, S.
    Aldeen, M.
    Garnavi, R.
    Varigos, G.
    Doliantis, C.
    Nicolopoulos, J.
    2015 37TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY (EMBC), 2015, : 3021 - 3024
  • [3] Differential diagnosis of melanocytic lesions
    Blum, A.
    JOURNAL DER DEUTSCHEN DERMATOLOGISCHEN GESELLSCHAFT, 2011, 9 : 90 - 90
  • [4] Differential diagnosis of melanocytic lesions
    Blum, A.
    JOURNAL DER DEUTSCHEN DERMATOLOGISCHEN GESELLSCHAFT, 2009, 7 : 85 - 85
  • [5] A Practical Approach to the Diagnosis of Melanocytic Lesions
    Harvey, Nathan T.
    Wood, Benjamin A.
    ARCHIVES OF PATHOLOGY & LABORATORY MEDICINE, 2019, 143 (07) : 789 - 810
  • [6] Clues to the diagnosis of atypical melanocytic lesions
    McKee, Phillip H.
    HISTOPATHOLOGY, 2010, 56 (01) : 100 - 111
  • [7] Differential Diagnosis of Melanocytic Lesions and Molecular Biology
    Dummer, Reinhard
    Kerl, Katrin
    Mihic, Daniela
    Kamarachev, Jivko
    ARCHIVES OF DERMATOLOGY, 2011, 147 (02) : 232 - 233
  • [8] Cathepsin K in the immunohistochemical diagnosis of melanocytic lesions
    Rao, Qiu
    Wang, Yan
    Xia, Qiu-Yuan
    Shi, Shan-Shan
    Shen, Qin
    Tu, Pin
    Shi, Qun-Li
    Zhou, Xiao-Jun
    Wu, Bo
    INTERNATIONAL JOURNAL OF CLINICAL AND EXPERIMENTAL PATHOLOGY, 2014, 7 (03): : 1132 - 1139
  • [9] Usefulness of a Red Chromagen in the Diagnosis of Melanocytic Lesions of the
    Jiang, Kailun
    Brownstein, Seymour
    Lam, Kay
    Burns, Bruce
    Farmer, James
    JAMA OPHTHALMOLOGY, 2014, 132 (05) : 622 - 629
  • [10] A Histologic Checklist for Appropriate Diagnosis of Melanocytic Lesions
    Brown, Ryanne
    Sundram, Uma
    MODERN PATHOLOGY, 2016, 29 : 140A - 140A