README.md

metadata

license: mit
task_categories:
  - image-classification
  - zero-shot-image-classification
tags:
  - anomaly-detection
  - mvtec-ad
  - cable
  - quality-control
  - computer-vision
size_categories:
  - n<1K

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

@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).