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Generative AI and Foundation Models in Radiology: Applications, Opportunities, and Potential Challenges

Neda Tavakoli, Zahra Shakeri, Vrushab Gowda, Konrad Samsel, Arash Bedayat, Ahmadreza Ghasemiesfe · Radiology · 2025

Foundation models can streamline imaging workflows, improve diagnostic accuracy, enable personalized treatment, and, via integrated generative artificial intelligence, create synthetic images to augment scarce real-world data; however, successful adoption requires explainability, trust, and workflow integration.

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