Formation and diplomas	Research themes			Supervising	Administrative charges and expertise	Hobbies
	Professionnel experience	Projects	Publications	Conferences	Teaching	Awards

Post-doc fellows
2023-2025	Abir Fathallah	"Automatic segmentation and longitudinal characterization of flaps in head and neck CT images"
2022-2024	Pedro Juan Soto Vega	"Interpretability of deep neural networks"
2022-2025	Soumia Bengoufa	"Harmonization of multimodal MRI sequences in a highly multicentric ependynomes database"
2020-2025	Nassib Abdallah	"Statistical harmonization, deep learning and interpretability for radiomics"
2017-2018	Martin Vallières	"Developments in radiomics"
2016-2020	Vincent Jaouen	"Development of image analysis and processing methods for multimodal imaging"
2014-2015	Eric Garrido	"Development of a numerical simulation platform for external radiotherapy"
2012-2014	Florent Tixier	"Tumor heterogeneity characterization and correlation with biology"
2013-2014	Jerôme Lapuyade-Lahorgue	"Development of novel unsupervised PET/CT segmentation methods"

Doctorants
1st year	Tangi Sinquin	"Dosiomique optimisée pour l’assurance qualité des traitements adaptatifs en radiothérapie externe"
2nd year	Amine Boukhari	"Novel spatial neural networks for explainable and efficient radiomics in oncology"
2024	Winstan Marchadour	"From black to grey box : evaluation of deep neural networks interpretability in medical imaging classification"
2022	Andrei Iantsen	"Automated tumor segmentation in multimodal PET / CT / MR imaging"
2021	Ronrick Da-ano	"Harmonization strategies for multicenter radiomics studies"
	François Lucia	"Développement d'un modèle prédictif de réponse thérapeutique et de toxixcité dans les cancers du col de l'utérus : de l'imagerie à la clinique"
	Shima Sepehri	"Optimisation de la radiomique en imagerie multimodale"
2018	Bogdan Badic	"Caractérisation multiparamétrique des cancers colorectaux "
2017	Taman Upadhaya	"Radiomique multimodale en neuro-oncologie"
	Florian Monnier	"Imagerie multi modale quantitative 5D en TEP/IRM"
2016	Marie-Charlotte Desseroit	"Caractérisation et exploitation de l'hétérogénéité intra-tumorale des images multimodales TDM et TEP"
	Yannick Lemaréchal	"Dosimétrie pour les applications de radiothérapie en utilisant les processeurs graphiques"
	Houda Hanzouli	"Analyse multi échelle et multi observation pour l’imagerie multi modale"
2013	Florent Tixier	"Caractérisation de l’hétérogénéité tumorale sur des images issues de la tomographie par émission de positons (TEP)"
2012	Amandine Le Maitre	"Optimisation de l’utilisation de l’imagerie TEP pour la planification de traitement en radiothérapie"
2011	Simon David	"Analyse d'images pour les études de la réponse thérapeutique en Tomographie par Emission de Positron"
2010	Adrien Le Pogam	"Corrections de volume partiels en tomographie d’émission"

Master students
2025	Franz Goldet	"Segmentation d'images scanner des flaps à composante osseuse en cancer tête et cou"
	Clément Patrizio	"Segmentation longitudinale d'images scanner des flaps en cancer tête et cou"
2022	Loic Tam	"Variabilité et reproductibilté des modèles de radiomique"
2020	Ingrid Masson	"Radiomics and statistical harmonization for contrast-enhanced CT based prediction of treatment failure in head and neck cancer"
2018	Anael Leinert	"Assessing radiomics features variability and robustness from CT, PET scan and multi-modal RM imaging – oncology prospects"
2017	François Lucia	"Development and validation of a predictive model for recurrence in cervical cancer combining clinical data and multimodal PET and MR imaging"
2016	Anouar Ouahabi	"Segmentation and quantification of PET images based on Ant Colony optimisation algorithms"
	Gurvan Dissaux	"Prediction of tumor recurrence and prognosis using multimodal MRI in glioblastoma multiforme"
2015	Brice Lavigne	"Impact of reconstruction algorithms and filtering on heterogeneity characterization using textural features"
	Pierre Tremolières	"Metabolic tumor volumes in esophageal cancer : radiotherapy planning and evolution after treatment
2014	Amaury Paumier	"In esophageal localized cancer, what is the best prognostic factor derived from baseline PET images?"
	Clément Acquitter	"Integration of PET denoising within iterative tomographic reconstruction"
2013	Yann Meunier	"Implémentation of a bilateral filter for PET image denoising and comparison with spatial-frequency transforms"
	Laurent Baptiste	"Automatisation and improvement of PET image segmentation for the definition of fonctional volumes"
2012	Henri Noël	"Spatio-temporal analysis of biofluorescence images of mice"
	Laurent Baptiste	"Development of a user interface for PET image processing and analysis"
2011	Mouhamad Sayed	"Image registration for spatio-temporal analysis of biofluorescence images of mice"
	Hela Rezgui	"Multi variate analysis for prognosis and response prediction in head and neck and esophagus cancers"
	Houda Hanzouli	"Optimal PET image denoising using a combination of  wavelets and curvelets"
2010	Thibaut Merlin	"Development and validation of an automatic algorithm for the comparison of PET image segmentation results in oncology"