Pixel-level Anomaly Detection on MVTec
99.7Pixel AUROCDRAEM
Evaluation results
| Method | Links | |||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DRAEMCategory=Grid2023.04 | 99.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DRAEMCategory=Hazelnut2023.04 | 99.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RDCategory=Screw2023.04 | 99.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 98.2 | — | |
| NSACategory=Leather2023.04 | 99.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| InTraCategory=Leather2023.04 | 99.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DRAEMCategory=Metal Nut2023.04 | 99.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| InTraCategory=Screw2023.04 | 99.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MMRCategory=Screw2023.04 | 99.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 97.6 | — | |
| InTraCategory=Grid2023.04 | 99.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RDCategory=Leather2023.04 | 99.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 99.1 | — | |
| RIADCategory=Leather2023.04 | 99.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PatchCoreCategory=Screw2023.04 | 99.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 97.9 | — | |
| RDCategory=Grid2023.04 | 99.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 97.6 | — | |
| PatchCoreCategory=Leather2023.04 | 99.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 98.9 | — | |
| NSACategory=Tile2023.04 | 99.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| InTraCategory=Carpet2023.04 | 99.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NSACategory=Grid2023.04 | 99.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MMRCategory=Leather2023.04 | 99.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 98.6 | — | |
| DRAEMCategory=Tile2023.04 | 99.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| InTraCategory=Zipper2023.04 | 99.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DRAEMCategory=Bottle2023.04 | 99.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PatchCoreCategory=Carpet2023.04 | 99.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 96.6 | — | |
| RDCategory=Toothbrush2023.04 | 99.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 94.5 | — | |
| MMRCategory=Grid2023.04 | 99 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 96.5 | — | |
| InTraCategory=Toothbrush2023.04 | 99 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PatchCoreCategory=Capsule2023.04 | 98.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 95.5 | — | |
| RDCategory=Carpet2023.04 | 98.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 97 | — | |
| RDCategory=Hazelnut2023.04 | 98.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 95.5 | — | |
| RIADCategory=Toothbrush2023.04 | 98.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PatchCoreCategory=Zipper2023.04 | 98.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 97.1 | — | |
| MMRCategory=Carpet2023.04 | 98.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 96.6 | — | |
| RIADCategory=Grid2023.04 | 98.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DRAEMCategory=Zipper2023.04 | 98.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RDCategory=Bottle2023.04 | 98.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 96.6 | — | |
| RDCategory=Capsule2023.04 | 98.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 95.8 | — | |
| PatchCoreCategory=Grid2023.04 | 98.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 95.9 | — | |
| PatchCoreCategory=Hazelnut2023.04 | 98.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 93.9 | — | |
| PatchCoreCategory=Toothbrush2023.04 | 98.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 91.4 | — | |
| PatchCoreCategory=Bottle2023.04 | 98.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 96.1 | — | |
| DRAEMCategory=Leather2023.04 | 98.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PatchCoreCategory=Cable2023.04 | 98.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 92.6 | — | |
| MMRCategory=Hazelnut2023.04 | 98.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 91.2 | — | |
| NSACategory=Pill2023.04 | 98.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RIADCategory=Bottle2023.04 | 98.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PatchCoreCategory=Metal Nut2023.04 | 98.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 91.3 | — | |
| NSACategory=Metal Nut2023.04 | 98.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MMRCategory=Pill2023.04 | 98.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 96.1 | — | |
| MMRCategory=Toothbrush2023.04 | 98.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 93 | — | |
| NSACategory=Bottle2023.04 | 98.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MMRCategory=Bottle2023.04 | 98.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 96 | — | |
| InTraCategory=Hazelnut2023.04 | 98.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| InTraCategory=Pill2023.04 | 98.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RDCategory=Pill2023.04 | 98.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 96.4 | — | |
| RDCategory=Zipper2023.04 | 98.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 95.4 | — | |
| DRAEMCategory=Toothbrush2023.04 | 98.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PatchCoreCategory=Mean2023.04 | 98.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 93.5 | — | |
| MMRCategory=Capsule2023.04 | 98 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 94.5 | — | |
| MMRCategory=Zipper2023.04 | 98 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 95 | — | |
| RIADCategory=Zipper2023.04 | 97.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RDCategory=Mean2023.04 | 97.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 93.9 | — | |
| InTraCategory=Capsule2023.04 | 97.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NSACategory=Capsule2023.04 | 97.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NSACategory=Hazelnut2023.04 | 97.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PatchCoreCategory=Pill2023.04 | 97.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 94.1 | — | |
| DRAEMCategory=Pill2023.04 | 97.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DRAEMCategory=Screw2023.04 | 97.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RDCategory=Cable2023.04 | 97.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 91 | — | |
| UniADetReference Image=Used, Shots=1, Backbone=DINOv3 (ViT-L/16)2026.01 | 97.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 66.5 | |
| RDCategory=Metal Nut2023.04 | 97.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 92.3 | — | |
| DRAEMCategory=Mean2023.04 | 97.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MMRCategory=Mean2023.04 | 97.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 92.6 | — | |
| InTraCategory=Bottle2023.04 | 97.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| UniADetReference Image=Used, Shots=1, Backbone=DINOv2 ViT-L/142026.01 | 97.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 63.1 | |
| InTraCategory=Mean2023.04 | 97 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NSACategory=Screw2023.04 | 96.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PatchCoreCategory=Transistor2023.04 | 96.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 83.5 | — | |
| DRAEMCategory=Wood2023.04 | 96.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RIADCategory=Carpet2023.04 | 96.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NSACategory=Mean2023.04 | 96.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RIADCategory=Hazelnut2023.04 | 96.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| InTraCategory=Transistor2023.04 | 96.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NSACategory=Cable2023.04 | 96 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MMRCategory=Metal Nut2023.04 | 95.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 88.6 | — | |
| PatchCoreCategory=Tile2023.04 | 95.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 87.4 | — | |
| RIADCategory=Pill2023.04 | 95.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RDCategory=Tile2023.04 | 95.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 90.6 | — | |
| MMRCategory=Tile2023.04 | 95.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 90.2 | — | |
| UniADetReference Image=Used, Shots=1, Backbone=CLIP ViT-L/14@336px2026.01 | 95.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 55.7 | |
| DRAEMCategory=Carpet2023.04 | 95.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NSACategory=Carpet2023.04 | 95.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MMRCategory=Cable2023.04 | 95.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 87.2 | — | |
| RDCategory=Wood2023.04 | 95.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 90.9 | — | |
| PatchCoreCategory=Wood2023.04 | 95.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 89.6 | — | |
| NSACategory=Toothbrush2023.04 | 94.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MMRCategory=Wood2023.04 | 94.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 88.9 | — | |
| DRAEMCategory=Cable2023.04 | 94.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| InCtrlReference Image=Not Used, Shots=02026.01 | 94.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 47.8 | |
| InTraCategory=Tile2023.04 | 94.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DRAEMCategory=Capsule2023.04 | 94.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AdaptCLIPReference Image=Not Used, Shots=02026.01 | 94.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 53.7 |