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tqch avatar tqch commented on August 16, 2024 1

Hi there! It seems that the example command you were using is the one with a DDIM sampler, which is a fast (10x faster in this case; 100 sampling steps vs. 1000) sampler proposed by another work Denoising Diffusion Implicit Models (DDIM) 1. If you would like to reproduce the results of DDPM reported in this repo, please consider removing the use-ddim flag.

By the way, your DDIM result ($\approx$ 4.35) is actually within the reasonable range from the reported CIFAR-10 FID (with 100-steps and quadratic skips) of the DDIM paper. See below
image
and also the author's reply (implying a FID of 4.26 with a different seed in the same setting) on GitHub
https://github.com/ermongroup/ddim/issues/3#issuecomment-960431667
image

Footnotes

  1. Song, Jiaming, Chenlin Meng, and Stefano Ermon. "Denoising Diffusion Implicit Models." In International Conference on Learning Representations. 2020.

from ddpm-torch.

tj-14 avatar tj-14 commented on August 16, 2024

Thank you for your clarification!

Edit: I reran with DDPM at 1000 subseq-size and got an FID of ~3.2 as reported in the table

from ddpm-torch.

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