DocumentCode :
3082089
Title :
Semantic analysis of skin lesions using radial basis function neural networks
Author :
Przystalski, Karol ; Nowak, Leszek ; Ogorzalek, Maciej ; Surowka, Grzegorz
Author_Institution :
Jagiellonian Univ., Kraków, Poland
fYear :
2010
fDate :
13-15 May 2010
Firstpage :
128
Lastpage :
132
Abstract :
Artificial Neural Networks have been successfully applied to abroad spectrum of complex analysis problems. Computational intelligence is finding more and more applications in computer aided diagnostics, helping doctors to process large quantities of various medical data. In dermatology it is extremely difficult to perform automatic diagnostic differentiation of malignant melanoma based only on dermatoscopic images. Applying artificial intelligence algorithms to explore and search large database of dermatoscopic images allow doctors to semantically filter out image with specified characteristics. This paper presents an approach for characteristic objects classification found in image database of pigment skin lesions, based on radial basis function kernel for artificial neural networks.
Keywords :
artificial intelligence; image retrieval; medical administrative data processing; medical image processing; patient diagnosis; radial basis function networks; skin; visual databases; artificial neural networks; automatic diagnostic differentiation; complex analysis problems; computational intelligence; computer aided diagnostics; dermatology; dermatoscopic images; doctors; image database; image filtering; large database search; malignant melanoma; medical data; object classification; pigment skin lesions; radial basis function neural networks; semantic analysis; Application software; Artificial neural networks; Biomedical imaging; Computational intelligence; Computer applications; Image databases; Lesions; Medical diagnostic imaging; Radial basis function networks; Skin; artificial neural networks; image analysis; image processing; malignant melanoma; neural networks; radial basis function; semantic; semantic analysis;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Human System Interactions (HSI), 2010 3rd Conference on
Conference_Location :
Rzeszow
Print_ISBN :
978-1-4244-7560-5
Type :
conf
DOI :
10.1109/HSI.2010.5514576
Filename :
5514576
Link To Document :
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