Abstract: Highlights•A transferability framework is designed to address the small amount of private clinical cerebrovascular datasets.•Exploration of adaptive strategies for different modalities of cerebrovascular datasets (MRI-CT).•Extracting multiscale features for the identification of edge voxels in thin cerebral vessels.•We have validated the effectiveness of our model in cerebrovascular segmentation by using three datasets.
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