Anomaly Detection on Mammography (AUC-PR)
84.06AUC-PRDRL
Evaluation Results
| Method | Links | |
|---|---|---|
| DRL2025.10 | 84.06 | |
| AnoLLMModel Scale=35M2025.10 | 59.2 | |
| LLM-DASVariant=PCA2025.10 | 57.93 | |
| RTTADk=32026.05 | 54.07 | |
| ECOD2025.10 | 53.8 | |
| LLM-DASVariant=DRL2025.10 | 52.88 | |
| LUNARk=32026.05 | 49.62 | |
| LOFk=32026.05 | 49.27 | |
| ECODk=32026.05 | 48.62 | |
| DeepSVDDk=32026.05 | 48.12 | |
| MCMk=32026.05 | 47.81 | |
| MCM2025.10 | 47.55 | |
| OCSVMk=32026.05 | 45.82 | |
| DIFk=32026.05 | 45.07 | |
| DeepSVDD2025.10 | 41.9 | |
| OCSVM2025.10 | 41.78 | |
| PCA2025.10 | 41.65 | |
| LOF2025.10 | 40.63 | |
| DTE2025.10 | 39.85 | |
| KNN2025.10 | 38.1 | |
| NPT-AD2025.10 | 36.4 | |
| AnoLLMModel Scale=360M2025.10 | 36.4 | |
| EPHADk=32026.05 | 35.3 | |
| IForest2025.10 | 33.34 | |
| GOADk=32026.05 | 32.93 | |
| Iforestk=32026.05 | 27.13 | |
| AutoEncoder2025.10 | 25.3 | |
| ICL2025.10 | 18.94 | |
| ICLk=32026.05 | 15.6 | |
| SLADk=32026.05 | 14.67 | |
| DRLk=32026.05 | 10.22 | |
| TTADk=32026.05 | 8.61 | |
| NeuTraLADk=32026.05 | 5.63 |