Tabular Classification on Fetal Health
90.3Balanced AccuracyctdGAN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ctdGANClassifier=XGBoost2025.08 | 90.3 | 95.4 | |
| ctdGANClassifier=Random Forest2025.08 | 87.1 | — | |
| ctdGANClassifier=Multilayer Perceptron2025.08 | 86.1 | — | |
| TVAEClassifier=MLP2025.08 | -7.6 | — | |
| CT GANClassifier=MLP2025.08 | -9.2 | — | |
| COP GANClassifier=MLP2025.08 | -9.4 | — | |
| COP GANClassifier=XGBoost2025.08 | -11.4 | -4.5 | |
| COP GANClassifier=RF2025.08 | -12.7 | — | |
| CT GANClassifier=XGBoost2025.08 | -14.2 | -5.5 | |
| TVAEClassifier=XGBoost2025.08 | -14.4 | -5.7 | |
| TVAEClassifier=RF2025.08 | -15.8 | — | |
| ctdGANClassifier=MLP2025.08 | -16.4 | — | |
| ctdGANClassifier=XGBoost2025.08 | -17.3 | -6.2 | |
| CT GANClassifier=RF2025.08 | -17.5 | — | |
| ctdGANClassifier=RF2025.08 | -22.2 | — | |
| GCOP GANClassifier=MLP2025.08 | -26.3 | — | |
| CTAB GAN+Classifier=MLP2025.08 | -27 | — | |
| CTAB GAN+Classifier=XGBoost2025.08 | -30.5 | -11.1 | |
| CTAB GAN+Classifier=RF2025.08 | -33.4 | — | |
| GCOP GANClassifier=XGBoost2025.08 | -38.2 | -11.5 | |
| GCOP GANClassifier=RF2025.08 | -38.5 | — | |
| SB GANClassifier=MLP2025.08 | -56.1 | — | |
| CGANClassifier=MLP2025.08 | -56.5 | — | |
| CGANClassifier=RF2025.08 | -61.9 | — | |
| SB GANClassifier=RF2025.08 | -61.9 | — | |
| SB GANClassifier=XGBoost2025.08 | -63.4 | -17.7 | |
| CGANClassifier=XGBoost2025.08 | -63.7 | -19.5 |