1 code implementation • 1 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.
2 code implementations • 22 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.
4 code implementations • 14 Mar 2017 • Afonso Menegola, Julia Tavares, Michel Fornaciali, Lin Tzy Li, Sandra Avila, Eduardo Valle
This extended abstract describes the participation of RECOD Titans in parts 1 and 3 of the ISIC Challenge 2017 "Skin Lesion Analysis Towards Melanoma Detection" (ISBI 2017).
no code implementations • 5 Sep 2016 • Afonso Menegola, Michel Fornaciali, Ramon Pires, Sandra Avila, Eduardo Valle
Deep learning is the current bet for image classification.