Anomaly Detection and Classification on MTD
93.04I-AUCUniADC(DINO)
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| UniADC(DINO)Ks=4, Zero-shot=true, Anomaly Priors=true, Backbone=DINO2025.11 | 93.04 | 85.82 | 81.43 | 66.03 | 33.75 | |
| UniADC(DINO)Ks=2, Zero-shot=true, Anomaly Priors=true, Backbone=DINO2025.11 | 92.3 | 83.52 | 81.22 | 64.15 | 31.85 | |
| UniADC(CLIP)Ks=4, Zero-shot=true, Anomaly Priors=true, Backbone=CLIP2025.11 | 90.88 | 84.88 | 79.81 | 63.98 | 31.29 | |
| UniADC(CLIP)Ks=2, Zero-shot=true, Anomaly Priors=true, Backbone=CLIP2025.11 | 90.31 | 82.92 | 78.99 | 62.87 | 30.56 | |
| UniADC(DINO)Ks=1, Zero-shot=true, Anomaly Priors=true, Backbone=DINO2025.11 | 90.09 | 82.65 | 79.98 | 59.22 | 29.58 | |
| AnomalyDINOKs=4, Zero-shot=true, Anomaly Priors=false, Backbone=DINO2025.11 | 89.68 | 83.11 | 78.61 | — | — | |
| PromptADKs=4, Zero-shot=true, Anomaly Priors=true2025.11 | 88.16 | 73.82 | 71.49 | — | — | |
| PromptADKs=2, Zero-shot=true, Anomaly Priors=true2025.11 | 87.06 | 73.53 | 69.91 | — | — | |
| AnomalyDINOKs=2, Zero-shot=true, Anomaly Priors=false, Backbone=DINO2025.11 | 86.32 | 79.27 | 76.82 | — | — | |
| PromptADKs=1, Zero-shot=true, Anomaly Priors=true2025.11 | 86.27 | 71.7 | 70.61 | — | — | |
| UniADC(CLIP)Ks=1, Zero-shot=true, Anomaly Priors=true, Backbone=CLIP2025.11 | 86.19 | 80.8 | 77.69 | 55.82 | 27.92 | |
| AnomalyDINOKs=1, Zero-shot=true, Anomaly Priors=false, Backbone=DINO2025.11 | 85.32 | 78.01 | 74.11 | — | — | |
| WinCLIPKs=4, Zero-shot=true, Anomaly Priors=true, Backbone=CLIP2025.11 | 78.9 | 69.84 | 58.11 | 29.91 | 16.17 | |
| WinCLIPKs=2, Zero-shot=true, Anomaly Priors=true, Backbone=CLIP2025.11 | 78.07 | 71.57 | 57.7 | 29.9 | 15.28 | |
| WinCLIPKs=1, Zero-shot=true, Anomaly Priors=true, Backbone=CLIP2025.11 | 77.53 | 69.26 | 57.58 | 28.69 | 15.1 | |
| AnomalyGPTKs=4, Zero-shot=true, Anomaly Priors=true2025.11 | 74.38 | 68.68 | 59.92 | 42.48 | — | |
| InCTRLKs=4, Zero-shot=true, Anomaly Priors=false2025.11 | 73.23 | — | — | — | — | |
| AnomalyGPTKs=2, Zero-shot=true, Anomaly Priors=true2025.11 | 72.57 | 70.2 | 60.12 | 32.56 | — | |
| InCTRLKs=2, Zero-shot=true, Anomaly Priors=false2025.11 | 72.07 | — | — | — | — | |
| AnomalyGPTKs=1, Zero-shot=true, Anomaly Priors=true2025.11 | 71.91 | 68.41 | 58.67 | 27.57 | — | |
| PatchCoreKs=4, Zero-shot=true, Anomaly Priors=false2025.11 | 71.4 | 75.35 | 59.67 | — | — | |
| InCTRLKs=1, Zero-shot=true, Anomaly Priors=false2025.11 | 70.34 | — | — | — | — | |
| PatchCoreKs=2, Zero-shot=true, Anomaly Priors=false2025.11 | 69.9 | 75.07 | 60.52 | — | — | |
| PatchCoreKs=1, Zero-shot=true, Anomaly Priors=false2025.11 | 68.22 | 73.44 | 59.5 | — | — |