Language-guided multimodal domain generalization for outcome prediction of head and neck cancer

Rongfang Wang, JiaSheng Chen, Xinlong Zhang, Hui Liu, Zhiguo Zhou, Kai Wang, Changzhe Jiao, Jing Wang

Abstract: Highlights•Propose a language-based clinical prompt to get continuous semantic info from EHRs.•Design a 3-branch multimodal net enhanced by contrastive and adversarial learning.•Our method excels 11 SOTA methods on the six datasets, showing superior DG results.

External IDs:doi:10.1016/j.compbiomed.2025.110992