Abstract: Highlights•LiDAR-based VOS task, which segments specific 3D targets in LiDAR sequences.•KITTI-VOS dataset constructed from SemanticKITTI.•Memory- and tracking-based baselines for a comprehensive study.•Effective refine module to boost these baselines’ performances.
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