In this paper, we propose a V oxel-wise CLIP -enhanced model for semi-supervised medical image Seg mentation (VCLIPSeg). Our model incorporates three modules: Voxel-Wise Prompts Module (VWPM), Vision-Text Consistency Module (VTCM), and Dynamic Labeling Branch (DLB). The VWPM integrates ...