Chenliang Zhou*

FrePolad: Frequency-Rectified Point Latent Diffusion for Point Cloud Generation

"We propose FrePolad: frequency-rectified point latent diffusion, a point cloud generation pipeline integrating a variational autoencoder (VAE) with a denoising diffusion probabilistic model (DDPM) for the latent distribution. FrePolad simultaneously achieves high quality, diversity, and flexibility…