Abstract: Highlights•Overlapping and deviated vertebrae are common with existing methods.•SVVD-Net is proposed to tackle the issues via a landmark sequence generation framework.•It employs anatomy-aware encoder to handle vertebrae similarities among individuals.•It adopts structure mask to address occasional subtle misalignments between two adjacent vertebrae.
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