Anomaly Detection on Lympho
99.8AUC-ROCBest Unsupervised
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Best Unsupervisedsource=[9]2025.12 | 99.8 | 97.6 | |
| PaLD2025.12 | 94.2 | 41.2 | |
| PCA2026.02 | 1 | — | |
| DRL2026.02 | 1 | — | |
| CTADBase Detector=MCM2026.02 | 1 | — | |
| CTADBase Detector=DRL2026.02 | 1 | — | |
| knn2025.12 | 1 | 1 | |
| PCA2025.10 | 1 | — | |
| DRL2025.10 | 1 | — | |
| NPT-AD2025.10 | 0.9993 | — | |
| OC-SVM2026.04 | 0.999 | 0.992 | |
| SMT-AD2026.04 | 0.998 | 0.984 | |
| DeepSVDD2026.02 | 0.9977 | — | |
| LOF2025.10 | 0.9977 | — | |
| DeepSVDD2025.10 | 0.9977 | — | |
| CTADBase Detector=KNN2026.02 | 0.9953 | — | |
| IForest2026.02 | 0.9945 | — | |
| IForest2025.10 | 0.9945 | — | |
| AnoLLMModel Size=360M2025.10 | 0.993 | — | |
| TNAD2026.04 | 0.993 | 0.938 | |
| LLM-DASMethod Variant=DRL2025.10 | 0.9911 | — | |
| ECOD2026.02 | 0.9906 | — | |
| ECOD2025.10 | 0.9906 | — | |
| DTE2026.02 | 0.9899 | — | |
| DTE2025.10 | 0.9899 | — | |
| KNN2026.02 | 0.987 | — | |
| KNN2025.10 | 0.987 | — | |
| OCSVM2026.02 | 0.9812 | — | |
| OCSVM2025.10 | 0.9812 | — | |
| IF2026.04 | 0.979 | 0.855 | |
| GOAD2026.02 | 0.9757 | — | |
| AnoLLMModel Size=135M2025.10 | 0.968 | — | |
| NeuTraLAD2026.02 | 0.9648 | — | |
| ICL2026.02 | 0.9546 | — | |
| ICL2025.10 | 0.9546 | — | |
| MCM2026.02 | 0.9257 | — | |
| MCM2025.10 | 0.9257 | — | |
| LLM-DASMethod Variant=PCA2025.10 | 0.9074 | — | |
| AutoEncoder2026.02 | 0.7856 | — | |
| AutoEncoder2025.10 | 0.7856 | — | |
| AE2026.03 | — | 0.4061 | |
| AnoLLMModel Scale=35M2025.10 | — | 0.856 | |
| AnoLLMModel Scale=360M2025.10 | — | 0.938 | |
| AutoEncoder2025.10 | — | 0.2709 | |
| DeepSVDD2025.10 | — | 0.9749 | |
| DisentAD2026.03 | — | 0.5709 | |
| DRL2026.03 | — | 0.8784 | |
| DRL2025.10 | — | 1 | |
| DSVDD2026.03 | — | 0.9867 | |
| DTE2025.10 | — | 0.8677 | |
| ECOD2025.10 | — | 0.8972 | |
| ICL2025.10 | — | 0.6091 | |
| iForest2026.03 | — | 0.9738 | |
| IForest2025.10 | — | 0.9593 | |
| KNN2026.03 | — | 0.4628 | |
| KNN2025.10 | — | 0.9401 | |
| LLM-DASVariant=PCA2025.10 | — | 0.9889 | |
| LLM-DASVariant=DRL2025.10 | — | 0.8706 | |
| LOF2026.03 | — | 0.5646 | |
| LOF2025.10 | — | 0.9762 | |
| LUNAR2026.03 | — | 0.8559 | |
| MCM2026.03 | — | 0.9246 | |
| MCM2025.10 | — | 0.4204 | |
| NPT-AD2025.10 | — | 0.9929 | |
| OCSVM2025.10 | — | 0.8107 | |
| OFA-TAD2026.03 | — | 0.9182 | |
| PCA2025.10 | — | 1 |