Anomaly Detection on Real-IAD (Image-level AUROC, Image-level AUPR)
0.883AUROC (Image-level)INP-Former
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| INP-FormerSetup=4-shot2024.08 | 0.883 | 0.856 | — | |
| INP-FormerSetup=2-shot2024.08 | 0.864 | 0.841 | — | |
| GenAUModel Scale=7b2026.07 | 0.847 | — | 0.852 | |
| INP-FormerSetup=1-shot2024.08 | 0.844 | 0.819 | — | |
| AnoPLeSetup=4-shot2024.08 | 0.832 | 0.815 | — | |
| AnoPLeSetup=2-shot2024.08 | 0.828 | 0.822 | — | |
| AnoPLeSetup=1-shot2024.08 | 0.812 | 0.801 | — | |
| MultiADS2026.07 | 0.787 | — | 0.791 | |
| AnomalyCLIP2026.07 | 0.784 | — | 0.767 | |
| MultiADS-FMethod Variant=F2026.07 | 0.782 | — | 0.785 | |
| GenAUModel Scale=0.5b2026.07 | 0.766 | — | 0.781 | |
| APRIL-GAN2026.07 | 0.757 | — | 0.735 | |
| WinCLIP2026.07 | 0.75 | — | 0.723 | |
| WinCLIPSetup=4-shot2024.08 | 0.73 | 0.618 | — | |
| WinCLIPSetup=2-shot2024.08 | 0.709 | 0.587 | — | |
| AdaCLIP2026.07 | 0.701 | — | 0.685 | |
| WinCLIPSetup=1-shot2024.08 | 0.694 | 0.568 | — | |
| PatchCoreSetup=4-shot2024.08 | 0.66 | 0.622 | — | |
| PatchCoreSetup=2-shot2024.08 | 0.633 | 0.597 | — | |
| PromptADSetup=4-shot2024.08 | 0.597 | 0.435 | — | |
| PatchCoreSetup=1-shot2024.08 | 0.593 | 0.558 | — | |
| PromptADSetup=2-shot2024.08 | 0.577 | 0.411 | — | |
| PromptADSetup=1-shot2024.08 | 0.522 | 0.416 | — | |
| SPADESetup=1-shot2024.08 | 0.512 | 0.456 | — | |
| SPADESetup=2-shot2024.08 | 0.509 | 0.455 | — | |
| SPADESetup=4-shot2024.08 | 0.508 | 0.458 | — |