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
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