including not just findings but also lines & tubes classification/segmentation and report generation. We also test the effect of adding structured labels alongside reports during CLIP‑style pretraining, and study scaling laws under these controlled conditions.
The result is a fair, end‑to‑end comparison that isolates what actually drives performance for radiology foundation models.
#AI #MedicalImaging #FoundationModels #ScalingLaws #Radiology