Oriented to the need for efficient processing of point clouds, this research focuses on the deep feature description and semantic segmentation method of point clouds, laying a theoretical foundation for the application of complicated scene understanding. The research results were selected for the AAAI 2020 Oral paper (less than 6%) and were promoted into the national standard and industry standards.