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🎯 ToysAD-8K and PartsAD-15K datasets

  • The ToysAD-8K and PartsAD-15K dataset are available for download here.
  • ToysAD-8K includes real-world objects from multiple categories and PartsAD-15K comprises a diverse set of mechanical object parts.
  • Both datasets consist of multiple scene folders, each containing RGB rendered images, masks, and segmentations annotations for each multiview image along with their metadata.
  • Different types of abnormalities include: missing parts, broken/fracture/cracks parts, mis-alignments, texture mismatch.
  • The datasets are divided into chunks of 5GB. We provide scripts to download both datasets.
Dataset name Command Total size Comments
ToysAD-8K bash data/download.sh toysAD8K 40 GB Rendered using Toys4K* shapes (Creative Commons and royalty-free licenses)
PartsAD-15K bash data/download.sh partsAD15K 94 GB Rendered using ABC* shapes (MIT827 license)

*This repository does not claim ownership of the shapes in the original dataset. To obtain the original shape data, please refer to their official dataset pages. You can retrieve the shape_ids from .json files in the scene folders.

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