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Tianyuan Jiang

2 accepted papers

2022

JPV-Net: Joint Point-Voxel Representations for Accurate 3D Object Detection

AAAI 2022technical

Voxel and point representations are widely applied in recent 3D object detection tasks from LiDAR point clouds. Voxel representations contribute to efficiently and rapidly locating objects, whereas point representations are capable of describing intra-object spatial relationship for detection refine…

Cited by 10SourcePDFScholar
2021

VIC-Net: Voxelization Information Compensation Network for Point Cloud 3D Object Detection

ICRA 2021poster

Voxel-based methods have been widely used in point cloud 3D object detection. These methods usually transform points into voxels while suffering from information loss during point cloud voxelization. To address this problem, we propose a novel one-stage Voxelization Information Compensation Network…

Cited by 45SourceScholar