Anomaly Detection on Vowels (AUC-ROC)
0.9935AUC-ROCNPT-AD
Evaluation Results
| Method | Links | |
|---|---|---|
| NPT-AD2025.10 | 0.9935 | |
| LLM-DASMethod Variant=DRL2025.10 | 0.9869 | |
| AnoLLMModel Size=135M2025.10 | 0.982 | |
| LLM-DASMethod Variant=PCA2025.10 | 0.9656 | |
| KNNvalidation=5-fold cross-validation2025.10 | 0.962 | |
| AnoLLMModel Size=360M2025.10 | 0.938 | |
| LOFvalidation=5-fold cross-validation2025.10 | 0.934 | |
| CBLOFvalidation=5-fold cross-validation2025.10 | 0.928 | |
| WRPOvalidation=5-fold cross-validation2025.10 | 0.924 | |
| KPCAvalidation=5-fold cross-validation2025.10 | 0.922 | |
| Two-Stage LKPLO (SVM-like)validation=5-fold cross-validation2025.10 | 0.906 | |
| Two-Stage LKPLO (Robust-Z)validation=5-fold cross-validation2025.10 | 0.904 | |
| OCSVMvalidation=5-fold cross-validation2025.10 | 0.894 | |
| KODvalidation=5-fold cross-validation2025.10 | 0.882 | |
| KDEvalidation=5-fold cross-validation2025.10 | 0.876 | |
| LOF2025.10 | 0.8564 | |
| DRL2025.10 | 0.8511 | |
| KNN2025.10 | 0.8174 | |
| DTE2025.10 | 0.8142 | |
| AutoEncoder2025.10 | 0.7905 | |
| IForestvalidation=5-fold cross-validation2025.10 | 0.79 | |
| RPDvalidation=5-fold cross-validation2025.10 | 0.79 | |
| KRPDvalidation=5-fold cross-validation2025.10 | 0.784 | |
| OCSVM2025.10 | 0.7557 | |
| ICL2025.10 | 0.702 | |
| MCM2025.10 | 0.6529 | |
| ECOD2025.10 | 0.6147 | |
| IForest2025.10 | 0.5902 | |
| DeepSVDD2025.10 | 0.5734 | |
| PCA2025.10 | 0.5229 |