Anomaly Detection on MVTec-AD (Image-level AUROC, Image-level AUPR)
97.9Image-level AUROCSubspaceAD
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SubspaceADSetup=4-shot2026.02 | 97.9 | 99 | |
| MuScEvaluation Protocol=Batched zero-shot2026.02 | 97.8 | — | |
| AnomalyDINOSetup=4-shot2026.02 | 97.7 | 98.7 | |
| SubspaceADSetup=2-shot2026.02 | 97.6 | 98.8 | |
| SubspaceADSetup=1-shot2026.02 | 97.1 | 98.6 | |
| AnomalyDINOSetup=2-shot2026.02 | 96.9 | 98.2 | |
| INP-FormerSetup=4-shot2024.08 | 96.6 | 98.1 | |
| AnomalyDINOSetup=1-shot2026.02 | 96.6 | 98.2 | |
| PromptADSetup=4-shot2026.02 | 96.6 | 98.5 | |
| SubspaceADEvaluation Protocol=Batched zero-shot2026.02 | 96.6 | — | |
| INP-FormerSetup=2-shot2024.08 | 96.4 | 98.1 | |
| AnoPLeSetup=4-shot2024.08 | 96.4 | 98.4 | |
| IIPADSetup=4-shot2024.08 | 96.1 | 98.1 | |
| IIPADSetup=4-shot2026.02 | 96.1 | 98.1 | |
| AnoPLeSetup=2-shot2024.08 | 95.8 | 98 | |
| IIPADSetup=2-shot2024.08 | 95.7 | 97.9 | |
| PromptADSetup=2-shot2026.02 | 95.7 | 97.9 | |
| IIPADSetup=2-shot2026.02 | 95.7 | 97.9 | |
| WinCLIPSetup=4-shot2026.02 | 95.2 | 97.3 | |
| INP-FormerSetup=1-shot2024.08 | 94.7 | 97.1 | |
| PromptADSetup=1-shot2026.02 | 94.6 | 97.1 | |
| AnoPLeSetup=1-shot2024.08 | 94.5 | 97.4 | |
| WinCLIPSetup=2-shot2026.02 | 94.4 | 97 | |
| IIPADSetup=1-shot2024.08 | 94.2 | 97.2 | |
| IIPADSetup=1-shot2026.02 | 94.2 | 97.2 | |
| FastReconSetup=4-shot2026.02 | 94.2 | — | |
| AnomalyDINO-SEvaluation Protocol=Batched zero-shot, Input Resolution=6722026.02 | 94.2 | — | |
| PromptADSetup=4-shot2024.08 | 94 | 96.9 | |
| PromptADSetup=2-shot2024.08 | 93.4 | 96.5 | |
| WinCLIPSetup=1-shot2026.02 | 93.1 | 96.5 | |
| AnomalyDINO-SEvaluation Protocol=Batched zero-shot, Input Resolution=4482026.02 | 93 | — | |
| WinCLIPSetup=0-shot2026.02 | 91.8 | 96.5 | |
| WinCLIPEvaluation Protocol=Zero-shot2026.02 | 91.8 | — | |
| AnomalyCLIPEvaluation Protocol=Zero-shot2026.02 | 91.5 | — | |
| PromptADSetup=1-shot2024.08 | 91.2 | 95.4 | |
| FastReconSetup=2-shot2026.02 | 91 | — | |
| PatchCoreSetup=4-shot2026.02 | 88.8 | 94.5 | |
| PatchCoreSetup=2-shot2026.02 | 86.3 | 93.8 | |
| ACREvaluation Protocol=Batched zero-shot2026.02 | 85.8 | — | |
| SPADESetup=4-shot2026.02 | 84.8 | 92.5 | |
| PatchCoreSetup=1-shot2026.02 | 83.4 | 92.2 | |
| SPADESetup=2-shot2026.02 | 82.9 | 91.7 | |
| SPADESetup=1-shot2026.02 | 81 | 90.6 | |
| WinCLIPSetup=2-shot2024.08 | 78.9 | 88.4 | |
| WinCLIPSetup=4-shot2024.08 | 78.7 | 88 | |
| WinCLIPSetup=1-shot2024.08 | 77.5 | 87.2 | |
| SPADESetup=4-shot2024.08 | 77.4 | 89.1 | |
| PatchCoreSetup=4-shot2024.08 | 76.8 | 87.8 | |
| SPADESetup=2-shot2024.08 | 75.5 | 88.4 | |
| SPADESetup=1-shot2024.08 | 73.5 | 87.5 | |
| PatchCoreSetup=2-shot2024.08 | 72.7 | 84.8 | |
| PatchCoreSetup=1-shot2024.08 | 66.5 | 80.6 |