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This extended abstract describes the participation of RECOD Titans in parts 1 3 of the ISIC Challenge 2018 "Skin Lesion Analysis Towards Melanoma" (MICCAI 2018). Although our team has a long experience with melanoma and moderate experience with lesion segmentation, the ISIC 2018 was the very first time we worked on lesion attribute detection. each task we submitted 3 different ensemble approaches, varying of models and datasets. Our best results on the official testing, regarding the official metric of each task, were: 0. 728 (segmentation), 0. 344 (attribute detection) and 0. 803 (classification). Those submissions, respectively, the 56th, 14th and 9th places.
Bissoto et al. (Sat,) studied this question.