Anomaly Detection on Mammography
0.9998AUC-ROCLLM-DAS
Evaluation Results
| Method | Links | |
|---|---|---|
| LLM-DASMethod Variant=PCA2025.10 | 0.9998 | |
| DRL2025.10 | 0.9455 | |
| ICAD-LLMMethod Category=Task-Specific2025.12 | 0.9193 | |
| AnoLLMModel Size=135M2025.10 | 0.915 | |
| CTADBase Detector=DRL2026.02 | 0.9129 | |
| DRL2026.02 | 0.9122 | |
| ECODlabeled outliers=52025.12 | 0.906 | |
| ECODlabeled data percentage=1%2025.12 | 0.9059 | |
| MCM2026.02 | 0.9053 | |
| MCM2025.10 | 0.9053 | |
| PReNetlabeled outliers=52025.12 | 0.903 | |
| OCSVM2026.02 | 0.9003 | |
| OCSVM2025.10 | 0.9003 | |
| PCA2026.02 | 0.8993 | |
| PCA2025.10 | 0.8993 | |
| MCMMethod Category=Task-Specific2025.12 | 0.8991 | |
| DevNetlabeled outliers=52025.12 | 0.896 | |
| LOF2025.10 | 0.8922 | |
| DeepSVDD2026.02 | 0.8879 | |
| DeepSVDD2025.10 | 0.8879 | |
| NPT-AD2025.10 | 0.8873 | |
| DTE2026.02 | 0.8862 | |
| DTE2025.10 | 0.8862 | |
| FRODlabeled data percentage=1%2025.12 | 0.8839 | |
| LLM-DASMethod Variant=DRL2025.10 | 0.8834 | |
| AnoLLMModel Size=360M2025.10 | 0.876 | |
| CTADBase Detector=KNN2026.02 | 0.8724 | |
| REPENlabeled outliers=52025.12 | 0.872 | |
| DeepSADlabeled outliers=52025.12 | 0.87 | |
| IForestlabeled outliers=52025.12 | 0.866 | |
| KNN2026.02 | 0.864 | |
| KNN2025.10 | 0.864 | |
| DevNetlabeled data percentage=1%2025.12 | 0.862 | |
| IForestlabeled data percentage=1%2025.12 | 0.857 | |
| FEAWADlabeled outliers=52025.12 | 0.857 | |
| CODlabeled outliers=52025.12 | 0.855 | |
| DeepSADlabeled data percentage=1%2025.12 | 0.852 | |
| PReNetlabeled data percentage=1%2025.12 | 0.8519 | |
| AutoEncoder2026.02 | 0.8472 | |
| AutoEncoder2025.10 | 0.8472 | |
| ICAD-LLMMethod Category=Universal2025.12 | 0.8458 | |
| REPENlabeled data percentage=1%2025.12 | 0.8447 | |
| WFRDAlabeled outliers=52025.12 | 0.839 | |
| WFRDAlabeled data percentage=1%2025.12 | 0.8341 | |
| DeepSVDDlabeled data percentage=1%2025.12 | 0.828 | |
| ECOD2026.02 | 0.8251 | |
| ECOD2025.10 | 0.8251 | |
| IForest2026.02 | 0.822 | |
| IForest2025.10 | 0.822 | |
| GOADMethod Category=Task-Specific2025.12 | 0.8177 | |
| IForestMethod Category=Task-Specific2025.12 | 0.8169 | |
| CTADBase Detector=MCM2026.02 | 0.8111 | |
| FEAWADlabeled data percentage=1%2025.12 | 0.8097 | |
| SODlabeled outliers=52025.12 | 0.798 | |
| NeuTraL ADMethod Category=Universal2025.12 | 0.7663 | |
| ACRMethod Category=Universal2025.12 | 0.7533 | |
| NeuTraLAD2026.02 | 0.7449 | |
| GOAD2026.02 | 0.7348 | |
| DAGMMMethod Category=Task-Specific2025.12 | 0.734 | |
| UniADMethod Category=Universal2025.12 | 0.6976 | |
| ICL2026.02 | 0.6548 | |
| ICL2025.10 | 0.6548 | |
| DeepSVDDlabeled outliers=52025.12 | 0.615 | |
| MFGADlabeled data percentage=1%2025.12 | 0.436 |