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the usage of ema #152

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cb6e310 opened this issue Nov 26, 2024 · 2 comments
Closed

the usage of ema #152

cb6e310 opened this issue Nov 26, 2024 · 2 comments

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@cb6e310
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cb6e310 commented Nov 26, 2024

hi, great work! i just would like to ask what is the role of ema in cifar10 example?

@atong01
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atong01 commented Nov 26, 2024

ema improves the performance by quite a bit on cifar (2-3 FID if I remember correctly). Would say this is fairly standard in diffusion models due to large variance in the gradients.

@kilianFatras
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Hi. Alex is right. Furthermore, without EMA, the FID is around 7.5. With EMA, the FID is around 3.7.

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