2 papers
cs.AI2026
A Conflict-aware Evidential Framework for Reliable Sleep Stage Classification
Yunzhi Tian, Dekui Wang, Qirong Bu +3
Multi-view learning has been widely applied for sleep stage classification using multi-modal data. However, existing methods typically assume that different modalities are well-ali…
cs.CV2024
HELPNet: Hierarchical Perturbations Consistency and Entropy-guided Ensemble for Scribble Supervised Medical Image Segmentation
Xiao Zhang, Shaoxuan Wu, Peilin Zhang +5
Creating fully annotated labels for medical image segmentation is prohibitively time-intensive and costly, emphasizing the necessity for innovative approaches that minimize relianc…