MVTec AD

MVTec AD is a dataset for benchmarking anomaly detection methods with a focus on industrial inspection. It contains over 5000 high-resolution images divided into fifteen different object and texture categories. Each category comprises a set of defect-free training images and a test set of images with various kinds of defects as well as images without defects.Pixel-precise annotations of all anomalies are also provided. More information can be in our paper \MVTec AD \u2013 A Comprehensive Real-World Dataset for Unsupervised Anomaly Detection\ and its extended version \The MVTec Anomaly Detection Dataset: A Comprehensive Real-World Dataset for Unsupervised Anomaly Detection\.