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Benoît Sauty

Progression Models for Imaging Data with Longitudinal Variational Auto Encoders
2022 · Benoît Sauty, Stanley Durrleman · Lecture notes in computer science · 25
Impact of sex and APOE-ε4 genotype on patterns of regional brain atrophy in Alzheimer's disease and healthy aging
2023 · Benoît Sauty, Stanley Durrleman · Frontiers in Neurology · 20
Riemannian Metric Learning for Progression Modeling of Longitudinal Datasets
2022 · Benoit Sauty, Stanley Durrleman · IEEE International Symposium on Biomedical Imaging (ISBI) · 10
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Simulation based evaluation framework for deep learning unsupervised anomaly detection on brain FDG-PET
2023 · Ravi Hassanaly, Simona Bottani, et al. · SPIE Medical Imaging: Image Processing · 7
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Multimodal machine learning models enhance outcome prediction in intrahepatic cholangiocarcinoma
2025 · Eliott Brion, Valérie Ducret, et al. · Computers in Biology and Medicine · 2
CONFIDENT-HFpEF: a machine learning-based risk stratification for mortality and hospitalization using multimodal real-world data
2026 · Marat Fudim, Vanessa Van Empel, et al. · ESC Heart Failure · 1
Impact of sex and APOE-ε4 genotype on regional brain metabolism in Alzheimer's Disease
2023 · Benoît Sauty, Stanley Durrleman · IEEE International Symposium on Biomedical Imaging (ISBI) · 1
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A fully automated machine learning assisted pipeline to predict disease progression for early-stage hypertrophic cardiomyopathy from echocardiography
2026 · Antoine Olivier, Auriane Riou, et al. · Frontiers in Cardiovascular Medicine
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Abstract 4345167: A Contemporary Machine Learning-Based Risk Stratification for Mortality and Hospitalization in Heart Failure with Preserved Ejection Fraction Using Multimodal Real-World Data
2025 · Marat Fudim, Vanessa van Empel, et al. · Circulation
238eP Context-based drug positioning and multimodal characterization for OKN4395
2025 · A. Grimaldi, B. Sauty, et al. · Annals of Oncology
Development and validation of an AI model for predicting germline BRCA1/2 mutations from HR+/HER2- breast cancer histology images.
2025 · Oussama Tchita, Elin Samuelsson, et al. · Journal of Clinical Oncology
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Multimodal modelling of Alzheimer's Disease progression
2023 · Benoît Sauty
Feature Selection to Forecast Cognitive Decline Using Multimodal Alzheimer's Disease Models
2023 · Sauty, Benoît, Maheux, Etienne, et al. · HAL
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Longitudinal Variational Autoencoders learn a Riemannian progression model for imaging data
2022 · Sauty, Benoît, Durrleman​, Stanley · HAL
Works count: 14
Citation count: 66
H-index: 4
I10-index: 3
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