Anomaly Detection on vowels
0.9498AUPRCNPT-AD
Evaluation Results
| Method | Links | |
|---|---|---|
| NPT-AD2025.10 | 0.9498 | |
| LLM-DASVariant=DRL2025.10 | 0.8918 | |
| AnoLLMModel Scale=35M2025.10 | 0.839 | |
| AnoLLMModel Scale=360M2025.10 | 0.599 | |
| DisentAD2026.03 | 0.5126 | |
| DRL2025.10 | 0.4506 | |
| DTE2025.10 | 0.381 | |
| MCM2026.03 | 0.3668 | |
| AutoEncoder2025.10 | 0.3475 | |
| LOF2025.10 | 0.3277 | |
| OFA-TAD2026.03 | 0.32 | |
| LUNAR2026.03 | 0.3179 | |
| DRL2026.03 | 0.3175 | |
| KNN2025.10 | 0.3146 | |
| LOF2026.03 | 0.3056 | |
| KNN2026.03 | 0.3021 | |
| AE2026.03 | 0.3018 | |
| OCSVM2025.10 | 0.2969 | |
| ECOD2025.10 | 0.1772 | |
| DeepSVDD2025.10 | 0.1717 | |
| ICL2025.10 | 0.1574 | |
| iForest2026.03 | 0.1156 | |
| LLM-DASVariant=PCA2025.10 | 0.109 | |
| DSVDD2026.03 | 0.1052 | |
| PCA2025.10 | 0.1051 | |
| IForest2025.10 | 0.0984 | |
| MCM2025.10 | 0.0977 |