Anomaly Detection and Classification on MVTec FS
97.65I-AUCUniADC(DINO)
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| UniADC(DINO)Ks=4, Zero-shot=true, Anomaly Priors=true, Backbone=DINO2025.11 | 97.65 | 97.36 | 92.68 | 76.35 | 37.23 | |
| AnomalyDINOKs=4, Zero-shot=true, Anomaly Priors=false, Backbone=DINO2025.11 | 97.5 | 97.3 | 92.21 | — | — | |
| UniADC(DINO)Ks=2, Zero-shot=true, Anomaly Priors=true, Backbone=DINO2025.11 | 97.09 | 97.04 | 92.15 | 74.74 | 36.66 | |
| AnomalyDINOKs=2, Zero-shot=true, Anomaly Priors=false, Backbone=DINO2025.11 | 96.87 | 97.14 | 90.96 | — | — | |
| UniADC(DINO)Ks=1, Zero-shot=true, Anomaly Priors=true, Backbone=DINO2025.11 | 96.37 | 96.11 | 89.16 | 68.3 | 35.06 | |
| UniADC(CLIP)Ks=4, Zero-shot=true, Anomaly Priors=true, Backbone=CLIP2025.11 | 96.18 | 96.47 | 91.17 | 73.33 | 35.14 | |
| AnomalyDINOKs=1, Zero-shot=true, Anomaly Priors=false, Backbone=DINO2025.11 | 96.12 | 96.54 | 89.04 | — | — | |
| AnomalyGPTKs=4, Zero-shot=true, Anomaly Priors=true2025.11 | 96.1 | 96.42 | 91.09 | 56.59 | — | |
| UniADC(CLIP)Ks=2, Zero-shot=true, Anomaly Priors=true, Backbone=CLIP2025.11 | 95.27 | 96.53 | 88.52 | 71.64 | 35.12 | |
| WinCLIPKs=4, Zero-shot=true, Anomaly Priors=true, Backbone=CLIP2025.11 | 95.17 | 94.98 | 87.67 | 42.69 | 25.7 | |
| UniADC(CLIP)Ks=1, Zero-shot=true, Anomaly Priors=true, Backbone=CLIP2025.11 | 95.03 | 96.33 | 88.75 | 66.07 | 32.9 | |
| AnomalyGPTKs=2, Zero-shot=true, Anomaly Priors=true2025.11 | 94.91 | 96.24 | 87.97 | 52.65 | — | |
| PromptADKs=4, Zero-shot=true, Anomaly Priors=true2025.11 | 94.91 | 95.92 | 89.86 | — | — | |
| WinCLIPKs=2, Zero-shot=true, Anomaly Priors=true, Backbone=CLIP2025.11 | 94.37 | 94.6 | 86.95 | 41.93 | 25.34 | |
| PromptADKs=2, Zero-shot=true, Anomaly Priors=true2025.11 | 93.95 | 95.42 | 87.93 | — | — | |
| InCTRLKs=4, Zero-shot=true, Anomaly Priors=false2025.11 | 93.62 | — | — | — | — | |
| AnomalyGPTKs=1, Zero-shot=true, Anomaly Priors=true2025.11 | 93.48 | 95.92 | 86.6 | 45.85 | — | |
| WinCLIPKs=1, Zero-shot=true, Anomaly Priors=true, Backbone=CLIP2025.11 | 93.2 | 94.43 | 86.47 | 40.75 | 25.17 | |
| InCTRLKs=2, Zero-shot=true, Anomaly Priors=false2025.11 | 93.01 | — | — | — | — | |
| InCTRLKs=1, Zero-shot=true, Anomaly Priors=false2025.11 | 92.36 | — | — | — | — | |
| PromptADKs=1, Zero-shot=true, Anomaly Priors=true2025.11 | 91.8 | 95.09 | 87.06 | — | — | |
| PatchCoreKs=4, Zero-shot=true, Anomaly Priors=false2025.11 | 90.75 | 95.28 | 86.56 | — | — | |
| PatchCoreKs=2, Zero-shot=true, Anomaly Priors=false2025.11 | 88.49 | 94.43 | 84.65 | — | — | |
| PatchCoreKs=1, Zero-shot=true, Anomaly Priors=false2025.11 | 84.76 | 93.77 | 82.44 | — | — |