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cs.CV2026
Resolution Meets Reduction: Efficient Visual Context for 3D Radiology Report Generation
Jonathan Suprijadi, Raphael Stock, Moritz Langenberg +10
Vision-language models offer a promising path toward automating radiology report generation, but applying them to full 3D CT volumes poses substantial computational challenges. Mod…
cs.CV2025
Revisiting 3D Medical Scribble Supervision: Benchmarking Beyond Cardiac Segmentation
Karol Gotkowski, Klaus H. Maier-Hein, Fabian Isensee
Scribble supervision has emerged as a promising approach for reducing annotation costs in medical 3D segmentation by leveraging sparse annotations instead of voxel-wise labels. Whi…