Search Results for author: Flávia Vasques Bittencourt

Found 3 papers, 3 papers with code

Data, Depth, and Design: Learning Reliable Models for Skin Lesion Analysis

1 code implementation1 Nov 2017 Eduardo Valle, Michel Fornaciali, Afonso Menegola, Julia Tavares, Flávia Vasques Bittencourt, Lin Tzy Li, Sandra Avila

We use the exhaustive trials to simulate sequential decisions and ensembles, with and without the use of privileged information from the test set.

Data Augmentation Transfer Learning

Knowledge Transfer for Melanoma Screening with Deep Learning

2 code implementations22 Mar 2017 Afonso Menegola, Michel Fornaciali, Ramon Pires, Flávia Vasques Bittencourt, Sandra Avila, Eduardo Valle

Knowledge transfer impacts the performance of deep learning -- the state of the art for image classification tasks, including automated melanoma screening.

Image Classification Skin Cancer Classification +1

Towards Automated Melanoma Screening: Proper Computer Vision & Reliable Results

2 code implementations14 Apr 2016 Michel Fornaciali, Micael Carvalho, Flávia Vasques Bittencourt, Sandra Avila, Eduardo Valle

In this paper we survey, analyze and criticize current art on automated melanoma screening, reimplementing a baseline technique, and proposing two novel ones.

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