Anomaly Detection
Detecting defects and anomalies in manufacturing (MVTec AD, VisA).
Benchmarks & Datasets
MVTec AD
5,354 high-resolution images across 15 object and texture categories. The gold standard for industrial anomaly detection with pixel-level annotations.
MVTec 3D-AD
4,147 high-resolution 3D point cloud scans and RGB images across 10 categories. First comprehensive 3D anomaly detection benchmark.
VisA
10,821 high-resolution images across 12 objects with complex structures. More challenging than MVTec with realistic industrial scenarios.
KolektorSDD2
3,335 images of electrical commutators with surface defects. Real industrial dataset with challenging small defects.
Weld Defect X-Ray
Radiographic images of welds with annotations for porosity, slag inclusion, lack of fusion, cracks. Critical for pipeline and structural inspection.
Severstal Steel Defect
12,568 steel sheet images with 4 defect classes from Kaggle competition. Real industrial data from major steel producer.
NEU-DET
1,800 grayscale images of hot-rolled steel strip with 6 defect types: rolled-in scale, patches, crazing, pitted surface, inclusion, scratches.