1. Introduction
3D object detection serves as an indispensable component in 3D scene understanding for autonomous driving. With increased affordability and accessibility, LiDAR sensors are now widely adopted for accurate localization. Unlike regular camera images, LiDAR point cloud has its own unordered, unstructured and sparse nature, thus requiring an effective representation for 3D object detection algorithms in real world.