Anomaly Detection on pendigits
97.58AUPRCOFA-TAD
Evaluation Results
| Method | Links | |
|---|---|---|
| OFA-TAD2026.03 | 97.58 | |
| DisentAD2026.03 | 89.96 | |
| LUNAR2026.03 | 85.08 | |
| KNN2026.03 | 72.36 | |
| MCM2026.03 | 70.68 | |
| LOF2026.03 | 65.49 | |
| AE2026.03 | 53.29 | |
| iForest2026.03 | 50.19 | |
| DRL2026.03 | 42.69 | |
| DSVDD2026.03 | 19.25 | |
| KNN2025.10 | 0.9692 | |
| NPT-AD2025.10 | 0.9671 | |
| DRL2025.10 | 0.936 | |
| AutoEncoder2025.10 | 0.8904 | |
| LLM-DASVariant=DRL2025.10 | 0.8848 | |
| MCM2025.10 | 0.8258 | |
| LOF2025.10 | 0.7855 | |
| AnoLLMModel Scale=35M2025.10 | 0.623 | |
| DIFk=32026.05 | 0.5583 | |
| AnoLLMModel Scale=360M2025.10 | 0.554 | |
| LUNARk=32026.05 | 0.5288 | |
| LOFk=32026.05 | 0.5283 | |
| OCSVM2025.10 | 0.5178 | |
| OCSVMk=32026.05 | 0.5162 | |
| IForest2025.10 | 0.5133 | |
| LLM-DASVariant=PCA2025.10 | 0.4847 | |
| DTE2025.10 | 0.4844 | |
| ECODk=32026.05 | 0.4147 | |
| ECOD2025.10 | 0.4145 | |
| ICL2025.10 | 0.4039 | |
| PCA2025.10 | 0.3863 | |
| Iforestk=32026.05 | 0.343 | |
| EPHADk=32026.05 | 0.2744 | |
| DeepSVDDk=32026.05 | 0.1523 | |
| RTTADk=32026.05 | 0.0964 | |
| TTADk=32026.05 | 0.0944 | |
| DeepSVDD2025.10 | 0.0616 | |
| SLADk=32026.05 | 0.0475 | |
| GOADk=32026.05 | 0.0445 | |
| ICLk=32026.05 | 0.0431 | |
| MCMk=32026.05 | 0.043 | |
| NeuTraLADk=32026.05 | 0.0362 | |
| DRLk=32026.05 | 0.0333 |