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Intelligent system supporting diagnosis of malignant melanoma

Abstract

Malignant melanomas are the most deadly type of skin cancers. Early diagnosis is a key for successful treatment and survival. The paper presents the system for supporting the process of diagnosis of skin lesions in order to detect a malignant melanoma. The paper describes the development process of an intel-ligent system purposed for the diagnosis of malignant melanoma. Presented sys-tem can be used as a decision support system for primary care physicians and as a system capable of self-examination of the skin with usage of dermatoscope. The system utilizes computational intelligence methods for proper classification of the dermoscopic features extracted from the medical images. The paper also proposes the extension of the well know ABCD method used for malignant melanoma di-agnosis. The proposed system is tested on 126 and trained on 80 skin moles and the obtained results are very promising.

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Details

Category:
Conference activity
Type:
materiały konferencyjne indeksowane w Web of Science
Title of issue:
Trends in Advanced Intelligent Control, Optimization and Automation strony 828 - 837
ISSN:
2194-5357
Language:
English
Publication year:
2017
Bibliographic description:
Mikołajczyk A., Kwasigroch A., Grochowski M..: Intelligent system supporting diagnosis of malignant melanoma, W: Trends in Advanced Intelligent Control, Optimization and Automation, 2017, ,.
DOI:
Digital Object Identifier (open in new tab) 10.1007/978-3-319-60699-6_79
Verified by:
Gdańsk University of Technology

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