Anomaly Detection on MVTec-AD (Image/Pixel AUROC, PRO, AP, F1)
96.3AUROC (Image)CCAD(V)
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| CCAD(V)Multi-class anomaly detection=No, Global Feature Utilized=Yes, Feature Space Compressed=Yes, Trainable Model=GCDM, Minimal epochs required=10002025.12 | 96.3 | 96.1 | — | — | — | |
| DDADMulti-class anomaly detection=No, Global Feature Utilized=No, Trainable Model=UNet, Minimal epochs required=15002025.12 | 96.2 | 96.6 | — | — | — | |
| CCAD(C)Multi-class anomaly detection=Yes, Global Feature Utilized=Yes, Feature Space Compressed=Yes, Trainable Model=GCDM, Minimal epochs required=1002025.12 | 95.8 | 95.8 | — | — | — | |
| CCAD(F)Multi-class anomaly detection=Yes, Global Feature Utilized=Yes, Feature Space Compressed=Yes, Trainable Model=GCDM+ FCM, Minimal epochs required=1102025.12 | 95.1 | 96.1 | — | — | — | |
| DiADMulti-class anomaly detection=Yes, Global Feature Utilized=No, Trainable Model=SGN, Minimal epochs required=2002025.12 | 95 | 95.4 | — | — | — | |
| DZADTrain=true, Guided Prompts=true2026.01 | 93.5 | 86.7 | — | — | — | |
| ALFATrain=false, Guided Prompts=true2026.01 | 93.2 | 90.6 | 78.9 | — | 36.6 | |
| RAGTrain=false, Guided Prompts=true2026.01 | 92.5 | 89.1 | — | — | — | |
| Bayes-PFLTrain=true, Guided Prompts=true2026.01 | 92.3 | 91.8 | 87.4 | 48.3 | — | |
| WinCLIPTrain=false, Guided Prompts=true2026.01 | 91.8 | 85.1 | 64.6 | 18.2 | 31.6 | |
| AnomalyCLIPTrain=true, Guided Prompts=true2026.01 | 91.5 | 91.1 | 81.4 | 34.5 | 39.1 | |
| FiLoTrain=true, Guided Prompts=true2026.01 | 91.4 | 93.1 | 61.7 | 52.2 | 52 | |
| PromptADTrain=true, Guided Prompts=true2026.01 | 90.8 | 92.1 | 72.8 | — | 36.2 | |
| FADETrain=false, Guided Prompts=true2026.01 | 90 | 89.6 | 84.5 | 34.1 | 39.8 | |
| AdaCLIPTrain=true, Guided Prompts=true2026.01 | 89.9 | 89.9 | 44 | 41.6 | 43.9 | |
| APRIL-GANTrain=true, Guided Prompts=true2026.01 | 86.1 | 87.6 | 44 | 40.8 | 43.3 | |
| PathcoreMulti-class anomaly detection=No, Global Feature Utilized=Yes, Feature Space Compressed=Reduced2025.12 | 85.8 | 94.8 | — | — | — | |
| SPADEMulti-class anomaly detection=No, Global Feature Utilized=Yes, Feature Space Compressed=No2025.12 | 85 | 60.2 | — | — | — | |
| DIVADTrain=false, Guided Prompts=false2026.01 | 76 | 88.6 | 73.3 | 31.6 | 35.7 | |
| MAEDAYTrain=false, Guided Prompts=false2026.01 | 74.5 | 69.4 | — | — | — | |
| AnomalyVLMTrain=false, Guided Prompts=true2026.01 | 62.4 | 73.1 | 42.4 | 28.7 | 37.7 |