MVTec Software

Download the MVTec LOCO AD dataset

For your convenience, we provide a download link for the whole dataset, as well as links for each object category.
For each object, the data consist of four folders:

  • 'train', which contains the anomaly-free training images.
  • 'validation', which contains the anomaly-free validation images.
  • 'test', which contains the test images in three subdirectories: 'good', logical_anomalies', and 'structural_anomalies'.
  • 'ground_truth', which contains the pixel-precise annotations of anomalous regions which are represented as a 1-channel PNG image.

The file 'defects_config.json' contains the mapping between defect names and pixel values as well as parameters used for evaluation.

Download the whole dataset

Since the whole dataset is about 5.71 GB in size, we also provide links to download each object category separately:

ANOMALY DETECTION

More datasets

Anomaly Detection

MVTec AD is a dataset for benchmarking anomaly detection methods with a focus on industrial inspection. It contains over 5,000 high-resolution images divided into fifteen different object and texture categories.

Anomaly Detection 2

MVTec AD 2 is a dataset for benchmarking unsupervised anomaly detection methods on challenging use-cases from industrial inspection tasks. It expands existing benchmarks by eight new anomaly detection scenarios with more than 8,000 high-resolution images in total. 

3D Anomaly Detection

MVTec 3D-AD is a comprehensive 3D dataset for the task of unsupervised anomaly detection and localization. It contains over 4,000 high-resolution scans acquired by an industrial 3D sensor.

MVTec Software