Ali M. Duhaim

A trustworthy cross-domain AI framework for fundus disease classification using hybrid CNN fusion and supervised domain adaptation

FusionEye-Net combines strong internal performance with substantially improved cross-domain generalization through lightweight adaptation, underscoring the critical role of external validation and domain-aware fine-tuning in formulating trustworthy, adaptive AI-assisted decision-support tools that can safely augment au...

Towards trustworthy and explainable AI for ocular disease diagnosis using an ontology-guided neuro-symbolic framework