DocumentCode :
2301017
Title :
Analysis of Pigmented Skin Lesion Border Irregularity Using the Harmonic Wavelet Transform
Author :
Clawson, Kathy ; Morrow, Philip ; Scotney, Bryan ; McKenna, John ; Dolan, Olivia
Author_Institution :
Dept. of Comput. & Inf. Eng., Univ. of Ulster, Coleraine, UK
fYear :
2009
fDate :
2-4 Sept. 2009
Firstpage :
18
Lastpage :
23
Abstract :
The development of computerised systems which differentiate between suspicious tumours and clinically benign pigmented skin lesions can assist in improved early diagnosis of malignant melanoma, subsequently reducing mortality rates associated with this disease. One lesion feature indicative of malignancy is border irregularity. In this paper the theoretical fundamentals of a harmonic-wavelet based methodology for skin lesion border evaluation are described. Our methodology is applied to the boundaries of 30 cutaneous lesions and classification algorithms are consequently utilised to evaluate the effectiveness of descriptors for differentiating between regular / irregular borders and between benign/malignant tumours. Results indicate that generated parameters have high discriminative value when differentiating between benign and malignant lesions: maximum classification accuracy achieved was 93.3%, with 80% sensitivity.
Keywords :
cancer; feature extraction; image classification; medical image processing; skin; tumours; wavelet transforms; border irregularity; classification algorithm; harmonic wavelet transform; malignant melanoma diagnosis; pigmented skin lesion; skin lesion border evaluation; Cancer; Classification algorithms; Diseases; Harmonic analysis; Lesions; Malignant tumors; Pigmentation; Skin; Wavelet analysis; Wavelet transforms; border irregularity; epliluminescence microscopy; harmonic wavelet transform; melanoma;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Machine Vision and Image Processing Conference, 2009. IMVIP '09. 13th International
Conference_Location :
Dublin
Print_ISBN :
978-1-4244-4875-3
Electronic_ISBN :
978-0-7695-3796-2
Type :
conf
DOI :
10.1109/IMVIP.2009.11
Filename :
5319347
Link To Document :
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