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> OpenAI's CLIP model already embeds images and text into the same embedding space.

Not really. Embeddings from images occupy a different region of the space than embeddings from text. A picture of cat and the text "cat" do not resolve to the same embedding.

This is why DALL-E has a model learning to translate CLIP text embeddings into CLIP image embeddings before decoding the embedding.



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