Beyond Report Imitation: Clinically Aware Multi-Image Ultrasound Report Generation from Visible Evidence

arXiv:2610.11610 · cs.CV, cs.AI · Submitted 2026-10-08 · Read on arXiv

cs.CV, cs.AI

Submitted: 2026-10-08

Updated: 2026-10-08

Code: https://github.com/NiHaoWoJiaoYYC/CAMEO

Terminology

Alignment — 30× in this paper · explained in 1 episode
Grounding — 10× in this paper · explained in 3 episodes
Benchmark — 8× in this paper · explained in 2 episodes
Adaptation — 6× in this paper · explained in 1 episode
Domain Adaptation — 6× in this paper · explained in 5 episodes
Instruction Tuning — 6× in this paper · explained in 2 episodes
Verification — 5× in this paper · explained in 2 episodes
Aggregation — 4× in this paper · explained in 1 episode
Distillation — 4× in this paper · explained in 2 episodes
Failure Modes — 3× in this paper · explained in 3 episodes
Ablation — 2× in this paper · explained in 1 episode
Ablation study — 2× in this paper · explained in 1 episode
Alignment Problem — 2× in this paper · explained in 1 episode
Arbiter — 2× in this paper · explained in 1 episode
Calibration — 2× in this paper · explained in 7 episodes
Accuracy — 1× in this paper · explained in 1 episode
Consistency — 1× in this paper · explained in 3 episodes
Domain Shift — 1× in this paper · explained in 4 episodes
Foundation Model — 1× in this paper · explained in 3 episodes
Hallucination — 1× in this paper · explained in 3 episodes
LLM judge — 1× in this paper · explained in 2 episodes
Transformer — 1× in this paper · explained in 2 episodes
Verifier — 1× in this paper · explained in 2 episodes

Sources

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