A single-stage point cloud cleaning network for outlier removal and denoising

•A novel neural network that can effectively remove outliers and noisy points.•An adaptive downsampling module which is robust to noise and outliers.•A feature compensation module which facilitates accurate feature learning.•A novel point cloud upsampling module.•The model can generate more clean and uniform point clouds.