Abstract: Highlights•The topological prior of the coronary artery is integrated into segmentation model.•Orientation-guided tracking method improves the segmentation significantly.•Connected component ratio metric is proposed to evaluate the volume connectivity.•Comprehensive experiments demonstrate the effectiveness of the proposed Ori-Net.
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