most citedStaged Voxel-Level Deep Reinforcement Learning for 3D Medical Image Segmentation with Noisy Annotations

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cs.CV2025

Diff-CL: A Novel Cross Pseudo-Supervision Method for Semi-supervised Medical Image Segmentation

Xiuzhen Guo, Lianyuan Yu, Ji Shi +2

Semi-supervised learning utilizes insights from unlabeled data to improve model generalization, thereby reducing reliance on large labeled datasets. Most existing studies focus on…

cs.CV2025

GIGP: A Global Information Interacting and Geometric Priors Focusing Framework for Semi-supervised Medical Image Segmentation

Lianyuan Yu, Xiuzhen Guo, Ji Shi +2

Semi-supervised learning enhances medical image segmentation by leveraging unlabeled data, reducing reliance on extensive labeled datasets. On the one hand, the distribution discre…