کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
504464 864306 2011 11 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Enhanced 3D curvature pattern and melanoma diagnosis
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر نرم افزارهای علوم کامپیوتر
پیش نمایش صفحه اول مقاله
Enhanced 3D curvature pattern and melanoma diagnosis
چکیده انگلیسی

This article describes an enhanced curvature pattern based melanoma diagnosis system using convolution techniques and ensemble classifiers. We extract the 3D data of melanoma with a photometric stereo device first. Then differential forms of the melanoma surface can be extracted with the convolution method proposed. After extracting 3D based differential forms, statistical moments of enhanced principal curvatures of skin surfaces are calculated to describe the geometrical texture patterns. Finally, ensemble classifiers are constructed whose optimal mean sensitivity and specificity can reach 89.24 percent and 87.62 percent respectively. Comparisons with skin tilt/slant pattern based 3D shape characterization method and 2D methods like color variation and border irregularity are also included.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Computerized Medical Imaging and Graphics - Volume 35, Issue 2, March 2011, Pages 155–165
نویسندگان
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