8000 Why we use diffusion for prior model · Issue #313 · borisdayma/dalle-mini · GitHub
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Why we use diffusion for prior model  #313

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@xiaotingxuan

Hi , I am a greenhorn for diffusion model

According to Dalle2 paper,Prior model is used to predict clip image embeddings from clip text embeddings. I think they design this model to minimize modality gap

I just don't konw why we need to use diffusion model for Prior. I know we can, but why we don't use a simpler network(I don't know ,maybe just a MLP) to implements the mapping from image embeddings to text embeddings. Diffusion model is quite expensive in terms of time and compute.

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  1. borisdayma commented on Dec 9, 2022

    @borisdayma
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    In the paper they claim it trains faster but you can probably get similar results without it.

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