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Education

Ph.D. in Medical Image Analysis 2021–2024

University of Western Brittany (UBO), LATIM — France

Thesis: Longitudinal follow-up and multi-modal analysis for prediction of diabetic retinopathy progression using deep learning

M.Sc. in Images and Signals for Medicine (SIM) 2020–2021

UPEC, France

Engineering Degree, Computer Science for Health 2017–2020

EPISEN, France

Academic Positions

Research Engineer — Image Falsification Detection & Classification (XAI) 2025–2026

IMT Atlantique, France

Ph.D. Researcher — Longitudinal Deep Learning for Diabetic Retinopathy 2021–2024

LATIM, University of Western Brittany, France

Research Intern — Driver Attention Level Classification (Multimodality & DL) Oct 2020 – Feb 2021

Lissi-UPEC, France

Research Intern — Cancerous Anomaly Segmentation on FDG-PET Scans Mar 2020 – Sep 2020

CHU Henri Mondor, France

Research Intern — Deep Learning for Head & Neck Bone Segmentation in CT Apr 2019 – Sep 2019

DKFZ, Germany

Teaching

Lecturer — Introduction to AI/ML & Predictive AI for Maintenance 2024–2025

OPEN Campus

Lecturer — Introduction to Agentic AI and RAG for Enterprise 2024–2025

OPEN Campus

Lecturer — Introduction to Programming & Computer Science 2023–2024

Computer Science Dept., University of Western Brittany

Lecturer — Virtual Patient Deep Learning for Healthcare 2023–2024

School of Engineering, IMT Atlantique

Lecturer — Computer Vision for Tracking using Deep Learning 2023–2024

School of Engineering, IMT Atlantique

Lecturer — Introduction to ML, CS and Technologies for Health 2020–2021

EPISEN

Service

Reviewer

MICCAI 2024, 2025 · CLINICAI 2024 · IEEE TMI · Medical Image Analysis · Biomedical Signal Processing and Control · Computers in Biology and Medicine · Scientific Reports

Challenge Organiser (PI)

MICCAI-MARIO 2024 (AMD Progression in OCT) · MICCAI-DIAMOND 2024 (Diabetic Macular Edema Onset Prediction)

Awards & Honors

Best Paper Award 2022

OMIA Workshop, MICCAI

Third Place — DRAC Data Challenge 2022

DRAC Grand Challenge

Winning Team — Hackathon E-Med 2019

ANSM

Winning Team — Datathon Janssen Défi Oncologie 2019

Janssen Johnson

Skills

PythonPyTorchRJavaC/C++MATLABLangChainLangGraphAutoGenCrewAIMedical ImagingSignal ProcessingComputer VisionHugoLaTeXMarkdown