Anomaly Detection on MPDD (AUROC, AP, F1-max)
96.3AUROCRAID
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| RAIDEvaluation Scenario=Full-shot, Paradigm=one-model-for-all-classes2026.02 | 96.3 | 97.6 | 95 | |
| Costfilter-ADEvaluation Scenario=Full-shot, Paradigm=one-model-for-all-classes2026.02 | 93.1 | 95.4 | 90.3 | |
| GLADEvaluation Scenario=Full-shot, Paradigm=one-model-for-all-classes2026.02 | 90.8 | 90.5 | 90.2 | |
| SimpleNetEvaluation Scenario=Full-shot, Paradigm=one-model-for-all-classes2026.02 | 90.6 | 94.1 | 89.7 | |
| MambaADEvaluation Scenario=Full-shot, Paradigm=one-model-for-all-classes2026.02 | 89.2 | 93.1 | 90.3 | |
| ViTADEvaluation Scenario=Full-shot, Paradigm=one-model-for-all-classes2026.02 | 87.4 | 90.8 | 87 | |
| Hvq-TransEvaluation Scenario=Full-shot, Paradigm=one-model-for-all-classes2026.02 | 86.5 | 87.9 | 85.6 | |
| ADSeekermode=Zero-shot2025.08 | 85.9 | — | — | |
| DiADEvaluation Scenario=Full-shot, Paradigm=one-model-for-all-classes2026.02 | 85.8 | 89.2 | 86.5 | |
| AnomalyVFMsetting=zero-shot2026.01 | 85.5 | — | 87.8 | |
| PatchCoreEvaluation Scenario=Full-shot, Paradigm=one-model-for-all-classes2026.02 | 83.5 | — | — | |
| AnomalyOVmode=Zero-shot2025.08 | 81.7 | — | — | |
| Bayes-PFLsetting=zero-shot2026.01 | 81.2 | — | 83.5 | |
| UniADEvaluation Scenario=Full-shot, Paradigm=one-model-for-all-classes2026.02 | 80.1 | 83.2 | 85.1 | |
| FAPromptZero-shot=true2026.03 | 80.1 | 83.9 | — | |
| FB-CLIPZero-shot=true2026.03 | 79.1 | 86.2 | — | |
| VANDZero-shot=true2026.03 | 78 | 81.4 | — | |
| AnomalyCLIPsetting=zero-shot2026.01 | 77.5 | — | 80.4 | |
| AnomalyCLIPZero-shot=true2025.04 | 77 | 82 | — | |
| AnomalyCLIPZero-shot=true2026.03 | 77 | 82 | — | |
| AnomalyCLIPmode=Zero-shot2025.08 | 77 | — | — | |
| AdaCLIPZero-shot=true2026.03 | 76.8 | — | — | |
| FAPromptsetting=zero-shot2026.01 | 76.6 | — | 80.4 | |
| AdaCLIPsetting=zero-shot2026.01 | 76 | — | 82.5 | |
| AdaCLIPmode=Zero-shot2025.08 | 76 | — | — | |
| AACLIPsetting=zero-shot2026.01 | 75.1 | — | 79.8 | |
| GenCLIPZero-shot=true2025.04 | 73.7 | 79.6 | — | |
| AdaCLIPStandard setting=true2025.04 | 72.7 | 81 | — | |
| WinCLIPZero-shot=true2025.04 | 63.6 | 69.9 | — | |
| WinCLIPZero-shot=true2026.03 | 63.6 | 69.9 | — | |
| WinCLIPmode=Zero-shot2025.08 | 63.6 | — | — | |
| WinCLIPsetting=zero-shot2026.01 | 61.4 | — | 77.5 | |
| CoOpZero-shot=true2025.04 | 55.1 | 64.2 | — | |
| CLIPZero-shot=true2025.04 | 54.3 | 65.4 | — | |
| CLIPmode=Zero-shot2025.08 | 54.3 | — | — | |
| SAAsetting=zero-shot2026.01 | 42.7 | — | 73.9 |