2 papers
cs.CV2026
Semi-MedRef: Semi-Supervised Medical Referring Image Segmentation with Cross-Modal Alignment
Yuchen Li, Zhen Zhao, Ziru Wei +2
Medical referring image segmentation (MRIS) predicts lesion masks from medical images and natural-language referring expressions, but acquiring paired pixel-level annotations and r…
cs.AI2026
CAMPA: Efficient and Aligned Multimodal Graph Learning via Decoupled Propagation and Aggregation
Daohan Su, Hao Liu, Xunkai Li +6
Multimodal Graph Neural Networks (MGNNs) have shown strong potential for learning from multimodal attributed graphs, yet most existing approaches rely on tightly coupled architectu…