Model Description
– Luo, Shitong and Hu, Wei – 2021
Proposed a probabilistic generative model for point clouds inspired by non-equilibrium thermodynamics, exploiting the reverse diffusion process to learn the point distribution. All models are available on the original Github repo Link. It consists of a model for airplane model generating.
Documents
Datasets
ShapeNet is a comprehensive 3D shape dataset created for research in computer graphics, computer vision, robotics and related diciplines.
How to use
Train and test snippets for both auto-encoder and generator are published under the official GitHub repository above.
BibTeX Entry and Citation Info
@inproceedings{luo2021diffusion,
author = {Luo, Shitong and Hu, Wei},
title = {Diffusion Probabilistic Models for 3D Point Cloud Generation},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
month = {June},
year = {2021}
}