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cs.CV2025
Mask What Matters: Controllable Text-Guided Masking for Self-Supervised Medical Image Analysis
Ruilang Wang, Shuotong Xu, Bowen Liu +3
The scarcity of annotated data in specialized domains such as medical imaging presents significant challenges to training robust vision models. While self-supervised masked image m…
cs.CV2024
Leveraging CORAL-Correlation Consistency Network for Semi-Supervised Left Atrium MRI Segmentation
Xinze Li, Runlin Huang, Zhenghao Wu +4
Semi-supervised learning (SSL) has been widely used to learn from both a few labeled images and many unlabeled images to overcome the scarcity of labeled samples in medical image s…