Photo: Google Scholar profile of Charbel Mourad

Clinical & Academic Collaborators

Charbel Mourad

Assistant Professor of Radiology, Lebanese Hospital Geitaoui – University Medical Center (LHG-UMC), Beirut

Lebanese Hospital Geitaoui – University Medical Center, Beirut, Lebanon

Dr. Charbel Mourad is Assistant Professor of Radiology at the Lebanese Hospital Geitaoui – University Medical Center in Beirut. He is our clinical partner on bias-aware foundation models for equitable breast cancer screening, contributing the biopsy-confirmed Lebanese mammography cohort.

Awards & fellowships

MICCAI 2025 Best Paper Award shortlist (2025) — MICCAI 2025, Daejeon — oral spotlight for “Bias and Generalizability of Foundation Models across Datasets in Breast Mammography”

Research Collaboration and Funded Projects 1 filter all →

Bias-aware foundation models for equitable breast cancer screening

Research collaboration · 2024 – ongoing

Bias-aware foundation models for equitable breast cancer screening

This project addresses fairness and generalization challenges of foundation models for breast mammography, where AI systems trained predominantly on data from …

Responsible AI Medical Imaging Radiology Women's & Fetal

Publications 2 filter all →

When multi-institutional dataset aggregation masks shortcut-like behavior in Foundation Models for medical imaging

Elodie Germani, Fatima Zeineddine, Charbel Mourad, Shadi Albarqouni

Medical Image Analysis, 2026

Journal Q1IF 11.8 ❝ 3 Radiology Point-of-Care Women's & Fetal Global Health Bias-aware foundation models …EEDA

Publisher PDF Interactive explainer BibTeX

Bias and generalizability of foundation models across datasets in breast mammography

Elodie Germani, İlayda Selin Türk, Fatima Zeineddine, Charbel Mourad, Shadi Albarqouni

International conference on medical image computing and computer-assisted intervention, 2025

Conference CORE A29% acc. ❝ 9 Radiology Point-of-Care Women's & Fetal Global Health Bias-aware foundation models …EEDA

Publisher PDF Interactive explainer BibTeX

Datasets 1

Breast Mammography Dataset (Lebanon & international cohorts)

Jan 2025Breast Mammography Dataset (Lebanon & international cohorts)

Community & events 1

Oral Spotlight and Best Paper Award Shortlist at MICCAI 2025 in Daejeon

Sep 2025 · Daejeon, South KoreaOral Spotlight and Best Paper Award Shortlist at MICCAI 2025 in Daejeon