Anomaly Detection on Cardiotocography (AUC-ROC)
0.8486AUC-ROCCTAD
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CTADBase Detector=DRL2026.02 | 0.8486 | — | |
| PaLD2025.12 | 0.843 | 0.63 | |
| DRL2026.02 | 0.8383 | — | |
| ICAD-LLMMethod Category=Task-Specific2025.12 | 0.8121 | — | |
| CTADBase Detector=MCM2026.02 | 0.8091 | — | |
| MCM2026.02 | 0.8001 | — | |
| DAGMMMethod Category=Task-Specific2025.12 | 0.7918 | — | |
| PCA2026.02 | 0.7889 | — | |
| ECOD2026.02 | 0.7889 | — | |
| MCMMethod Category=Task-Specific2025.12 | 0.7884 | — | |
| knn2025.12 | 0.781 | 0.508 | |
| Best Unsupervisedsource=[9]2025.12 | 0.778 | 0.526 | |
| DIF2026.05 | 0.7682 | — | |
| OCSVM2026.02 | 0.7522 | — | |
| ICAD-LLMMethod Category=Universal2025.12 | 0.7486 | — | |
| CTADBase Detector=KNN2026.02 | 0.745 | — | |
| GOADMethod Category=Task-Specific2025.12 | 0.7392 | — | |
| IForest2026.02 | 0.7249 | — | |
| NeuTraLAD2026.02 | 0.7177 | — | |
| IForestMethod Category=Task-Specific2025.12 | 0.7053 | — | |
| KNN2026.02 | 0.6925 | — | |
| UniADMethod Category=Universal2025.12 | 0.6755 | — | |
| ECOD2026.05 | 0.6695 | — | |
| ICL2026.02 | 0.6478 | — | |
| MCM2026.05 | 0.6476 | — | |
| RTTAD2026.05 | 0.6402 | — | |
| ACRMethod Category=Universal2025.12 | 0.6139 | — | |
| EPHAD2026.05 | 0.6032 | — | |
| DTE2026.02 | 0.6013 | — | |
| TTAD2026.05 | 0.5737 | — | |
| DeepSVDD2026.05 | 0.548 | — | |
| NeuTraL ADMethod Category=Universal2025.12 | 0.5232 | — | |
| AutoEncoder2026.02 | 0.5227 | — | |
| DeepSVDD2026.02 | 0.5149 | — | |
| OCSVM2026.05 | 0.5018 | — | |
| DRL2026.05 | 0.4843 | — | |
| Iforest2026.05 | 0.4837 | — | |
| NeuTraLAD2026.05 | 0.4829 | — | |
| LOF2026.05 | 0.476 | — | |
| ICL2026.05 | 0.4679 | — | |
| GOAD2026.05 | 0.4619 | — | |
| SLAD2026.05 | 0.4554 | — | |
| GOAD2026.02 | 0.4428 | — | |
| LUNAR2026.05 | 0.4094 | — | |
| DeepSVDDk=32026.05 | — | 0.5417 | |
| DIFk=32026.05 | — | 0.4944 | |
| DRLk=32026.05 | — | 0.3682 | |
| ECODk=32026.05 | — | 0.612 | |
| EPHADk=32026.05 | — | 0.5155 | |
| GOADk=32026.05 | — | 0.3408 | |
| ICLk=32026.05 | — | 0.4113 | |
| Iforestk=32026.05 | — | 0.5529 | |
| LOFk=32026.05 | — | 0.5562 | |
| LUNARk=32026.05 | — | 0.4604 | |
| MCMk=32026.05 | — | 0.4051 | |
| NeuTraLADk=32026.05 | — | 0.3746 | |
| OCSVMk=32026.05 | — | 0.6531 | |
| RTTADk=32026.05 | — | 0.3906 | |
| SLADk=32026.05 | — | 0.3255 | |
| TTADk=32026.05 | — | 0.5321 |