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Photorealistic Unreal Graphics

lastmod 2023-08-14created 2023-08-141 edits

Meta AI releases the PUG (Photorealistic Unreal Graphics) dataset for vision models

Features

Meta AI releases the PUG dataset for vision models

  • Three datasets: PUG: Animals, PUG: ImageNet, and PUG: SPAR
    • PUG: Animals: a dataset for OOD research that also allows better probing of vision model representations
    • PUG: ImageNet: a dataset for ImageNet-pretrained models, to better understand vision model capabilities in terms of robustness to specific factors of variation
    • PUG: SPAR is a dataset for evaluating VLM understanding using synthetic data
  • Comes with sample code for downloading and loading the datasets
  • Unreal Engine can be used to set up environments, load datasets, and more
  • Distributed under the CC-BY-NC license

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