Publications

Bissoto, A., Valle, E., & Avila, S. (2020). Debiasing Skin Lesion Datasets and Models? Not So Fast. arXiv preprint arXiv:2004.11457. [ PDF ]

Ribeiro, V., Avila, S., & Valle, E. (2020). Less is More: Sample Selection and Label Conditioning Improve Skin Lesion Segmentation. arXiv preprint arXiv:2004.13856. [ PDF ]

Perez, F., Avila, S., & Valle, E. (2019). Solo or ensemble? Choosing a CNN architecture for melanoma classification. In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition Workshops (pp. 0-0). [ PDF ]

Bissoto, A., Fornaciali, M., Valle, E., & Avila, S. (2019). (De) Constructing Bias on Skin Lesion Datasets. In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition Workshops (pp. 0-0). [ PDF ]

Ribeiro, V., Avila, S., & Valle, E. (2019). Handling inter-annotator agreement for automated skin lesion segmentation. arXiv preprint arXiv:1906.02415. [ PDF ]

Perez, F., Vasconcelos, C., Avila, S., & Valle, E. (2018). Data augmentation for skin lesion analysis. In OR 2.0 Context-Aware Operating Theaters, Computer Assisted Robotic Endoscopy, Clinical Image-Based Procedures, and Skin Image Analysis (pp. 303-311). Springer, Cham. [ PDF ]

Bissoto, A., Perez, F., Valle, E., & Avila, S. (2018). Skin lesion synthesis with generative adversarial networks. In OR 2.0 Context-Aware Operating Theaters, Computer Assisted Robotic Endoscopy, Clinical Image-Based Procedures, and Skin Image Analysis (pp. 294-302). Springer, Cham. [ PDF ]

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 | PDF | 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, Sandra Avila, Micael Carvalho, & Eduardo Valle (2014). Statistical Learning Approach for Robust Melanoma Screening. In: 27th Conference on Graphics, Patterns and Images (SIBGRAPI), p. 319-326. [ IEEE Xplore | PDF | Slides | Experiments | Download ]