Search Results for author: Paul Hérent

Found 3 papers, 0 papers with code

Efficient Medical Question Answering with Knowledge-Augmented Question Generation

no code implementations23 May 2024 Julien Khlaut, Corentin Dancette, Elodie Ferreres, Alaedine Bennani, Paul Hérent, Pierre Manceron

In this work, we introduce a method to improve the proficiency of a small language model in the medical domain by employing a two-fold approach.

Language Modelling Question Answering +2

Mind-to-Image: Projecting Visual Mental Imagination of the Brain from fMRI

no code implementations8 Apr 2024 Hugo Caselles-Dupré, Charles Mellerio, Paul Hérent, Alizée Lopez-Persem, Benoit Béranger, Mathieu Soularue, Pierre Fautrel, Gauthier Vernier, Matthieu Cord

The reconstruction of images observed by subjects from fMRI data collected during visual stimuli has made strong progress in the past decade, thanks to the availability of extensive fMRI datasets and advancements in generative models for image generation.

Image Generation

Using StyleGAN for Visual Interpretability of Deep Learning Models on Medical Images

no code implementations19 Jan 2021 Kathryn Schutte, Olivier Moindrot, Paul Hérent, Jean-Baptiste Schiratti, Simon Jégou

We validate our approach on histology and radiology images, and demonstrate its ability to provide meaningful explanations that are more informative than GradCAM heatmaps.

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