Recaptioning training images with a multimodal model and replacing CLIP's text tower with a large language model makes a standard contrastive model state-of-the-art on composition and retrieval benchmarks.
Virtex: Learning visual representations from textual annotations, 2021
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Learning Visual Composition through Improved Semantic Guidance
Recaptioning training images with a multimodal model and replacing CLIP's text tower with a large language model makes a standard contrastive model state-of-the-art on composition and retrieval benchmarks.