Anomaly Detection on VisA (Unified and Separate Settings)
99.2AUROC (Image-level)CRR
Evaluation results
| Method | Links | ||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CRRPublic=Ours2025.12 | 99.2 | — | — | — | — | — | — | 99.3 | 97 | 98.8 | 55.6 | 57 | 96.3 | 86.2 | — | — | — | — | |
| DinomalyPublic=CVPR’252025.12 | 98.7 | — | — | — | — | — | — | 98.9 | 96.2 | 98.7 | 53.2 | 55.7 | 94.5 | 85.1 | — | — | — | — | |
| UniVAD v2Shot Setting=1N+1A-shot2026.06 | 94.6 | — | — | — | — | — | — | — | — | 98.2 | — | — | — | — | — | — | — | — | |
| MambaADPublic=NeurIPS’242025.12 | 94.3 | — | — | — | — | — | — | 94.5 | 89.4 | 98.5 | 39.4 | 44 | 91 | 78.7 | — | — | — | — | |
| UniVAD v2Shot Setting=1N-shot2026.06 | 93.8 | — | — | — | — | — | — | — | — | 98.2 | — | — | — | — | — | — | — | — | |
| UniVAD2026.06 | 93.5 | — | — | — | — | — | — | — | — | 98.2 | — | — | — | — | — | — | — | — | |
| IDEALFew-shot setup=N8A4, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 93.1 | — | — | — | — | — | — | — | — | 98.3 | — | — | — | — | — | — | — | — | |
| IDEALFew-shot setup=N4A1, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 92.7 | — | — | — | — | — | — | — | — | 98 | — | — | — | — | — | — | — | — | |
| RD4ADPublic=CVPR’222025.12 | 92.4 | — | — | — | — | — | — | 92.4 | 89.6 | 98.1 | 38 | 42.6 | 91.8 | 77.8 | — | — | — | — | |
| RegADFew-shot setup=N8, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 91.9 | — | — | — | — | — | — | — | — | 94.7 | — | — | — | — | — | — | — | — | |
| NAGLFew-shot setup=N8A4, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 91.5 | — | — | — | — | — | — | — | — | 97.9 | — | — | — | — | — | — | — | — | |
| IDEALFew-shot setup=N2A1, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 91.3 | — | — | — | — | — | — | — | — | 97.9 | — | — | — | — | — | — | — | — | |
| FoundADFew-shot setup=N8, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 91.3 | — | — | — | — | — | — | — | — | 96.8 | — | — | — | — | — | — | — | — | |
| NAGLFew-shot setup=N4A1, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 91.2 | — | — | — | — | — | — | — | — | 97.7 | — | — | — | — | — | — | — | — | |
| FoundADFew-shot setup=N4, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 91 | — | — | — | — | — | — | — | — | 96.7 | — | — | — | — | — | — | — | — | |
| IDEALFew-shot setup=N1A1, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 90.8 | — | — | — | — | — | — | — | — | 97.8 | — | — | — | — | — | — | — | — | |
| AnomalyGPTSetup=4-shot2025.01 | 90.6 | — | — | — | — | — | — | — | — | 96.7 | — | — | — | — | — | — | — | — | |
| FiLo++Setup=4-shot2025.01 | 89.8 | — | — | — | — | — | — | — | — | 97.9 | — | — | — | — | — | — | — | — | |
| InCTRLFew-shot setup=N8, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 89.8 | — | — | — | — | — | — | — | — | 95.3 | — | — | — | — | — | — | — | — | |
| RegADFew-shot setup=N4, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 89.5 | — | — | — | — | — | — | — | — | 93.3 | — | — | — | — | — | — | — | — | |
| InCTRLFew-shot setup=N4, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 89.5 | — | — | — | — | — | — | — | — | 94.2 | — | — | — | — | — | — | — | — | |
| INP-FormerSetup=4-shot2024.08 | 89.3 | — | — | — | — | — | — | 90.5 | — | — | — | — | — | — | — | — | — | — | |
| NAGLFew-shot setup=N2A1, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 89.1 | — | — | — | — | — | — | — | — | 97.5 | — | — | — | — | — | — | — | — | |
| UniADPublic=NeurIPS’222025.12 | 88.8 | — | — | — | — | — | — | 90.8 | 85.8 | 98.3 | 33.7 | 39 | 85.5 | 74.6 | — | — | — | — | |
| AnomalyGPTSetup=2-shot2025.01 | 88.6 | — | — | — | — | — | — | — | — | 96.4 | — | — | — | — | — | — | — | — | |
| FiLo++Setup=2-shot2025.01 | 88.6 | — | — | — | — | — | — | — | — | 97.5 | — | — | — | — | — | — | — | — | |
| INP-FormerSetup=2-shot2024.08 | 88.5 | — | — | — | — | — | — | 90.6 | — | — | — | — | — | — | — | — | — | — | |
| NAGLFew-shot setup=N1A1, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 88.5 | — | — | — | — | — | — | — | — | 97.5 | — | — | — | — | — | — | — | — | |
| FoundADFew-shot setup=N2, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 88.5 | — | — | — | — | — | — | — | — | 96.5 | — | — | — | — | — | — | — | — | |
| FiLo++Setup=1-shot2025.01 | 88.3 | — | — | — | — | — | — | — | — | 97.3 | — | — | — | — | — | — | — | — | |
| IIPADSetup=4-shot2024.08 | 88.3 | — | — | — | — | — | — | 89.6 | — | — | — | — | — | — | — | — | — | — | |
| PromptADFew-shot setup=N8, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 87.9 | — | — | — | — | — | — | — | — | 92.2 | — | — | — | — | — | — | — | — | |
| GenAUModel Scale=7b2026.07 | 87.6 | — | — | — | — | — | — | 89.9 | — | — | — | — | — | — | — | — | — | — | |
| AnoPLeSetup=4-shot2024.08 | 87.5 | — | — | — | — | — | — | 89.2 | — | — | — | — | — | — | — | — | — | — | |
| AnomalyGPTSetup=1-shot2025.01 | 87.4 | — | — | — | — | — | — | — | — | 96.2 | — | — | — | — | — | — | — | — | |
| RegADFew-shot setup=N2, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 87.4 | — | — | — | — | — | — | — | — | 92.7 | — | — | — | — | — | — | — | — | |
| AnomalyGPT2026.06 | 87.4 | — | — | — | — | — | — | — | — | 96.2 | — | — | — | — | — | — | — | — | |
| WinCLIPSetup=4-shot2025.01 | 87.3 | — | — | — | — | — | — | — | — | 97.2 | — | — | — | — | — | — | — | — | |
| SimpleNetPublic=CVPR’232025.12 | 87.2 | — | — | — | — | — | — | 87 | 81.8 | 96.8 | 34.7 | 37.8 | 81.4 | 72.4 | — | — | — | — | |
| PromptADFew-shot setup=N4, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 87.1 | — | — | — | — | — | — | — | — | 90.6 | — | — | — | — | — | — | — | — | |
| AnoPLeSetup=2-shot2024.08 | 86.9 | — | — | — | — | — | — | 88.6 | — | — | — | — | — | — | — | — | — | — | |
| DiADPublic=AAAI’242025.12 | 86.8 | — | — | — | — | — | — | 88.3 | 85.1 | 96 | 26.1 | 33 | 75.2 | 70.1 | — | — | — | — | |
| DRAFew-shot setup=A4, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 86.8 | — | — | — | — | — | — | — | — | 90.7 | — | — | — | — | — | — | — | — | |
| IIPADSetup=2-shot2024.08 | 86.7 | — | — | — | — | — | — | 88.6 | — | — | — | — | — | — | — | — | — | — | |
| PromptADFew-shot setup=N2, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 86.6 | — | — | — | — | — | — | — | — | 89.8 | — | — | — | — | — | — | — | — | |
| WinCLIPFew-shot setup=N8, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 86.1 | — | — | — | — | — | — | — | — | 95.1 | — | — | — | — | — | — | — | — | |
| AnoPLeSetup=1-shot2024.08 | 86 | — | — | — | — | — | — | 87.7 | — | — | — | — | — | — | — | — | — | — | |
| PromptADSetup=4-shot2024.08 | 85.9 | — | — | — | — | — | — | 89.1 | — | — | — | — | — | — | — | — | — | — | |
| AHLFew-shot setup=A4, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 85.9 | — | — | — | — | — | — | — | — | 92.5 | — | — | — | — | — | — | — | — | |
| InCTRLFew-shot setup=N2, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 85.6 | — | — | — | — | — | — | — | — | 93.7 | — | — | — | — | — | — | — | — | |
| IIPADSetup=1-shot2024.08 | 85.4 | — | — | — | — | — | — | 87.5 | — | — | — | — | — | — | — | — | — | — | |
| PatchCoreSetup=4-shot2025.01 | 85.3 | — | — | — | — | — | — | — | — | 96.8 | — | — | — | — | — | — | — | — | |
| FoundADFew-shot setup=N1, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 85.3 | — | — | — | — | — | — | — | — | 96.2 | — | — | — | — | — | — | — | — | |
| WinCLIPSetup=2-shot2025.01 | 84.6 | — | — | — | — | — | — | — | — | 96.8 | — | — | — | — | — | — | — | — | |
| WinCLIPFew-shot setup=N4, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 84.5 | — | — | — | — | — | — | — | — | 95.1 | — | — | — | — | — | — | — | — | |
| WinCLIPFew-shot setup=N2, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 84.3 | — | — | — | — | — | — | — | — | 94.8 | — | — | — | — | — | — | — | — | |
| INP-FormerSetup=1-shot2024.08 | 84 | — | — | — | — | — | — | 85.9 | — | — | — | — | — | — | — | — | — | — | |
| FiLo2026.07 | 83.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| WinCLIPSetup=1-shot2025.01 | 83.8 | — | — | — | — | — | — | — | — | 96.4 | — | — | — | — | — | — | — | — | |
| PromptADFew-shot setup=N1, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 83.8 | — | — | — | — | — | — | — | — | 89.5 | — | — | — | — | — | — | — | — | |
| WinCLIP2026.06 | 83.8 | — | — | — | — | — | — | — | — | 96.2 | — | — | — | — | — | — | — | — | |
| ResADFew-shot setup=N8, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 83.7 | — | — | — | — | — | — | — | — | 90.9 | — | — | — | — | — | — | — | — | |
| MultiADS2026.07 | 83.6 | — | — | — | — | — | — | 86.9 | — | — | — | — | — | — | — | — | — | — | |
| RegADFew-shot setup=N1, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 83.3 | — | — | — | — | — | — | — | — | 91.6 | — | — | — | — | — | — | — | — | |
| ResADFew-shot setup=N4, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 83.1 | — | — | — | — | — | — | — | — | 90.1 | — | — | — | — | — | — | — | — | |
| MultiADS-FMethod Variant=F2026.07 | 82.5 | — | — | — | — | — | — | 86.5 | — | — | — | — | — | — | — | — | — | — | |
| PromptADSetup=1-shot2024.08 | 82.4 | — | — | — | — | — | — | 86 | — | — | — | — | — | — | — | — | — | — | |
| ResADFew-shot setup=N2, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 82.4 | — | — | — | — | — | — | — | — | 89.8 | — | — | — | — | — | — | — | — | |
| DRAFew-shot setup=A1, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 82.3 | — | — | — | — | — | — | — | — | 90.3 | — | — | — | — | — | — | — | — | |
| InCTRLFew-shot setup=N1, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 82.2 | — | — | — | — | — | — | — | — | 93.1 | — | — | — | — | — | — | — | — | |
| AnomalyCLIP2026.07 | 82.1 | — | — | — | — | — | — | 85.4 | — | — | — | — | — | — | — | — | — | — | |
| AHLFew-shot setup=A1, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 82 | — | — | — | — | — | — | — | — | 91.9 | — | — | — | — | — | — | — | — | |
| SPADESetup=4-shot2025.01 | 81.7 | — | — | — | — | — | — | — | — | 96.6 | — | — | — | — | — | — | — | — | |
| PatchCoreSetup=2-shot2025.01 | 81.6 | — | — | — | — | — | — | — | — | 96.1 | — | — | — | — | — | — | — | — | |
| PromptADSetup=2-shot2024.08 | 81.4 | — | — | — | — | — | — | 85.9 | — | — | — | — | — | — | — | — | — | — | |
| SPADESetup=2-shot2025.01 | 80.7 | — | — | — | — | — | — | — | — | 96.2 | — | — | — | — | — | — | — | — | |
| PatchCoreSetup=1-shot2025.01 | 79.9 | — | — | — | — | — | — | — | — | 95.4 | — | — | — | — | — | — | — | — | |
| GenAUModel Scale=0.5b2026.07 | 79.6 | — | — | — | — | — | — | 85 | — | — | — | — | — | — | — | — | — | — | |
| SPADESetup=1-shot2025.01 | 79.5 | — | — | — | — | — | — | — | — | 95.6 | — | — | — | — | — | — | — | — | |
| PatchCoreSetup=4-shot2024.08 | 79.3 | — | — | — | — | — | — | 81.8 | — | — | — | — | — | — | — | — | — | — | |
| WinCLIPFew-shot setup=N1, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 78.7 | — | — | — | — | — | — | — | — | 94.7 | — | — | — | — | — | — | — | — | |
| CoCoOp2026.07 | 78.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| WinCLIP2026.07 | 78.1 | — | — | — | — | — | — | 81.2 | — | — | — | — | — | — | — | — | — | — | |
| APRIL-GAN2026.07 | 78 | — | — | — | — | — | — | 81.4 | — | — | — | — | — | — | — | — | — | — | |
| ResADFew-shot setup=N1, Backbone=ViT-S/14, Resolution=448 x 4482026.05 | 77.2 | — | — | — | — | — | — | — | — | 88.3 | — | — | — | — | — | — | — | — | |
| AdaCLIP2026.07 | 75.4 | — | — | — | — | — | — | 79.3 | — | — | — | — | — | — | — | — | — | — | |
| PatchCore2026.06 | 74.8 | — | — | — | — | — | — | — | — | 93.4 | — | — | — | — | — | — | — | — | |
| PatchCoreSetup=2-shot2024.08 | 74 | — | — | — | — | — | — | 72.7 | — | — | — | — | — | — | — | — | — | — | |
| SPADESetup=4-shot2024.08 | 70.5 | — | — | — | — | — | — | 73.5 | — | — | — | — | — | — | — | — | — | — | |
| WinCLIPSetup=4-shot2024.08 | 70.5 | — | — | — | — | — | — | 73.4 | — | — | — | — | — | — | — | — | — | — | |
| WinCLIPSetup=2-shot2024.08 | 70.3 | — | — | — | — | — | — | 73.5 | — | — | — | — | — | — | — | — | — | — | |
| WinCLIPSetup=1-shot2024.08 | 70 | — | — | — | — | — | — | 73.1 | — | — | — | — | — | — | — | — | — | — | |
| PatchCoreSetup=1-shot2024.08 | 69.8 | — | — | — | — | — | — | 70.8 | — | — | — | — | — | — | — | — | — | — | |
| SPADESetup=2-shot2024.08 | 69.5 | — | — | — | — | — | — | 74.9 | — | — | — | — | — | — | — | — | — | — | |
| MedCLIP2026.06 | 69 | — | — | — | — | — | — | — | — | 88.2 | — | — | — | — | — | — | — | — | |
| SPADESetup=1-shot2024.08 | 68.2 | — | — | — | — | — | — | 72.3 | — | — | — | — | — | — | — | — | — | — | |
| CLIP2026.07 | 66.4 | — | — | — | — | — | — | 71.5 | — | — | — | — | — | — | — | — | — | — | |
| CLIP-ACMethod Variant=AC2026.07 | 65 | — | — | — | — | — | — | 70.1 | — | — | — | — | — | — | — | — | — | — | |
| CoOp2026.07 | 62.8 | — | — | — | — | — | — | 68.1 | — | — | — | — | — | — | — | — | — | — | |
| UniAD2026.06 | 61.3 | — | — | — | — | — | — | — | — | 90.3 | — | — | — | — | — | — | — | — |