Abstract: Highlights•A novel knowledge transfer transformer for segmenting fine-scale 3D vasculature.•A unique vision transformer integrating both local convolutions and global encodings.•A U-shape multi-scale processing through the hierarchical convolutional transformer.•Knowledge transfer through transformers to explore the resolution inter-dependencies.
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