Diffusion

Blogs

• Generating images with DDPMs: A PyTorch Implementation

  https://medium.com/@brianpulfer/enerating-images-with-ddpms-a-pytorch-implementation-cef5a2ba8cb1

  It also provides a colab notebook and a github repository https://github.com/BrianPulfer/PapersReimplementations/tree/main/src/cv/ddpm

• What are Diffusion Models?

  https://lilianweng.github.io/posts/2021-07-11-diffusion-models/

2020-Denoising diffusion probabilistic models

See [HJA20]. It is short for DDPM and has been cited by more than 11358 times.

2022-Denoising diffusion implicit models

See [SME20]. It is short for DDIM and has been cited by more than 4216 times.

Diffusion

HJA20

Jonathan Ho, Ajay Jain, and Pieter Abbeel. Denoising diffusion probabilistic models. Advances in neural information processing systems, 33:6840–6851, 2020. URL: https://proceedings.neurips.cc/paper/2020/file/4c5bcfec8584af0d967f1ab10179ca4b-Paper.pdf.

SME20

Jiaming Song, Chenlin Meng, and Stefano Ermon. Denoising diffusion implicit models. arXiv preprint arXiv:2010.02502, 2020. URL: https://arxiv.org/pdf/2010.02502.