Large Receptive Field Fully Convolutional Network for Semantic Segmentation of Retinal Vasculature in Fundus Images. - Gabriel Lepetit-Aimon; Renaud Duval; Farida Cheriet (COMPAY/OMIA@MICCAI, 2018)

A Multitask Learning Architecture for Simultaneous Segmentation of Bright and Red Lesions in Fundus Images. - Clément Playout; Renaud Duval; Farida Cheriet (MICCAI (2), 2018)

A Novel Weakly Supervised Multitask Architecture for Retinal Lesions Segmentation on Fundus Images. - Clément Playout; Renaud Duval; Farida Cheriet (IEEE Trans. Medical Imaging, 2019)

Focused Attention in Transformers for interpretable classification of retinal images. - Clément Playout; Renaud Duval; Marie-Carole Boucher; Farida Cheriet (Medical Image Anal., 2022)

Steered Convolutional Neurons to Better Learn the Classification of Retinal Vessels. - Gabriel Lepetit-Aimon; Marie-Carole Boucher; Renaud Duval; Farida Cheriet (ISBI, 2023)

MBT: Model-Based Transformer for retinal optical coherence tomography image and video multi-classification. - Badr Ait Hammou; Fares Antaki; Marie-Carole Boucher; Renaud Duval (Int. J. Medical Informatics, 2023)

A Region-Based Approach to Diabetic Retinopathy Classification with Superpixel Tokenization. - Clément Playout; Zacharie Legault; Renaud Duval; Marie-Carole Boucher; Farida Cheriet (MICCAI (5), 2024)

MAPLES-DR: MESSIDOR Anatomical and Pathological Labels for Explainable Screening of Diabetic Retinopathy. - Gabriel Lepetit-Aimon; Clément Playout; Marie-Carole Boucher; Renaud Duval; Michael H. Brent; Farida Cheriet (CoRR, 2024)

Multi-style conversion for semantic segmentation of lesions in fundus images by adversarial attacks. - Clément Playout; Renaud Duval; Marie-Carole Boucher; Farida Cheriet (CoRR, 2024)

Enhanced Graph Representation for Reliable Retinal Vessel Analysis: CLSA Population-Based Study. - Gabriel Lepetit-Aimon; Lycia Mameri; Renaud Duval; Farida Cheriet (ISBI, 2025)

Performance of GPT-5 Frontier Models in Ophthalmology Question Answering. - Fares Antaki; David Mikhail; Daniel Milad; Danny A Mammo; Sumit Sharma; Sunil K. Srivastava; Bing Yu Chen; Samir Touma; Mertcan Sevgi; Jonathan El-Khoury; Pearse A. Keane; Qingyu Chen; et al. (CoRR, 2025)