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No single foundation model rules 3D radiology: across 2.1 million volumetric scans and 108 benchmarks, ConvNets consistently outperform transformers at dense spatial localization, while transformers decisively win on global semantic reasoning.
TACTIC reveals that integrating clinical context into WB-MRI analysis can significantly boost diagnostic accuracy, even when faced with incomplete data.
Achieving high-quality MRI reconstructions at unprecedented undersampling rates by disentangling dynamic contrast and anatomy could revolutionize clinical imaging practices.
