Example Denoising Diffusion Probabilistic Models

This code is DDPM implimentation base on swiss roll dataset.

Author

hwlee [email protected]

Date

2022-11-18

Requirements

torch
matplotlib
PyLab
numpy

Result example

Reference

[1] Sohl-Dickstein, Jascha, et al. "Deep unsupervised learning using nonequilibrium thermodynamics." International Conference on Machine Learning. PMLR, 2015.
[2] Ho, Jonathan, Ajay Jain, and Pieter Abbeel. "Denoising diffusion probabilistic models." Advances in Neural Information Processing Systems 33 (2020): 6840-6851.