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LAION-400M

lastmod 2021-09-15created 2021-09-151 edits

Dataset of 400 million image-text pairs

Features

  • The world's largest freely available image dataset
    • Dump of web page crawl data from 2014–2021
  • All images/texts filtered with OpenAI's CLIP
    • Image/text pairs with similarity of 0.3 or below filtered out, then manually verified
  • Dataset structure
    • 50GB of URL+caption metadata Parquet files
    • 10TB full-version webdataset of 256x256 images/captions/metadata, ready to use for training
    • 1TB of CLIP embeddings for 400M texts/images. Useful for rebuilding KNN indices
    • Two 4GB KNN indices that make searching the dataset easy

See also

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