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26 Oct 2023

Paper summary

Paper summary: A Picture is Worth a Thousand Words: Principled Recaptioning Improves Image Generation

RECAP relabels a text-to-image training set with captions from a specialised captioning model instead of web alt-text, and reports better image quality and much better prompt following.

  • Web alt-text is a poor description of the image; better captions alone improve a text-to-image model.
  • The gains show up in semantic accuracy, counting and positional alignment, not only in FID.

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