cross-institutional robustness 1ct report generation 1foundation models 1medical imaging 1reinforcement learning 1
From the 1 of 3 linked papers with an AI index.
3 papers
cs.CV2026
Astra: a generalizable report generation foundation model for 3D computed tomography
Zhuhao Wang, Fang Chen, Chaohui Yu +19
Astra is a foundation model that automatically generates radiology reports from thoracoabdominal CT scans, handling multiple organ regions and maintaining consistent style across d…
cs.CV2025
Native Intelligence Emerges from Large-Scale Clinical Practice: A Retinal Foundation Model with Deployment Efficiency
Jia Guo, Jiawei Du, Shengzhu Yang +21
Current retinal foundation models remain constrained by curated research datasets that lack authentic clinical context, and require extensive task-specific optimization for each ap…
cs.CL2024
LLM-RG4: Flexible and Factual Radiology Report Generation across Diverse Input Contexts
Zhuhao Wang, Yihua Sun, Zihan Li +3
Drafting radiology reports is a complex task requiring flexibility, where radiologists tail content to available information and particular clinical demands. However, most current…