Segments.ai is a point cloud annotation tool to create your own point cloud dataset. Full stack software engineer Tobias Cornville gives an overview of public LIDAR datasets and creating your own 3D point cloud dataset in his post 10 Lidar Datasets for Autonomous Driving. Definitely worth to check it out!

In case the post is not available anymore, here is the pdf version.