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AUROC of ResNet when trained on real data or on synthetic data generated by the GANs or Mefusion.
| Real data | GAN (previously proposed) | GAN (StyleGAN-3) | Medfusion | |
|---|---|---|---|---|
| AIROGS | 0.89 | N/A | 0.85 | 0.88 |
| CRCDX | 0.63 | 0.50 | 0.45 | 0.57 |
| CheXpert | 0.85 | 0.74 | 0.73 | 0.77 |
Based on previous studies, the cGAN was used for the CRCDX and ProGAN for the CheXpert dataset while no previous GAN study was available for AIROGS (N/A).
