Causal-SAM-LLM: Large Language Models as Causal Reasoners for Robust Medical Segmentation

Tao Tang, Shijie Xu, Jionglong Su +1

The clinical utility of deep learning models for medical image segmentation is severely constrained by their inability to generalize to unseen domains. This failure is often rooted…