Anomaly Detection on optdigits (AUPRC)
84.24AUPRCDisentAD
Evaluation Results
| Method | Links | |
|---|---|---|
| DisentAD2026.03 | 84.24 | |
| LOF2026.03 | 81.72 | |
| OFA-TAD2026.03 | 81.62 | |
| MCM2026.03 | 79.77 | |
| LUNAR2026.03 | 58.25 | |
| KNN2026.03 | 48.83 | |
| DRL2026.03 | 25.55 | |
| AE2026.03 | 16.08 | |
| iForest2026.03 | 14.15 | |
| DSVDD2026.03 | 5.91 | |
| LLM-DASVariant=DRL2025.10 | 0.9566 | |
| DRL2025.10 | 0.9356 | |
| MCM2025.10 | 0.8885 | |
| KNN2025.10 | 0.8589 | |
| AnoLLMModel Scale=35M2025.10 | 0.75 | |
| LOFk=32026.05 | 0.5605 | |
| LUNARk=32026.05 | 0.5526 | |
| OCSVMk=32026.05 | 0.529 | |
| LOF2025.10 | 0.4363 | |
| NPT-AD2025.10 | 0.4203 | |
| RTTADk=32026.05 | 0.4199 | |
| AnoLLMModel Scale=360M2025.10 | 0.398 | |
| Iforestk=32026.05 | 0.3311 | |
| ICL2025.10 | 0.1696 | |
| IForest2025.10 | 0.157 | |
| DTE2025.10 | 0.1534 | |
| AutoEncoder2025.10 | 0.1418 | |
| TTADk=32026.05 | 0.1296 | |
| DeepSVDD2025.10 | 0.1159 | |
| MCMk=32026.05 | 0.1103 | |
| DRLk=32026.05 | 0.0997 | |
| ICLk=32026.05 | 0.0725 | |
| OCSVM2025.10 | 0.0692 | |
| SLADk=32026.05 | 0.069 | |
| ECOD2025.10 | 0.0669 | |
| DIFk=32026.05 | 0.0647 | |
| GOADk=32026.05 | 0.064 | |
| PCA2025.10 | 0.0602 | |
| LLM-DASVariant=PCA2025.10 | 0.0602 | |
| EPHADk=32026.05 | 0.0538 | |
| NeuTraLADk=32026.05 | 0.0528 | |
| ECODk=32026.05 | 0.0373 | |
| DeepSVDDk=32026.05 | 0.0348 |