“In the field of dynamic point cloud compression, researchers have proposed a neighborhood feature extraction algorithm that combines sparse convolution and nearest neighbor aggregation, effectively improving the efficiency of point cloud compression and reconstruction quality, providing support for the application and transmission of dynamic point cloud data.”