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CLIP and Contrastive Vision-Language Pretraining
BuildPython (stdlibInfoNCE + sigmoid loss implementations)OpenAI's CLIP (2021) proved a single idea big enough to power the next five years: align an image encoder and a text encoder in the same vector space using only noisy web image-caption pairs and a contrastive loss. Zero supervised labels....