we had a series of work that started the field of 3D deep learning (PointNet, PointNet++ and Multi-View/Volumetric CNNs) and explored their various applications for 3D scene understanding (detection, segmentation, scene flow, shape synthesis). Such models have been widely used in both academia and industry (autonomous driving, augmented reality and robotics).