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Training on small datasets #14

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j0seo opened this issue Sep 28, 2024 · 1 comment
Open

Training on small datasets #14

j0seo opened this issue Sep 28, 2024 · 1 comment

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@j0seo
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j0seo commented Sep 28, 2024

Thank you for releasing this amazing work!

I am curious about how well it performs on relatively small datasets. Could you share your thoughts on whether we can expect good generalization performance when training on relatively small datasets (<30K)?

@xduzhangjiayu
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xduzhangjiayu commented Oct 31, 2024

@j0seo
Here, https://huggingface.co/docs/diffusers/v0.20.0/en/api/pipelines/controlnet_sdxl
It says: "The ControlNet learns task-specific conditions in an end-to-end way, and the learning is robust even when the training dataset is small (< 50k)"
What do you think? Have you tried with small and large datasets and compare the results?

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