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New Auxiliary Function with Properties in Nonsmooth Global Optimization for Melanoma Skin Cancer Segmentation

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dc.creator Masoud Abdulhamid, Idris A.
dc.creator ŞAHİNER, Ahmet
dc.creator Rahebi, Javad
dc.date 2020-03-31T21:00:00Z
dc.date.accessioned 2021-01-21T08:04:13Z
dc.date.available 2021-01-21T08:04:13Z
dc.identifier 44c11342-905e-4043-8847-135975249aaa
dc.identifier 10.1155/2020/5345923
dc.identifier https://avesis.sdu.edu.tr/publication/details/44c11342-905e-4043-8847-135975249aaa/oai
dc.identifier.uri http://acikerisim.sdu.edu.tr/xmlui/handle/123456789/81074
dc.description In this paper, an algorithm is introduced to solve the global optimization problem for melanoma skin cancer segmentation. The algorithm is based on the smoothing of an auxiliary function that is constructed using a known local minimizer and smoothed by utilising Bezier curves. This function achieves all filled function properties. The proposed optimization method is applied to find the threshold values in melanoma skin cancer images. The proposed algorithm is implemented on PH2, ISBI2016 challenge, and ISBI 2017 challenge datasets for melanoma segmentation. The results show that the proposed algorithm exhibits high accuracy, sensitivity, and specificity compared with other methods.
dc.language eng
dc.rights info:eu-repo/semantics/closedAccess
dc.title New Auxiliary Function with Properties in Nonsmooth Global Optimization for Melanoma Skin Cancer Segmentation
dc.type info:eu-repo/semantics/article


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