Autonomous vehicles operate in highly dynamic environments necessitating an accurate assessment of which aspects a scene are moving and where they to. A popular approach to 3D motion estimation, termed flow, is employ point cloud data from consecutive LiDAR scans, although such approaches have been limited by the small size real-world, annotated data. In this work, we introduce new large-scale ...