Publications

Alceu Bissoto, Fábio Perez, Vinícius Ribeiro, Michel Fornaciali, Sandra Avila, Eduardo Valle. Deep-Learning Ensembles for Skin-Lesion Segmentation, Analysis, Classification: RECOD Titans at ISIC Challenge 2018. In: ISIC 2018 Challenge — Skin Lesion Analysis Towards Melanoma Detection. [ PDF ]

Eduardo Valle, Michel Fornaciali, Afonso Menegola, Julia Tavares, Flávia Vasques Bittencourt, Lin Tzy Li, Sandra Avila. (2017). Data, Depth, and Design: Learning Reliable Models for Melanoma Screening. arXiv preprint arXiv:1711.00441. [ arXiv ]

Afonso Menegola, Julia Tavares, Michel Fornaciali, Lin Tzy Li, Sandra Avila, Eduardo Valle. RECOD Titans at ISIC Challenge 2017. In: ISIC 2017 Challenge — Skin Lesion Analysis Towards Melanoma Detection. arXiv preprint arXiv:1703.04819. [ arXiv ]

Afonso Menegola, Michel Fornaciali, Ramon Pires, Flávia Vasques Bittencourt, Sandra Avila, & Eduardo Valle. (2017). Knowledge Transfer for Melanoma Screening with Deep Learning. In: IEEE International Symposium on Biomedical Imaging (ISBI), accepted. [ IEEE Xplore | Video presentation ]

Michel Fornaciali, Micael Carvalho, Flávia Vasques Bittencourt, Sandra Avila, & Eduardo Valle (2016). Towards Automated Melanoma Screening: Proper Computer Vision & Reliable Results. arXiv preprint arXiv:1604.04024. [ arXiv ]

Michel Fornaciali. Towards Robust Melanoma Screening: A Case for Enhanced Mid-level Features. M.sc. Thesis. 2015. [ PDF | Slides ]

Michel Fornaciali, Sandra Avila, Micael Carvalho, Eduardo Valle. Statistical Learning Approach for Robust Melanoma Screening. In: 27th Conference on Graphics, Patterns and Images (SIBGRAPI), Rio de Janeiro, Brazil, 2014. [ PDF | Site ]