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What is 'ADM' mean in this paper?

Open choidaedae opened this issue 2 years ago • 5 comments

I am an undergrad student in CS, and I have been interested in Generative model recently. I apologize for my ignorance.

I have a question while reading your paper that contributed greatly to the diffusion model. In an experiment comparing FIDs of generated images with other diffusion models, or generative models such as GAN, I thought LDM-1 was ADM (A Diffusion model without classifier guidance in paper: "Diffusion model beat GANs ~~". However, in this experiment, LDM-1 was compared with ADM, and ADM performed better. What is the 'ADM' used in this experiment? Can you give me the name or link of the paper that was presented in which paper?

choidaedae avatar Jun 29 '23 02:06 choidaedae

"Diffusion models beat GANs on image synthesis", I think.

moonbow721 avatar Jun 29 '23 06:06 moonbow721

As I mentioned above, at first, I also thought that it is a model introduced in that paper, but In experiment in this paper, LDM-1 is being compared with that ADM. Why aren't they same? Which models were used in LDM-1 and ADM?

choidaedae avatar Jun 29 '23 06:06 choidaedae

guided diffusion, from Diffusion Models beat GANs on image synthesis

ZiQi-Jiang avatar Sep 26 '23 08:09 ZiQi-Jiang

ADM - ablated diffusion model

SanjeevaRDodlapati avatar Dec 13 '23 08:12 SanjeevaRDodlapati

LDM: Latent diffusion model -> diffusion occurs at latent representation. ADM: Ablated diffusion model -> diffusion occurs at image level.

Harr7y avatar May 06 '24 03:05 Harr7y