A controlled study across four vision encoders, five compressors, and five language models shows ROI cropping is the most consistent improvement for CT report generation, reaching new SOTA clinical F1 of 49.5.
Radiologists’ variation of time to read across different procedure types,
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Resolution Meets Reduction: Efficient Visual Context for 3D Radiology Report Generation
A controlled study across four vision encoders, five compressors, and five language models shows ROI cropping is the most consistent improvement for CT report generation, reaching new SOTA clinical F1 of 49.5.