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Santiago SILVA
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Federated learning in distributed medical databases: Meta-analysis of large-scale subcortical brain data
S Silva, BA Gutman, E Romero, PM Thompson, A Altmann, M Lorenzi
2019 IEEE 16th international symposium on biomedical imaging (ISBI 2019 …, 2019
1982019
Federated learning in distributed medical databases: Meta-analysis of large-scale subcortical brain data
S Silva, BA Gutman, E Romero, PM Thompson, A Altmann, M Lorenzi
2019 IEEE 16th international symposium on biomedical imaging (ISBI 2019 …, 2019
1982019
Flamby: Datasets and benchmarks for cross-silo federated learning in realistic healthcare settings
J Ogier du Terrail, SS Ayed, E Cyffers, F Grimberg, C He, R Loeb, ...
Advances in Neural Information Processing Systems 35, 5315-5334, 2022
642022
Fed-biomed: A general open-source frontend framework for federated learning in healthcare
S Silva, A Altmann, B Gutman, M Lorenzi
Domain Adaptation and Representation Transfer, and Distributed and …, 2020
502020
Fed-BioMed: open, transparent and trusted federated learning for real-world healthcare applications
F Cremonesi, M Vesin, S Cansiz, Y Bouillard, I Balelli, L Innocenti, S Silva, ...
arXiv preprint arXiv:2304.12012, 2023
62023
A probabilistic framework for modeling the variability across federated datasets
I Balelli, S Silva, M Lorenzi, Alzheimer’s Disease Neuroimaging Initiative
International Conference on Information Processing in Medical Imaging, 701-714, 2021
52021
A differentially private probabilistic framework for modeling the variability across federated datasets of heterogeneous multi-view observations
I Balelli, S Silva, M Lorenzi
arXiv preprint arXiv:2204.07352, 2022
42022
Federated learning in Distributed Medical Databases: Meta-Analysis of Large-Scale Subcortical Brain Data (Supplementary Material)
S Silva, B Gutman, E Romero, PM Thompson, A Altmann, M Lorenzi
Inria & Université Cote d'Azur, CNRS, I3S, Sophia Antipolis, France, 2018
22018
Fed-ComBat: A Generalized Federated Framework for Batch Effect Harmonization in Collaborative Studies
S Silva, M Lorenzi, A Altmann, N Oxtoby
bioRxiv, 2023.05. 24.542107, 2023
12023
A Data-Centric Approach for Pectoral Muscle Deep Learning Segmentation Enhancements in Mammography Images
SV Silva, CA Sierra-Franco, J Hurtado, LC da Cruz, VA Thomaz, ...
International Symposium on Visual Computing, 56-67, 2023
2023
Towards Automated Semantic Segmentation in Mammography Images
CA Sierra-Franco, J Hurtado, VA Thomaz, LC da Cruz, SV Silva, ...
arXiv preprint arXiv:2307.10296, 2023
2023
Discriminating cerebral palsy by quantifying ocular motion
J González, S Silva, G Pineda, E Romero
15th International Symposium on Medical Information Processing and Analysis …, 2020
2020
Sulci characterization to predict progression from mild cognitive impairment to Alzheimer's disease
S Silva, DL Giraldo, E Romero
15th International Symposium on Medical Information Processing and Analysis …, 2020
2020
Characterizing brain patterns in conversion from mild cognitive impairment (MCI) to Alzheimer's disease
S Silva, DL Giraldo, E Romero
13th International Conference on Medical Information Processing and Analysis …, 2017
2017
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