Anomaly Detection on satellite
98.37AUCLLM-DAS
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LLM-DASMethod Variant=PCA2025.10 | 98.37 | — | |
| ESADratio of labeled anomalies=0.012020.12 | 92.5 | — | |
| Deep SADratio of labeled anomalies=0.012020.12 | 91.5 | — | |
| AnoLLMModel Size=135M2025.10 | 90.2 | — | |
| AnoLLMModel Size=360M2025.10 | 87.7 | — | |
| LLM-DASMethod Variant=DRL2025.10 | 87.26 | — | |
| CTADBase Detector=MCM2026.02 | 87.04 | — | |
| SSAD Hybridratio of labeled anomalies=0.012020.12 | 86.9 | — | |
| CTADBase Detector=DRL2026.02 | 85.88 | — | |
| ICL2026.02 | 85.49 | — | |
| ICL2025.10 | 85.49 | — | |
| PReNetlabeled data percentage=1%2025.12 | 84.02 | — | |
| DRL2025.10 | 83.2 | — | |
| FEAWADlabeled data percentage=1%2025.12 | 82.64 | — | |
| DeepSADlabeled data percentage=1%2025.12 | 82.37 | — | |
| CTADBase Detector=KNN2026.02 | 82.23 | — | |
| FRODlabeled data percentage=1%2025.12 | 82.08 | — | |
| KNN2026.02 | 81.39 | — | |
| KNN2025.10 | 81.39 | — | |
| ICAD-LLMMethod Category=Task-Specific2025.12 | 80.93 | — | |
| NeuTraLAD2026.02 | 80.8 | — | |
| UniADMethod Category=Universal2025.12 | 80.76 | — | |
| NPT-AD2025.10 | 80.6 | — | |
| IForestMethod Category=Task-Specific2025.12 | 80.48 | — | |
| IForest2026.02 | 80.26 | — | |
| IForest2025.10 | 80.26 | — | |
| DRL2026.02 | 80.18 | — | |
| Deep SVDDratio of labeled anomalies=0.012020.12 | 79.8 | — | |
| TNAD2026.04 | 79.8 | 84.7 | |
| MCM2026.02 | 79.62 | — | |
| MCM2025.10 | 79.62 | — | |
| DevNetlabeled data percentage=1%2025.12 | 79.24 | — | |
| ECOD2026.02 | 78.84 | — | |
| ECOD2025.10 | 78.84 | — | |
| MCMMethod Category=Task-Specific2025.12 | 78.57 | — | |
| IF2026.04 | 78 | 83.2 | |
| DTE2026.02 | 76.61 | — | |
| DTE2025.10 | 76.61 | — | |
| DeepSVDD2026.02 | 76.59 | — | |
| DeepSVDD2025.10 | 76.59 | — | |
| WFRDAlabeled data percentage=1%2025.12 | 76.25 | — | |
| SMT-AD2026.04 | 75.9 | 81.7 | |
| REPENlabeled data percentage=1%2025.12 | 75.56 | — | |
| ICAD-LLMMethod Category=Universal2025.12 | 75.13 | — | |
| ACRMethod Category=Universal2025.12 | 74.95 | — | |
| GOADMethod Category=Task-Specific2025.12 | 73.91 | — | |
| LOF2025.10 | 73.91 | — | |
| GOAD2026.02 | 73.74 | — | |
| DAGMMMethod Category=Task-Specific2025.12 | 72.84 | — | |
| AutoEncoder2026.02 | 72.33 | — | |
| AutoEncoder2025.10 | 72.33 | — | |
| IForestlabeled data percentage=1%2025.12 | 71.56 | — | |
| MFGADlabeled data percentage=1%2025.12 | 70.64 | — | |
| OC-SVM2026.04 | 68.1 | 78.7 | |
| NeuTraL ADMethod Category=Universal2025.12 | 67.98 | — | |
| OCSVM2026.02 | 66.63 | — | |
| PCA2026.02 | 66.63 | — | |
| OCSVM2025.10 | 66.63 | — | |
| PCA2025.10 | 66.63 | — | |
| DeepSVDDlabeled data percentage=1%2025.12 | 66.1 | — | |
| ECODlabeled data percentage=1%2025.12 | 58.28 | — | |
| SS-DGMratio of labeled anomalies=0.012020.12 | 57.4 | — | |
| AnoLLMModel Scale=35M2025.10 | — | 91 | |
| AnoLLMModel Scale=360M2025.10 | — | 89.1 | |
| AutoEncoder2025.10 | — | 82.18 | |
| DeepSVDD2025.10 | — | 82.17 | |
| DeepSVDDk=32026.05 | — | 68.94 | |
| DIFk=32026.05 | — | 71.73 | |
| DRL2025.10 | — | 86.92 | |
| DRLk=32026.05 | — | 84 | |
| DTE2025.10 | — | 84.79 | |
| ECOD2025.10 | — | 83.34 | |
| ECODk=32026.05 | — | 64.37 | |
| EPHADk=32026.05 | — | 70.2 | |
| GOADk=32026.05 | — | 75.95 | |
| ICL2025.10 | — | 87.99 | |
| ICLk=32026.05 | — | 79.27 | |
| Iforestk=32026.05 | — | 71.69 | |
| IForest2025.10 | — | 85.83 | |
| KNN2025.10 | — | 85.15 | |
| LLM-DASVariant=PCA2025.10 | — | 79.21 | |
| LLM-DASVariant=DRL2025.10 | — | 89.42 | |
| LOF2025.10 | — | 80.88 | |
| LOFk=32026.05 | — | 71.77 | |
| LUNARk=32026.05 | — | 69.26 | |
| MCM2025.10 | — | 85.32 | |
| MCMk=32026.05 | — | 81.99 | |
| NeuTraLADk=32026.05 | — | 83.06 | |
| NPT-AD2025.10 | — | 85.76 | |
| OCSVM2025.10 | — | 77.78 | |
| OCSVMk=32026.05 | — | 71.73 | |
| PCA2025.10 | — | 77.78 | |
| RTTADk=32026.05 | — | 83.07 | |
| SLADk=32026.05 | — | 83.39 | |
| TTADk=32026.05 | — | 84.72 |