Anomaly Detection on Wine
100AUC-PRDRL
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DRL2025.10 | 100 | — | |
| LLM-DASVariant=DRL2025.10 | 100 | — | |
| DTE2025.10 | 99.85 | — | |
| KNN2025.10 | 99.17 | — | |
| GOADk=32026.05 | 99.09 | — | |
| MCMk=32026.05 | 99.09 | — | |
| RTTADk=32026.05 | 99.09 | — | |
| IF2026.04 | 98.3 | 99 | |
| SMT-AD2026.04 | 97.6 | 98.4 | |
| OC-SVM2026.04 | 97.3 | 98.1 | |
| NeuTraLADk=32026.05 | 96.67 | — | |
| TNAD2026.04 | 95.9 | 97.6 | |
| SLADk=32026.05 | 95.73 | — | |
| DRLk=32026.05 | 94.3 | — | |
| MCM2025.10 | 93.35 | — | |
| TTADk=32026.05 | 89.67 | — | |
| ICLk=32026.05 | 88.13 | — | |
| LLM-DASVariant=PCA2025.10 | 84.59 | — | |
| DIFk=32026.05 | 81.12 | — | |
| NPT-AD2025.10 | 77.46 | — | |
| LUNARk=32026.05 | 66.67 | — | |
| LOFk=32026.05 | 57.81 | — | |
| ICL2025.10 | 56.59 | — | |
| DeepSVDDk=32026.05 | 56.41 | — | |
| Iforestk=32026.05 | 56.27 | — | |
| OCSVMk=32026.05 | 56.1 | — | |
| AnoLLMModel Scale=360M2025.10 | 52.9 | — | |
| AnoLLMModel Scale=35M2025.10 | 52.2 | — | |
| ECOD2025.10 | 35.78 | — | |
| ECODk=32026.05 | 31.77 | — | |
| IForest2025.10 | 24.58 | — | |
| EPHADk=32026.05 | 19.98 | — | |
| AutoEncoder2025.10 | 16.05 | — | |
| DeepSVDD2025.10 | 14.76 | — | |
| OCSVM2025.10 | 14.24 | — | |
| PCA2025.10 | 13.25 | — | |
| LOF2025.10 | 12.53 | — |