Anomaly Detection on Pima (AUC-ROC, AUC-PR, F1)
0.7118F1 ScoreOCSVM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| OCSVMlibrary=PyOD2026.05 | 0.7118 | — | — | |
| PLAGLLM=GPT-3.5-turbo2026.04 | 0.7023 | 0.6596 | 0.6838 | |
| Gaussian noise2026.04 | 0.6886 | 0.5176 | 0.5574 | |
| PLAGLLM=GPT-42026.04 | 0.6876 | 0.6251 | 0.6782 | |
| TabDDPM2026.04 | 0.687 | 0.5687 | 0.6159 | |
| CutMix2026.04 | 0.6863 | 0.4974 | 0.5483 | |
| PLAGLLM=DeepSeek-V2.52026.04 | 0.6846 | 0.5937 | 0.644 | |
| TabSyn2026.04 | 0.6833 | 0.5628 | 0.6124 | |
| PLAGLLM=Qwen3-14B2026.04 | 0.6828 | 0.6271 | 0.6952 | |
| GReaT2026.04 | 0.6812 | 0.5314 | 0.5476 | |
| Cutout2026.04 | 0.6802 | 0.4691 | 0.5299 | |
| Iforestlibrary=PyOD2026.05 | 0.6689 | — | — | |
| LOFlibrary=PyOD2026.05 | 0.6667 | — | — | |
| EPHAD2026.05 | 0.6082 | — | — | |
| TTAD2026.05 | 0.5896 | — | — | |
| RTTADparameter k=32026.05 | 0.5858 | — | — | |
| DIFlibrary=DeepOD2026.05 | 0.5821 | — | — | |
| SLADlibrary=DeepOD2026.05 | 0.5784 | — | — | |
| GOADlibrary=DeepOD2026.05 | 0.5746 | — | — | |
| ECODlibrary=PyOD2026.05 | 0.5738 | — | — | |
| DeepSVDDlibrary=PyOD2026.05 | 0.5709 | — | — | |
| NeuTraLADlibrary=DeepOD2026.05 | 0.5522 | — | — | |
| ICLlibrary=DeepOD2026.05 | 0.5448 | — | — | |
| SOEL2026.04 | 0.5447 | 0.5679 | 0.6134 | |
| DRL2026.05 | 0.5373 | — | — | |
| MCM2026.05 | 0.5149 | — | — | |
| LUNARlibrary=PyOD2026.05 | 0.4847 | — | — | |
| NNG-Mix2026.04 | 0.4393 | 0.7153 | 0.5594 |