Xiaoyang Xiao

Point-MaDi: Masked Autoencoding with Diffusion for Point Cloud Pre-training

Self-supervised pre-training is essential for 3D point cloud representation learning, as annotating their irregular, topology-free structures is costly and labor-intensive. Masked autoencoders (MAEs) offer a promising framework but rely on explicit positional embeddings, such as patch center coordin…