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Clément Chadebec PhD Student |
email: clement.chadebec[at]inria.fr web page: clement.chadebec@github.io bio: I started a Ph.D in applied mathematics for medicine in October 2020 under the supervision on Stéphanie Allassonnière et Université de Paris and INRIA. I work on the modelling of generative models to make them able to generate new data even in challenging context such as high dimensional low sample size settings which are typical in healthcare. |
Research projects
Development of Pyraug software that allows you to perform Data Augmentation using Variational Autoencoders in a reliable way even in challenging contexts such as high dimensional and low sample size data.
Publications
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Criteria : Author : “Clément Chadebec”
Number of occurrences founded : 7.
Criteria : Author : “Clément Chadebec”
Number of occurrences founded : 7.
- titre
- Pythae: Unifying Generative Autoencoders in Python – A Benchmarking Use Case
- auteur
- Clément Chadebec, Louis J Vincent, Stéphanie Allassonnière
- article
- Proceedings of the Neural Information Processing Systems Track on Datasets and Benchmark, Nov 2022, New Orleans, United States
- titre
- Variational Inference for Longitudinal Data Using Normalizing Flows
- auteur
- Clément Chadebec, Stéphanie Allassonnière
- article
- 2023
- titre
- Geometry-Aware Hamiltonian Variational Auto-Encoder
- auteur
- Clément Chadebec, Clément Mantoux, Stéphanie Allassonnière
- article
- 2020
- titre
- Data Augmentation in High Dimensional Low Sample Size Setting Using a Geometry-Based Variational Autoencoder
- auteur
- Clément Chadebec, Elina Thibeau-Sutre, Ninon Burgos, Stéphanie Allassonnière
- article
- IEEE Transactions on Pattern Analysis and Machine Intelligence, 2022, ⟨10.1109/TPAMI.2022.3185773⟩
- titre
- MultiVae: A Python library for Multimodal Generative Autoencoders
- auteur
- Agathe Senellart, Clément Chadebec, Stéphanie Allassonnière
- article
- 2023
- titre
- Improving Multimodal Joint Variational Autoencoders through Normalizing Flows and Correlation Analysis
- auteur
- Agathe Senellart, Clément Chadebec, Stéphanie Allassonnière, Stéphanie Allassonnière
- article
- 2023
- titre
- Data Augmentation with Variational Autoencoders and Manifold Sampling
- auteur
- Clément Chadebec, Stéphanie Allassonnière
- article
- DALI 2021 : 1st MICCAI Workshop on Data Augmentation, Labeling, and Imperfections, Oct 2021, Strasbourg, France
