Anomaly Detection on Glass
0.9109AUC-ROCLLM-DAS
Evaluation Results
| Method | Links | |
|---|---|---|
| LLM-DASMethod Variant=PCA2025.10 | 0.9109 | |
| LLM-DASMethod Variant=DRL2025.10 | 0.9061 | |
| Two-Stage LKPLO (SVM-like)validation=5-fold cross-validation2025.10 | 0.881 | |
| Two-Stage LKPLO (Robust-Z)validation=5-fold cross-validation2025.10 | 0.878 | |
| ICL2026.02 | 0.835 | |
| ICL2025.10 | 0.835 | |
| AnoLLMModel Size=135M2025.10 | 0.819 | |
| KNNvalidation=5-fold cross-validation2025.10 | 0.812 | |
| WRPOvalidation=5-fold cross-validation2025.10 | 0.81 | |
| AnoLLMModel Size=360M2025.10 | 0.797 | |
| NPT-AD2025.10 | 0.7875 | |
| KPCAvalidation=5-fold cross-validation2025.10 | 0.749 | |
| RPDvalidation=5-fold cross-validation2025.10 | 0.746 | |
| OCSVMvalidation=5-fold cross-validation2025.10 | 0.732 | |
| KDEvalidation=5-fold cross-validation2025.10 | 0.727 | |
| CBLOFvalidation=5-fold cross-validation2025.10 | 0.727 | |
| MCM2026.02 | 0.7225 | |
| MCM2025.10 | 0.7225 | |
| KRPDvalidation=5-fold cross-validation2025.10 | 0.72 | |
| LOFvalidation=5-fold cross-validation2025.10 | 0.71 | |
| ICAD-LLMMethod Category=Task-Specific2025.12 | 0.705 | |
| DRL2025.10 | 0.6969 | |
| DTE2026.02 | 0.6964 | |
| DTE2025.10 | 0.6964 | |
| MCMMethod Category=Task-Specific2025.12 | 0.6934 | |
| IForestvalidation=5-fold cross-validation2025.10 | 0.693 | |
| DAGMMMethod Category=Task-Specific2025.12 | 0.6857 | |
| DRL2026.02 | 0.6828 | |
| CTADBase Detector=DRL2026.02 | 0.6828 | |
| ICAD-LLMMethod Category=Universal2025.12 | 0.6695 | |
| GOADMethod Category=Task-Specific2025.12 | 0.6509 | |
| IForestMethod Category=Task-Specific2025.12 | 0.648 | |
| UniADMethod Category=Universal2025.12 | 0.6396 | |
| NeuTraLAD2026.02 | 0.6312 | |
| ECOD2026.02 | 0.6235 | |
| ECOD2025.10 | 0.6235 | |
| CTADBase Detector=KNN2026.02 | 0.6224 | |
| KNN2026.02 | 0.6141 | |
| KNN2025.10 | 0.6141 | |
| CTADBase Detector=MCM2026.02 | 0.6117 | |
| AutoEncoder2026.02 | 0.6088 | |
| AutoEncoder2025.10 | 0.6088 | |
| NeuTraL ADMethod Category=Universal2025.12 | 0.5801 | |
| IForest2026.02 | 0.5771 | |
| IForest2025.10 | 0.5771 | |
| GOAD2026.02 | 0.5741 | |
| LOF2025.10 | 0.562 | |
| DeepSVDD2026.02 | 0.5566 | |
| DeepSVDD2025.10 | 0.5566 | |
| OCSVM2026.02 | 0.548 | |
| PCA2026.02 | 0.548 | |
| OCSVM2025.10 | 0.548 | |
| PCA2025.10 | 0.548 | |
| ACRMethod Category=Universal2025.12 | 0.5235 | |
| KODvalidation=5-fold cross-validation2025.10 | 0.481 |