IEEE transactions on neural networks and learning systems
Boosting Semi-Supervised Medical Image Segmentation Through Inter-Instance Information Complementarity.
Shuai Wu, Ruyi Liu, Hang Wei, Linrunjia Liu, Jie Wen, Qiguang Miao
Published: 202610.1109/TNNLS.2025.3649537
Abstract
The acquisition of expert-annotated data remains a critical bottleneck for medical image segmentation, thereby constraining the clinical applicability of highly accurate models. Crucially, despite this scarcity of labeled data, the intrinsic homogene…
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