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Would DALL-E Mini be appropriate for fine-tuning for human face-based model? #176

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NomeQ opened this issue Apr 28, 2022 · 1 comment

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@NomeQ
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NomeQ commented Apr 28, 2022

Hello! I am currently researching options for a pre-trained model. I'm working on a personal project to tune a model to do text-to-image just for D&D character portraits, and curious if you've had any feedback or done any experiments on fine-tuning DALL-E Mini for a niche task.

  • I noticed, both in using DALL-E Mini and in your report, that the current model doesn't do particularly well with human faces. Are you aware of anyone doing experiments to fine-tune it to be better at generating faces?
  • Overall, do you have any data or observations from fine-tuning DALL-E Mini on small datasets or few-shot learning? That would be an awesome future report, if not. I've been amazed by how NLP models, like GPT-J, have shown such good tuning results on datasets with 20-100 examples. I wouldn't expect the same from image models, but I'm curious what the threshold is.
@borisdayma
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For faces, I think a few other models such as GAN's may be performing better for now

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