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Author

Roaa Ghanim

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Review Open access Sep 2026

Foundation Models in Medical Imaging: A Systematic Review, Taxonomy, and Future Research Agenda

This systematic review evaluated forty-two studies published between 2024 and 2026 across eleven databases using PRISMA 2020 guidelines and AI-specific quality frameworks and demonstrated high organ segmentation accuracy with Dice coefficients exceeding 0.90, whereas performance declined for infiltrative tumours, and e...

Roaa Ghanim · 0 citations
Open access Jul 2026

Learning Generalizable Visual Representations for AI-Generated Image Detection

Detectors of AI generated images often perform extremely well when learning from generators they have never encountered information from, and fail when learning from generators they have not learned from. Detectors of AI generated images typically have an accuracy rate of almost 100% when they are trained on generators...

Roaa Ghanim, Nibras Hmaizah · 0 citations

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