Anomaly Detection on Amazon (AUC-ROC)
0.8556AUC-ROCOWLEYE
Evaluation Results
| Method | Links | |
|---|---|---|
| OWLEYEEvaluation Protocol=Unsupervised (zero-shot)2026.01 | 0.8556 | |
| ARCzeroLearning Paradigm=Generalist, Zero-shot=true2026.02 | 0.8376 | |
| AnomalyGFMLearning Paradigm=Generalist2026.02 | 0.8316 | |
| CAREEvaluation Protocol=Unsupervised (zero-shot)2026.01 | 0.8309 | |
| ARCLearning Paradigm=Generalist2026.02 | 0.8067 | |
| TAMEvaluation Protocol=Unsupervised (zero-shot)2026.01 | 0.7604 | |
| ARCLearning Paradigm=Generalist2026.02 | 0.7586 | |
| ARCzeroLearning Paradigm=Generalist, Zero-shot=true2026.02 | 0.753 | |
| RelADCategory=Proposed RAD Method2026.06 | 0.7437 | |
| GHRNEvaluation Protocol=Supervised (10-shots)2026.01 | 0.7435 | |
| ARCEvaluation Protocol=Unsupervised (zero-shot)2026.01 | 0.7254 | |
| UNPromptLearning Paradigm=Generalist2026.02 | 0.7029 | |
| BWGNNEvaluation Protocol=Supervised (10-shots)2026.01 | 0.6975 | |
| DRLCategory=TAD Methods2026.06 | 0.674 | |
| UNPromptEvaluation Protocol=Unsupervised (zero-shot)2026.01 | 0.6684 | |
| DOMINANTEvaluation Protocol=Unsupervised (zero-shot)2026.01 | 0.6473 | |
| CTADBase Detector=KNN2026.02 | 0.6018 | |
| AutoEncoder2026.02 | 0.6004 | |
| CTADBase Detector=DRL2026.02 | 0.5865 | |
| DRL2026.02 | 0.5806 | |
| CTADBase Detector=MCM2026.02 | 0.5784 | |
| KNN2026.02 | 0.5768 | |
| DTE2026.02 | 0.5671 | |
| MCM2026.02 | 0.5615 | |
| ICL2026.02 | 0.5596 | |
| IForest2026.02 | 0.5593 | |
| GOAD2026.02 | 0.5584 | |
| PCA2026.02 | 0.549 | |
| SLGADEvaluation Protocol=Unsupervised (zero-shot)2026.01 | 0.5463 | |
| KNNCategory=TAD Methods2026.06 | 0.544 | |
| IsoForestCategory=TAD Methods2026.06 | 0.5427 | |
| OCSVM2026.02 | 0.5418 | |
| ECOD2026.02 | 0.5379 | |
| NeuTraLAD2026.02 | 0.5187 | |
| LOFCategory=TAD Methods2026.06 | 0.5162 | |
| DeepSVDD2026.02 | 0.5095 | |
| LUNARCategory=TAD Methods2026.06 | 0.5 | |
| FreeGADCategory=GAD Methods2026.06 | 0.4961 | |
| PREMCategory=GAD Methods2026.06 | 0.488 | |
| MCMTADCategory=TAD Methods2026.06 | 0.4721 |