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Re:MiniGPT-4 by fpgaminer on Monday April 17, 2023 @12:42PM (#35603246)
BLIP2 is a contrastive Image-Language model. The embeddings from the BLIP2 image model are already both aligned with text, and linear. It should not be a surprise that only a projection is required to translate it to LLaMA's embedding space.
Re:MiniGPT-4 by cs702 on Monday April 17, 2023 @01:59PM (#35604218)
This is the best answer. It makes sense to me. Thank you :-)
Re:MiniGPT-4 by og_kalu on Tuesday April 18, 2023 @09:03PM (#35622848)
as well as this - https://llava-vl.github.io/, Just found this paper that demonstrated this a few months ago (that somehow language and vision models learn representations similar enough that linear projection is enough) https://arxiv.org/abs/2209.15162
Re:MiniGPT-4 by cs702 on Wednesday April 19, 2023 @11:31AM (#35629440)
Thank you for sharing this. I would not have expected that. It does seem pretty wild.
Re:MiniGPT-4 by og_kalu on Tuesday April 18, 2023 @08:14PM (#35622433)
apparently you can project directly with CLIP. See here - https://llava-vl.github.io/. This seems pretty wild to me.
Re:MiniGPT-4 by cs702 on Wednesday April 19, 2023 @11:55AM (#35629759)
That seems pretty wild to me too.