2024
Strategic Projects
@Computer Science
#simulated bodies
#amortised inferences
#inductive bias
#fetus
#MRI
Project Summary
Decision and Bayesian Computation (DBC)—Epiméthée (EPI) is a lab at the Institut Pasteur that hosts theoretical physicists and applied mathematicians. We are a mixed unit Pasteur – INRIA – CNRS – UPC with three tenured scientists.
Our research interests focus on the organising principles of biological information processing. More precisely, We seek these organising principles in the physics underlying their computations and the physics of their sensory environments.
Our current research topics are embodied neuroAI and neuroscience:
- In embodied neuroAI we investigate the relation between body and central nervous system in the drosophila larva.
- In neuroscience, we investigate probabilistic aspects in medical decision-making related to analysing fetal MRI and patient EEGs.
Jean-Baptiste Masson
jbmasson@pasteur.fr
– Principal Investigator of the Decision and Bayesian Computation lab of Institut Pasteur
– CEO of AVATAR MEDICAL
– Chair of Pr[AI]rie
Projects in the same discipline
Diffusion Models Based Visual Counterfactual Explanations
2024 Masters Projects @Computer Science #Visual counterfactual explanations #Diffusion Models #Identification of subtle phenotypesProject Summary to be updated Valerie MezgerProjects in the same discipline
OpenStreetMap and Sentinel-2 data for the production of environmental indices for demographic studies
2023Masters Projects@Computer Science +Demography #Remote sensing#Demography#Deep learning#Sentinel 2#OpenStreetMap#Local climate zones#Africa Project Summaryto be updated. Sylvain Lobry Projects in the same discipline
Diffusion Models Based Unpaired Image-to-Image Translation to Reveal Subtle Phenotypes
2023Masters Projects@Computer Science +Mathematics/Statistics+Biology+neurodevelopment #Image-to-image translation#Deep generative models#Diffusion models#Subtle Phenotypes#Neurodevelopment Project SummaryUnpaired image-to-image translation methods aim at learning a...
Generalization of a method enabling to update vineyard geographic databases from satellite data
2023Masters Projects@Computer Science +Earth Sciences/Geosciences #image time series analysis#deep learning#optical satellite imagery#agriculture monitoring#crop type mapping#vineyard#VENUS images Project Summaryto be updated. Camille Kurtz Projects in the same...