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.
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).
1 code implementation • 1 Dec 2016 • Pedro Tabacof, Julia Tavares, Eduardo Valle
We find that autoencoders are much more robust to the attack than classifiers: while some examples have tolerably small input distortion, and reasonable similarity to the target image, there is a quasi-linear trade-off between those aims.