Anomaly Detection on Satimage 2
100AUCAnoLLM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| AnoLLMModel Size=135M2025.10 | 100 | — | — | |
| NPT-AD2025.10 | 99.95 | — | — | |
| MCM2026.02 | 99.92 | — | — | |
| MCM2025.10 | 99.92 | — | — | |
| Deep SADratio of labeled anomalies=0.012020.12 | 99.9 | — | — | |
| ESADratio of labeled anomalies=0.012020.12 | 99.9 | — | — | |
| AnoLLMModel Size=360M2025.10 | 99.9 | — | — | |
| LLM-DASMethod Variant=DRL2025.10 | 99.84 | — | — | |
| CTADBase Detector=DRL2026.02 | 99.83 | — | — | |
| AutoEncoder2026.02 | 99.79 | — | — | |
| NeuTraLAD2026.02 | 99.79 | — | — | |
| AutoEncoder2025.10 | 99.79 | — | — | |
| LLM-DASMethod Variant=PCA2025.10 | 99.77 | — | — | |
| CTADBase Detector=KNN2026.02 | 99.73 | — | — | |
| DRL2025.10 | 99.68 | — | — | |
| DTE2026.02 | 99.67 | — | — | |
| DTE2025.10 | 99.67 | — | — | |
| LOF2025.10 | 99.61 | — | — | |
| DRL2026.02 | 99.56 | — | — | |
| CTADBase Detector=MCM2026.02 | 99.5 | — | — | |
| IForest2026.02 | 99.38 | — | — | |
| IForest2025.10 | 99.38 | — | — | |
| GOAD2026.02 | 99.29 | — | — | |
| SS-DGMratio of labeled anomalies=0.012020.12 | 99.2 | — | — | |
| REPENlabeled data percentage=1%2025.12 | 99.14 | — | — | |
| KNN2026.02 | 98.91 | — | — | |
| KNN2025.10 | 98.91 | — | — | |
| DeepSVDD2026.02 | 98.81 | — | — | |
| DeepSVDD2025.10 | 98.81 | — | — | |
| Deep SVDDratio of labeled anomalies=0.012020.12 | 98.3 | — | — | |
| D2H-ADD=10,000, K=322026.06 | 98.2 | — | 97.7 | |
| OCSVM2026.02 | 98.17 | — | — | |
| PCA2026.02 | 98.17 | — | — | |
| OCSVM2025.10 | 98.17 | — | — | |
| PCA2025.10 | 98.17 | — | — | |
| ICL2026.02 | 97.92 | — | — | |
| ICL2025.10 | 97.92 | — | — | |
| FRODlabeled data percentage=1%2025.12 | 97.82 | — | — | |
| ICAD-LLMMethod Category=Task-Specific2025.12 | 97.72 | — | — | |
| GOADMethod Category=Task-Specific2025.12 | 97.41 | — | — | |
| MCMMethod Category=Task-Specific2025.12 | 97.32 | — | — | |
| WFRDAlabeled data percentage=1%2025.12 | 96.93 | — | — | |
| PReNetlabeled data percentage=1%2025.12 | 96.84 | — | — | |
| SSAD Hybridratio of labeled anomalies=0.012020.12 | 96.8 | — | — | |
| ECODlabeled data percentage=1%2025.12 | 96.55 | — | — | |
| ECOD2026.02 | 96.5 | — | — | |
| ECOD2025.10 | 96.5 | — | — | |
| IForestlabeled data percentage=1%2025.12 | 96.32 | — | — | |
| MFGADlabeled data percentage=1%2025.12 | 96.22 | — | — | |
| DeepSVDDlabeled data percentage=1%2025.12 | 96.15 | — | — | |
| ICAD-LLMMethod Category=Universal2025.12 | 95.35 | — | — | |
| ODHDD=10,000, K=322026.06 | 93.4 | — | 88.2 | |
| HDADD=10,000, K=322026.06 | 93.1 | — | 84 | |
| IForestMethod Category=Task-Specific2025.12 | 91.45 | — | — | |
| ACRMethod Category=Universal2025.12 | 89.92 | — | — | |
| Isolation Forest2026.06 | 89 | — | 75.8 | |
| DAGMMMethod Category=Task-Specific2025.12 | 87.54 | — | — | |
| Autoencoderepochs=50, optimizer=Adam, activations=ReLU2026.06 | 85.1 | — | 70.1 | |
| UniADMethod Category=Universal2025.12 | 82.49 | — | — | |
| FEAWADlabeled data percentage=1%2025.12 | 81.83 | — | — | |
| DeepSADlabeled data percentage=1%2025.12 | 81.7 | — | — | |
| DevNetlabeled data percentage=1%2025.12 | 81.57 | — | — | |
| NeuTraL ADMethod Category=Universal2025.12 | 78.86 | — | — | |
| OCSVMsearch_method=grid search2026.06 | 76 | — | 58.2 | |
| AE2026.03 | — | 97.79 | — | |
| AnoLLMModel Scale=35M2025.10 | — | 98.8 | — | |
| AnoLLMModel Scale=360M2025.10 | — | 97.4 | — | |
| AutoEncoder2025.10 | — | 96.88 | — | |
| DeepSVDD2025.10 | — | 94.27 | — | |
| DeepSVDDk=32026.05 | — | 51.29 | — | |
| DIFk=32026.05 | — | 97.54 | — | |
| DisentAD2026.03 | — | 57.36 | — | |
| DRL2026.03 | — | 86.02 | — | |
| DRL2025.10 | — | 97.03 | — | |
| DRLk=32026.05 | — | 9.25 | — | |
| DSVDD2026.03 | — | 83.87 | — | |
| DTE2025.10 | — | 68.21 | — | |
| ECOD2025.10 | — | 77.75 | — | |
| ECODk=32026.05 | — | 59.31 | — | |
| EPHADk=32026.05 | — | 58 | — | |
| GOADk=32026.05 | — | 68.19 | — | |
| ICL2025.10 | — | 81.24 | — | |
| ICLk=32026.05 | — | 94.61 | — | |
| iForest2026.03 | — | 94.61 | — | |
| Iforestk=32026.05 | — | 50.06 | — | |
| IForest2025.10 | — | 88.46 | — | |
| KNN2026.03 | — | 96.69 | — | |
| KNN2025.10 | — | 95.55 | — | |
| LLM-DASVariant=PCA2025.10 | — | 93.11 | — | |
| LLM-DASVariant=DRL2025.10 | — | 98.04 | — | |
| LOF2026.03 | — | 88.46 | — | |
| LOF2025.10 | — | 96.92 | — | |
| LOFk=32026.05 | — | 50.13 | — | |
| LUNAR2026.03 | — | 61.79 | — | |
| LUNARk=32026.05 | — | 51.14 | — | |
| MCM2026.03 | — | 97.74 | — | |
| MCM2025.10 | — | 98.5 | — | |
| MCMk=32026.05 | — | 97.17 | — | |
| NeuTraLADk=32026.05 | — | 80.71 | — | |
| NPT-AD2025.10 | — | 98.62 | — |