DocumentCode
3349090
Title
Automated color normalization for dermoscopy images
Author
Iyatomi, Hitoshi ; Celebi, M. Emre ; Schaefer, Gerald ; Tanaka, Masaru
Author_Institution
Dept. of Appl. Inf., Hosei Univ., Tokyo, Japan
fYear
2010
fDate
26-29 Sept. 2010
Firstpage
4357
Lastpage
4360
Abstract
Accurate color information in dermoscopy images is very important for melanoma diagnosis since inappropriate white balance or brightness in the images adversely affects the diagnostic performance. In this paper, we present an automated color normalization method for dermoscopy images of skin lesions. We develop color normalization filters based on a total of 319 images which normalize color of images using the HSV color system. We determined that the color characteristics of the peripheral part of the tumors significantly influence the color normalization and confirmed that the developed normalization filter achieved satisfactory normalization performance as evaluated by a cross-validation test.
Keywords
cancer; image colour analysis; medical image processing; skin; tumours; HSV color system; automated color normalization; dermoscopy images; melanoma diagnosis; skin lesions; tumors; Calibration; Feature extraction; Image color analysis; Malignant tumors; Skin; Training; color normalization; dermoscopy; melanoma;
fLanguage
English
Publisher
ieee
Conference_Titel
Image Processing (ICIP), 2010 17th IEEE International Conference on
Conference_Location
Hong Kong
ISSN
1522-4880
Print_ISBN
978-1-4244-7992-4
Electronic_ISBN
1522-4880
Type
conf
DOI
10.1109/ICIP.2010.5652370
Filename
5652370
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