Anomaly Localization on WFDD
98.6I-AUCUniADC(DINO)
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| UniADC(DINO)Ks=4, Zero-shot=true, Anomaly Priors=true, Backbone=DINO2025.11 | 98.6 | 99.39 | 94.76 | 55.44 | 91.06 | |
| UniADC(DINO)Ks=2, Zero-shot=true, Anomaly Priors=true, Backbone=DINO2025.11 | 98.21 | 99.46 | 92.35 | 53.38 | 89.22 | |
| AnomalyDINOKs=4, Zero-shot=true, Anomaly Priors=false, Backbone=DINO2025.11 | 98.15 | 99.43 | 91.54 | — | — | |
| UniADC(CLIP)Ks=4, Zero-shot=true, Anomaly Priors=true, Backbone=CLIP2025.11 | 98.15 | 99.09 | 88.29 | 48.24 | 90.85 | |
| UniADC(DINO)Ks=1, Zero-shot=true, Anomaly Priors=true, Backbone=DINO2025.11 | 98.08 | 99.46 | 92.13 | 52.17 | 88.88 | |
| AnomalyGPTKs=4, Zero-shot=true, Anomaly Priors=true2025.11 | 98 | 97.92 | 86.35 | — | 48.24 | |
| AnomalyDINOKs=2, Zero-shot=true, Anomaly Priors=false, Backbone=DINO2025.11 | 97.72 | 99.13 | 89.03 | — | — | |
| UniADC(CLIP)Ks=2, Zero-shot=true, Anomaly Priors=true, Backbone=CLIP2025.11 | 97.55 | 98.98 | 87.14 | 48.15 | 89.48 | |
| AnomalyGPTKs=2, Zero-shot=true, Anomaly Priors=true2025.11 | 97.48 | 97.78 | 85.75 | — | 47.39 | |
| AnomalyDINOKs=1, Zero-shot=true, Anomaly Priors=false, Backbone=DINO2025.11 | 97.42 | 98.86 | 87.88 | — | — | |
| InCTRLKs=4, Zero-shot=true, Anomaly Priors=false2025.11 | 97.38 | — | — | — | — | |
| InCTRLKs=2, Zero-shot=true, Anomaly Priors=false2025.11 | 97.36 | — | — | — | — | |
| PromptADKs=2, Zero-shot=true, Anomaly Priors=true2025.11 | 97.15 | 97.2 | 86.81 | — | — | |
| UniADC(CLIP)Ks=1, Zero-shot=true, Anomaly Priors=true, Backbone=CLIP2025.11 | 97.01 | 99 | 87.03 | 45.55 | 86.7 | |
| PromptADKs=1, Zero-shot=true, Anomaly Priors=true2025.11 | 96.9 | 97.1 | 86.72 | — | — | |
| AnomalyGPTKs=1, Zero-shot=true, Anomaly Priors=true2025.11 | 96.89 | 97.72 | 85.69 | — | 45.76 | |
| PromptADKs=4, Zero-shot=true, Anomaly Priors=true2025.11 | 96.79 | 97.53 | 87.8 | — | — | |
| WinCLIPKs=4, Zero-shot=true, Anomaly Priors=true, Backbone=CLIP2025.11 | 96.74 | 94.58 | 80.28 | 27.79 | 34.99 | |
| InCTRLKs=1, Zero-shot=true, Anomaly Priors=false2025.11 | 96.66 | — | — | — | — | |
| WinCLIPKs=2, Zero-shot=true, Anomaly Priors=true, Backbone=CLIP2025.11 | 96.5 | 94.16 | 80.19 | 27.62 | 35.83 | |
| WinCLIPKs=1, Zero-shot=true, Anomaly Priors=true, Backbone=CLIP2025.11 | 95.72 | 93.94 | 78.98 | 27.53 | 34.64 | |
| PatchCoreKs=4, Zero-shot=true, Anomaly Priors=false2025.11 | 88.26 | 97.21 | 71.41 | — | — | |
| PatchCoreKs=2, Zero-shot=true, Anomaly Priors=false2025.11 | 88.06 | 96.35 | 71.45 | — | — | |
| PatchCoreKs=1, Zero-shot=true, Anomaly Priors=false2025.11 | 84.81 | 96.07 | 70.62 | — | — | |
| NAGL+ZipAFKn=4, Ka=12025.11 | — | 99.07 | 92.72 | 49.4 | — | |
| UniADC(DINO)Kn=4, Ka=1, Backbone=DINOv2 ViT-L/142025.11 | — | 99.45 | 94.59 | 51.8 | — |