Anomaly Localization on Real-IAD
98.9P-AUROCDinomaly
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| DinomalyScaled training schedule=true2024.05 | 98.9 | 0.433 | 0.474 | 94.2 | — | |
| Dinomaly2024.05 | 98.8 | 0.428 | 0.471 | 93.9 | — | |
| MambaADDesigned for MUAD=true2024.05 | 98.5 | 0.33 | 0.387 | 90.5 | — | |
| INP-FormerSetup=4-shot2024.08 | 98.4 | — | — | — | 91 | |
| INP-FormerSetup=2-shot2024.08 | 98.2 | — | — | — | 90.5 | |
| INP-FormerSetup=1-shot2024.08 | 97.9 | — | — | — | 88.8 | |
| ReContrastDesigned for MUAD=true2024.05 | 97.8 | 0.316 | 0.382 | 91.8 | — | |
| AnoPLeSetup=2-shot2024.08 | 97.4 | — | — | — | 89.9 | |
| AnoPLeSetup=4-shot2024.08 | 97.4 | — | — | — | 89.5 | |
| RD4AD2024.05 | 97.3 | 0.25 | 0.327 | 89.6 | — | |
| UniADDesigned for MUAD=true2024.05 | 97.3 | 0.211 | 0.292 | 86.7 | — | |
| VITADDesigned for MUAD=true2024.05 | 97.2 | 0.243 | 0.323 | 84.8 | — | |
| AnoPLeSetup=1-shot2024.08 | 96.7 | — | — | — | 88 | |
| INP-Formershots=2, evaluation_level=Pixel-level2025.03 | 96 | 23.8 | 28.3 | 83.8 | — | |
| FB-CLIPZero-shot=true2026.03 | 95.9 | — | — | — | 88.2 | |
| AF-CLIPZero-shot=true2026.03 | 95.5 | — | — | — | 81.6 | |
| FAPromptZero-shot=true2026.03 | 95 | — | — | — | 82.1 | |
| INP-Formershot=1-shot, level=Pixel-level2025.03 | 94.9 | 20 | 25.8 | 81.8 | — | |
| DeSTSeg2024.05 | 94.6 | 0.379 | 0.417 | 40.6 | — | |
| WinCLIPSetup=4-shot2024.08 | 93.8 | — | — | — | 76.4 | |
| WinCLIPshots=2, evaluation_level=Pixel-level2025.03 | 93.2 | 11.7 | 18.3 | 74.7 | — | |
| WinCLIPSetup=2-shot2024.08 | 93.2 | — | — | — | 74.7 | |
| PatchCoreSetup=4-shot2024.08 | 92.9 | — | — | — | 68.6 | |
| PatchCoreshots=2, evaluation_level=Pixel-level2025.03 | 92 | 9.4 | 14.1 | 66.1 | — | |
| PatchCoreSetup=2-shot2024.08 | 92 | — | — | — | 66.1 | |
| WinCLIPshot=1-shot, level=Pixel-level2025.03 | 91.9 | 9 | 15.3 | 71 | — | |
| WinCLIPSetup=1-shot2024.08 | 91.9 | — | — | — | 71 | |
| PatchCoreshot=1-shot, level=Pixel-level2025.03 | 89.6 | 6.6 | 12.3 | 60.5 | — | |
| PatchCoreSetup=1-shot2024.08 | 89.6 | — | — | — | 60.5 | |
| PaDiMshots=2, evaluation_level=Pixel-level2025.03 | 88.5 | 1.5 | 3.8 | 61.6 | — | |
| DiADDesigned for MUAD=true2024.05 | 88 | 0.029 | 0.071 | 58.1 | — | |
| PromptADSetup=4-shot2024.08 | 86.9 | — | — | — | 61.9 | |
| PromptADshots=2, evaluation_level=Pixel-level2025.03 | 86.4 | 8.5 | 16.2 | 61 | — | |
| PromptADSetup=2-shot2024.08 | 86.4 | — | — | — | 61 | |
| PaDiMshot=1-shot, level=Pixel-level2025.03 | 84.9 | 0.8 | 2.3 | 52.7 | — | |
| PromptADshot=1-shot, level=Pixel-level2025.03 | 84.9 | 7.6 | 14.6 | 58.4 | — | |
| PromptADSetup=1-shot2024.08 | 84.9 | — | — | — | 58.4 | |
| SimpleNet2024.05 | 75.7 | 0.028 | 0.065 | 39 | — | |
| SPADEshot=1-shot, level=Pixel-level2025.03 | 59.5 | 0.2 | 0.5 | 19.3 | — | |
| SPADEshots=2, evaluation_level=Pixel-level2025.03 | 59.5 | 0.2 | 0.5 | 19.2 | — | |
| SPADESetup=1-shot2024.08 | 59.5 | — | — | — | 19.3 | |
| SPADESetup=2-shot2024.08 | 59.5 | — | — | — | 19.2 | |
| SPADESetup=4-shot2024.08 | 59.5 | — | — | — | 19.2 |