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Foundation Models for Medical Imaging: Large-Scale Pretraining for Universal Diagnostic Systems

Xin Nie, Xingyang Chen (Author) ¹

Published: 2026-03-26

• Abstract

  The rapid advancement of artificial intelligence in medical imaging has led to significant improvements in diagnostic accuracy; however, most existing systems remain narrowly designed for specific tasks, datasets, or modalities. This fragmentation limits their scalability and hinders deployment in real-world clinical environments where adapta... More >