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cs.CV2025
Fully Automated SAM for Single-source Domain Generalization in Medical Image Segmentation
Huanli Zhuo, Leilei Ma, Haifeng Zhao +3
Although SAM-based single-source domain generalization models for medical image segmentation can mitigate the impact of domain shift on the model in cross-domain scenarios, these m…
cs.CV2025
Bidirectional Uncertainty-Aware Region Learning for Semi-Supervised Medical Image Segmentation
Shiwei Zhou, Xin Liu, Haifeng Zhao +2
In semi-supervised medical image segmentation, the poor quality of unlabeled data and the uncertainty in the model's predictions lead to models that inevitably produce erroneous ps…