Anomaly Detection on Cardio (AUC-ROC, AUC-PR, F1)
88.84AUC-PRPLAG
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| PLAGLLM=GPT-42026.04 | 88.84 | 96.81 | 79.27 | |
| TabDDPM2026.04 | 88.07 | 96.68 | 78.77 | |
| PLAGLLM=GPT-3.5-turbo2026.04 | 87.47 | 96.95 | 79.64 | |
| PLAGLLM=Qwen3-14B2026.04 | 86.77 | 97.15 | 81.7 | |
| PLAGLLM=DeepSeek-V2.52026.04 | 86.47 | 96.75 | 79.95 | |
| TabSyn2026.04 | 78.53 | 93.27 | 68.6 | |
| GReaT2026.04 | 70.48 | 86.09 | 66.81 | |
| SOEL2026.04 | 65.12 | 77.05 | 61.36 | |
| NNG-Mix2026.04 | 54.1 | 76.96 | 55.91 | |
| Gaussian noise2026.04 | 46.58 | 75.15 | 47.55 | |
| CutMix2026.04 | 42.06 | 70.41 | 44.39 | |
| Cutout2026.04 | 31.34 | 55.32 | 37.11 | |
| ECODk=32026.05 | 0.686 | — | — | |
| MCMk=32026.05 | 0.6849 | — | — | |
| RTTADk=32026.05 | 0.6385 | — | — | |
| DIFk=32026.05 | 0.6176 | — | — | |
| TTADk=32026.05 | 0.6156 | — | — | |
| EPHADk=32026.05 | 0.5846 | — | — | |
| OCSVMk=32026.05 | 0.5835 | — | — | |
| LOFk=32026.05 | 0.5581 | — | — | |
| Iforestk=32026.05 | 0.5381 | — | — | |
| LUNARk=32026.05 | 0.4782 | — | — | |
| GOADk=32026.05 | 0.4606 | — | — | |
| DeepSVDDk=32026.05 | 0.4407 | — | — | |
| SLADk=32026.05 | 0.4277 | — | — | |
| DRLk=32026.05 | 0.4054 | — | — | |
| ICLk=32026.05 | 0.3687 | — | — | |
| NeuTraLADk=32026.05 | 0.2458 | — | — | |
| Autoencoderepochs=50, optimizer=Adam, activations=ReLU2026.06 | — | 0.861 | 0.718 | |
| D2H-ADD=10,000, K=322026.06 | — | 0.872 | 0.803 | |
| HDADD=10,000, K=322026.06 | — | 0.828 | 0.698 | |
| Isolation Forest2026.06 | — | 0.868 | 0.756 | |
| OCSVMsearch_method=grid search2026.06 | — | 0.77 | 0.636 | |
| ODHDD=10,000, K=322026.06 | — | 0.857 | 0.775 |