MVTEC 3D-AD

THE MVTEC 3D ANOMALY DETECTION DATASET

ImagesPoint cloudCC BY-NC-SA 4.0Introduced 2021-12-16

MVTec 3D Anomaly Detection Dataset (MVTec 3D-AD) is a comprehensive 3D dataset for the task of unsupervised anomaly detection and localization. It contains over 4000 high-resolution scans acquired by an industrial 3D sensor. Each of the 10 different object categories comprises a set of defect-free training and validation samples and a test set of samples with various kinds of defects. Precise ground-truth annotations are provided for each anomalous test sample.

Benchmarks

Anomaly Detection/Segmentation AUPRO Anomaly Detection/Detection AUROC Anomaly Detection/Segmentation AUROC Anomaly Detection/Detection AUCROC Anomaly Detection/Segmentation AUCROC

Related Benchmarks

MVTec 3D-AD (RGB)/Anomaly Detection/Detection AUROC MVTec 3D-AD (RGB)/Anomaly Detection/Segmentation AP MVTec 3D-AD (RGB)/Anomaly Detection/Segmentation AUPRO MVTec 3D-AD (RGB)/Anomaly Detection/Segmentation AUROC