Education

Ph.D. in Medical Image Analysis

2021–2024

University of Western Brittany

M.Sc. in Images and Signals for Medicine

2020–2021

UPEC (Université Paris-Est Créteil)

Engineering Degree in Computer Science for Health

2017–2020

EPISEN

Professional Experience

Research Engineer

2025–Present

IMTA, France

Image falsification detection and classification using explainable AI.

Ph.D. Researcher

2021–2024

LATIM, France

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

Research Intern

2020-10 – 2021-02

Lissi-UPEC, France

Driver attention level classification using multimodality and deep learning.

Research Intern

2020-03 – 2020-09

CHU-Henri Mondor, France

Cancerous anomaly segmentation and detection on FDG-PET scans using a Bayesian framework.

Research Intern

2019-04 – 2019-09

DKFZ, Germany

Deep learning in computer vision for head and neck bone segmentation in CT scans.

Selected Publications

  • Zeghlache, R., et al. (2025). L-MAE: Longitudinal masked auto-encoder for diabetic retinopathy progression prediction. Computers in Biology and Medicine, 185, 109508.
  • Zeghlache, R., et al. (2024). LATIM: Longitudinal representation learning for disease progression. MICCAI.
  • Zeghlache, R., et al. (2023). Longitudinal self-supervised learning using neural ODEs. PRedictive Intelligence In MEdicine.
  • Zeghlache, R., et al. (2023). LMT: Longitudinal mixing training from a single image. Machine Learning in Medical Imaging.
  • Zeghlache, R., et al. (2022). Detection of diabetic retinopathy using longitudinal SSL. Ophthalmic Medical Image Analysis.

Awards and Honors

Best thesis (second price $500)

2025

UBO

Award for conference participation

2024

UBO

$500 grant for research on machine learning methods discovery.

Award for conference participation

2024

IBSAM

$500 grant for research on machine learning methods for biological discovery.

Best poster presentation Award

2021

OMIA-MICCAI

Skills and Expertise

Languages

  • French (native)
  • English (advanced)
  • German (basics)

Technical

  • Signal Processing
  • Medical Imaging
  • Image Processing
  • Machine Learning
  • Computer Vision

Programming

  • Python (proficient)
  • R
  • Java
  • C/C++
  • C#
  • Matlab
  • LaTeX

Tools

  • LaTeX
  • Markdown
  • Pandoc
  • GitHub

Editorial Boards

  • Reviewer, IEEE Transactions on Medical Imaging
  • Reviewer, Scientific Reports
  • Reviewer, Computers in Biology and Medicine
  • MICCAI, CLINICAI, MICCAI Challenge
  • ISBI