2 papers
cs.CV2026
Are We Overconfident in Models and Results for Semi-Supervised 3D Medical Image Segmentation?
Jun Li, Ziwei Qin
Semi-supervised learning has become a dominant paradigm for reducing annotation costs. However, we argue that the current progress is clouded by a twofold overconfidence problem. A…
cs.CV2025
MAPI-GNN: Multi-Activation Plane Interaction Graph Neural Network for Multimodal Medical Diagnosis
Ziwei Qin, Xuhui Song, Deqing Huang +2
Graph neural networks are increasingly applied to multimodal medical diagnosis for their inherent relational modeling capabilities. However, their efficacy is often compromised by…