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chooseanything/mvtec-ad-cable

MVTec AD - Cable Dataset This is the Cable subset from the MVTec Anomaly Detection dataset. Dataset Structure cable/ ├── train/ │ └── good/ # 224 normal training images └── test/ ├── good/ # 58 normal test images ├── bent_wire/ # 14 images ├── cable_swap/ # 14 images ├── combined/ # 13 images ├── cut_inner_insulation/ # 16 images ├── cut_outer_insulation/ # 12 images ├── missing_cable/ # 14 images… See the full description on the dataset page: https://huggingface.co/datasets/chooseanything/mvtec-ad-cable.

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Dataset Card

MVTec AD - Cable Dataset

This is the Cable subset from the MVTec Anomaly Detection dataset.

Dataset Structure

cable/
├── train/
│   └── good/           # 224 normal training images
└── test/
    ├── good/           # 58 normal test images
    ├── bent_wire/      # 14 images
    ├── cable_swap/     # 14 images
    ├── combined/       # 13 images
    ├── cut_inner_insulation/  # 16 images
    ├── cut_outer_insulation/  # 12 images
    ├── missing_cable/  # 14 images
    ├── missing_wire/   # 11 images
    └── poke_insulation/  # 12 images

Defect Types

—bent_wire: Cables with bent wires
—cable_swap: Wrong cable used
—combined: Multiple defects
—cut_inner_insulation: Inner insulation damage
—cut_outer_insulation: Outer insulation damage
—missing_cable: Missing cable
—missing_wire: Missing wire
—poke_insulation: Punctured insulation

Usage

For EfficientAD anomaly detection training and evaluation.

Citation

bibtex

@inproceedings{bergmann2019mvtec,
  title={MVTec AD--A Comprehensive Real-World Dataset for Unsupervised Anomaly Detection},
  author={Bergmann, Paul and Fauser, Michael and Sattlegger, David and Steger, Carsten},
  booktitle={CVPR},
  year={2019}
}

License

This dataset is made available under the Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License (CC BY-NC-SA 4.0).