Oriented to the need for efficient point cloud processing, 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 NeurIPS, AAAI Oral paper and promoted into the national and industry standards.