Lixin Liang

Dual stream knowledge distillation for 3D LiDAR segmentation model with large sparse multi-directional convolution

Semantic segmentation of LiDAR point clouds is a fundamental task in 3D scene understanding, with broad applications in autonomous driving, robotics, and urban mapping. This paper presents a novel framework that couples 3D large sparse multi-directional convolution with a trainin...