DocumentCode
2705069
Title
Registration of nevi in successive skin images for early detection of melanoma
Author
Roning, Juha ; Riech, Marcel
Author_Institution
Dept. of Electr. Eng., Oulu Univ., Finland
Volume
1
fYear
1998
fDate
16-20 Aug 1998
Firstpage
352
Abstract
The only cure for malignant melanoma (skin cancer) is early detection. Surgical removal of a newly developed melanoma will result in complete cure. In this study, the first steps towards the development of a skin cancer detection system are reported. One possible way to detect early the occurrence of melanoma is to screen the body of a patient at regular intervals for changes or new lesions. To increase the accuracy of this laborious and painstaking task, a computer vision system could be used. One of the most important problems involved in a vision system of this kind is the need to determine which lesions in successive skin images taken over a given period, represent the same lesions. Repeated registrations of skin images also detect new lesions that do not have a counterpart on the previous image. After registration, the lesions in successive images are compared for alterations in size, shape, colour and so on, to detect changes that are suggestive of melanoma. In this paper, we introduce a new algorithm for the registration of lesions in successive skin images. The baseline algorithm requires two initial matches to register the other lesions in the images. The initial matches are provided by a physician or an algorithm that selects the most likely initial matches. The test suggests that the baseline algorithm determines 99% of the matches correctly, and this performance is largely independent of the number of lesions in the skin images
Keywords
image registration; medical expert systems; medical image processing; computer vision; early melanoma detection; malignant melanoma; nevus registration; skin cancer detection system; skin images; Cancer detection; Computer vision; Image registration; Lesions; Machine vision; Malignant tumors; Oncological surgery; Shape; Skin cancer; Testing;
fLanguage
English
Publisher
ieee
Conference_Titel
Pattern Recognition, 1998. Proceedings. Fourteenth International Conference on
Conference_Location
Brisbane, Qld.
ISSN
1051-4651
Print_ISBN
0-8186-8512-3
Type
conf
DOI
10.1109/ICPR.1998.711152
Filename
711152
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