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Professionnel experience Projects Publications Conferences Teaching Awards

Lectures
2022- Faculty of medicine, master 1 biology and health, clinical research, Brest "Digitalization of data" (2h/y)
2016- Engineering school ISEN, specialization (fifth year) in biomedical applications, Brest "PET/CT imaging and advanced image processing and analysis" (12h/y)
2021- Master 2 Signal and Images for Biology and Medicine, Brest-Rennes-Angers-Nantes "Radiomics" (4h/y)
2012-2018 Master 2 international - bioimaging, Bordeaux "PET/CT image segmentation and characterization" (3h/y, lecture in English)
2010-2012 Specialization diploma for radiotherapy, Brest "PET imaging and use of PET in radiotherapy" (15h/y)
2009-2012, 2017 Master 2 Signal and Images for Biology and Medicine, Brest-Rennes-Angers-Nantes
"Digital images, PET/CT imaging and quantification" (9h/y)
"Advanced image segmentation methods and applications in medical imaging" (3h/y)

Invited lectures in workshops or training programs
Radiomique, école d’été ISI MedNuc, Nantes, Juillet 2023
Radiomique, Session Lilloise DIU Radiothérapie Haute Technicité, Mars 2023
PET/CT in oncology application and history of radiomics, Advanced Computational Techniques for Oncology: towards Explainable Artificial Intelligence INFORM CHIST-ERA XAI seminar, Athenes Janvier 2023
Data standardization and methods for multi center dataset harmonization, "Radiomica per fisici medici: istruzioni per l’uso", September 2022
Radiomics, Interdisciplinary school in nuclear medicine - AI & image processing, Nantes, France, June 2022
Radiomique, session Lilloise du DIU de Radiothérapie de Haute Technicité, Lille, April 2022
Data standardization and methods for multi center dataset harmonization, "Radiomica per fisici medici: istruzioni per l’uso", September 2021
Radiomique : principes généraux, session Lilloise du DIU de Radiothérapie de Haute Technicité, Lille, April 2021
Radiomique : fondamentaux, défis et perspectives, Interdisciplinary school in nuclear medicine - AI & image processing, Nantes, France, November 2020
Radiomics in nuclear medicine: potential clinical value, update on current literature, Corso webinar of Instituto Europeo di Oncologia, "La radiomica", Milano, 13 November 2020
Potential value and pitfalls of machine learning for radiomics applications, IOMP Webinar on Machine Learning, June 2020
Radiomics predictive modeling in nuclear medicine imaging, SNMMI webinar "Radiomics, Its link to Machine Learning and Deep Learning, and Uses in Predictive Modeling" , April 2020
Harmonization strategies for multicentric radiomics, Workshop "Artificial intelligence 4 Imaging", Maastricht, the Netherlands, December 2019
Pitfalls in radiomics analysis and associated AI-based solutions, Workshop "Artificial intelligence 4 Imaging", Maastricht, the Netherlands, December 2019
History of radio(geno)mics, Workshop "Emergence and perspectives of artificial intelligence (AI) methods in radiation-based imaging sciences",  IEEE MIC 2019, Manchester, UK, October 2019
Radiomique en TEP/TDM : promesses, limites méthodologiques et perspectives, La problématique de l’évaluation thérapeutique en oncologie nucléaire, DES médecine nucléaire et DQPRM, Nantes, France, September 2019
Radiomics, Workshop "ITN-Hybrid training", University of Leuven, Leuven, Belgium, September 2019
Machine (deep) learning for radiomics: current results and perspectives, Workshop "Big Data analytics", International School of Physics "Enrico Fermi", Varenna Lake Como, Italy, June 2019
Harmonization and normalization strategies for multicentric radiomic studies, Workshop "Big Data analytics", International School of Physics "Enrico Fermi", Varenna Lake Como, Italy, June 2019
Pitfalls and bad examples in radio(geno)mics studies, existing guidelines and recommendations, Workshop "Big Data analytics", International School of Physics "Enrico Fermi", Varenna Lake Como, Italy, June 2019
Pre-post processing and associated pitfalls in radiomics analysis, Workshop "BigData for Imaging (BD4I)", Maastricht, The Netherlands, December 2018
Perspectives sur la radiomique en TEP/TDM, Training program "Tomographie par Emission de Positons dans le cadre de la radiothérapie guidée par l'image", Lyon, France, March 2018
Actualités sur les méthodes de segmentation d'images TEP/TDM, Training program "Tomographie par Emission de Positons dans le cadre de la radiothérapie guidée par l'image", Lyon, France, March 2018
Radiomique en TEP/TDM : promesses, limites méthodologiques et perspectives, Training program "Evaluation thérapeutique en oncologie - DQPRM et DES Med Nuc", Nantes, France, April  2017
Perspectives pour l'approche "Radiomics" en TEP/TDM, Training program "Tomographie par Emission de Positon dans le cadre de la radiothérapie guidée par l'image", Lyon, France, April  2016
Actualités sur les méthodes de segmentation d'images TEP, Training program "Tomographie par Emission de Positon dans le cadre de la radiothérapie guidée par l'image", Lyon, France, March 2016
10 ans de développements d’approches de segmentation d’images TEP/TDM : le chemin parcouru, ce qu’il reste à explorer, Workshop SFPM Le traitement d’images en Physique Médicale, Les Sables-d'Olonne, France, October 2015
« Radiomics » et analyse de textures en imagerie TEP/TDM : potentiel et limites, Workshop SFPM Le traitement d’images en Physique Médicale, Les Sables-d'Olonne, France, October 2015
PET/CT/MRI characterization of tumors using textural features: recent results, Visiting professorship, Imaging Research Laboratory, University of Washington, Seattle, USA, September 2015
Texture analysis in PET/CT: the past, the present... any future?, Visiting professorship, Radiology and radiation oncology departments, University of Washington, Seattle, USA, September 2015
Multimodal image analysis and processing, 2nd International Training School on PET-MRI Engineering, University of Leeds, Leeds, UK, April 2015
Multimodal image processing, 1st International Training School on PET-MRI Engineering, Technological Education Institute of Athens, Athènes, Greece, May 2014