Anomaly Detection on MVTec AD (test) (I-AUROC, P-AUROC)
100I-AUROCUniSLAD
Evaluation results
| Method | Links | ||
|---|---|---|---|
| UniSLADCategory=leather, Backbone=wide-resnet50 + ViT-B/16, Input Resolution=224x2242026.06 | 100 | 99.6 | |
| UniSLADCategory=wood, Backbone=wide-resnet50 + ViT-B/16, Input Resolution=224x2242026.06 | 100 | 96.2 | |
| UniSLADCategory=bottle, Backbone=wide-resnet50 + ViT-B/16, Input Resolution=224x2242026.06 | 100 | 99.3 | |
| UniSLADCategory=hazelnut, Backbone=wide-resnet50 + ViT-B/16, Input Resolution=224x2242026.06 | 100 | 99.3 | |
| UniSLADCategory=toothbrush, Backbone=wide-resnet50 + ViT-B/16, Input Resolution=224x2242026.06 | 100 | 98.9 | |
| UniSLADCategory=transistor*, Backbone=wide-resnet50 + ViT-B/16, Input Resolution=224x2242026.06 | 100 | 98.5 | |
| UniSLADCategory=grid, Backbone=wide-resnet50 + ViT-B/16, Input Resolution=224x2242026.06 | 99.9 | 98.8 | |
| THFRCategory=carpet2026.06 | 99.8 | 99.2 | |
| UniSLADCategory=cable*, Backbone=wide-resnet50 + ViT-B/16, Input Resolution=224x2242026.06 | 99.7 | 97.7 | |
| UniSLADCategory=metal nut, Backbone=wide-resnet50 + ViT-B/16, Input Resolution=224x2242026.06 | 99.7 | 99.2 | |
| UniSLADCategory=carpet, Backbone=wide-resnet50 + ViT-B/16, Input Resolution=224x2242026.06 | 99.5 | 98.9 | |
| EfficientADCategory=carpet2026.06 | 99.4 | — | |
| UniSLADCategory=average, Backbone=wide-resnet50 + ViT-B/16, Input Resolution=224x2242026.06 | 99.4 | 98.6 | |
| UniSLADCategory=tile, Backbone=wide-resnet50 + ViT-B/16, Input Resolution=224x2242026.06 | 99.1 | 97.7 | |
| EfficientADCategory=average2026.06 | 99.1 | — | |
| PatchCoreCategory=average2026.06 | 99.1 | 98.1 | |
| SLSGCategory=carpet2026.06 | 99 | 96 | |
| UniSLADCategory=zipper, Backbone=wide-resnet50 + ViT-B/16, Input Resolution=224x2242026.06 | 99 | 98.8 | |
| RD4ADCategory=carpet2026.06 | 98.9 | 98.9 | |
| PatchCoreCategory=carpet2026.06 | 98.7 | 99 | |
| UniSLADCategory=capsule*, Backbone=wide-resnet50 + ViT-B/16, Input Resolution=224x2242026.06 | 98.7 | 99 | |
| RD4ADCategory=average2026.06 | 98.5 | 97.8 | |
| SLSGCategory=average2026.06 | 98.5 | 97.5 | |
| GRADCategory=carpet2026.06 | 98.2 | 96.5 | |
| DADFCategory=carpet2026.06 | 98.1 | 98.9 | |
| DRAEMCategory=average2026.06 | 98 | 97.3 | |
| UniSLADCategory=pill, Backbone=wide-resnet50 + ViT-B/16, Input Resolution=224x2242026.06 | 97.9 | 99 | |
| UniSLADCategory=screw, Backbone=wide-resnet50 + ViT-B/16, Input Resolution=224x2242026.06 | 97.9 | 98.3 | |
| THFRCategory=screw2026.06 | 97.1 | 99.5 | |
| DRAEMCategory=carpet2026.06 | 97 | 95.5 |