Big, Bright, or Invisible: A Frozen-Feature Benchmark of 3D CT Foundation Models

Routine CT interpretation is inherently comprehensive, capturing incidental findings across the entire scan volume. 3D CT foundation models could assist this process by providing generalizable representations of anatomy and pathology. To evaluate their diagnostic breadth, we benchmark ten frozen CT ...