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Ultrasound Diagnosis on Liver

70.8SAccZoom-then-Diagnose
47.453.47559.5565.625May 20, 2026

Evaluation results

MethodLinks
Zoom-then-DiagnoseStochastic rollouts=8 rollouts, T=0.72026.0570.867.9130.15
MedVLM-R1Stochastic rollouts=8 rollouts, T=0.72026.0555.655.440-0.03
CoFStochastic rollouts=8 rollouts, T=0.72026.0555.255.7440.2
Qwen2.5VL†Stochastic rollouts=8 rollouts, T=0.72026.0554.648.435-0.01
LingshuStochastic rollouts=8 rollouts, T=0.72026.0554.550450.02
Qwen2.5VLStochastic rollouts=8 rollouts, T=0.72026.0548.34734-0.05