Minzhe Liu

Prototype-Voxel Contrastive Learning for LiDAR Point Cloud Panoptic Segmentation

LiDAR point cloud panoptic segmentation, including both semantic and instance segmentation, plays a critical role in meticulous scene understanding for autonomous driving. Existing 3D voxelized approaches either utilize 3D sparse convolution that only focuses on local scene understanding, or add ext…