Image Generation on CelebA (IS, FID)
1.06Fréchet Inception DistanceReal
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Real2026.01 | 1.06 | 2.77 | |
| GANIterations=50k2025.12 | 68.187 | — | |
| WQGANIterations=50k2025.12 | 68.3037 | — | |
| DDPMIterations=50k2025.12 | 72.3748 | — | |
| QGANIterations=50k2025.12 | 80.5843 | — | |
| WGANIterations=50k2025.12 | 88.4351 | — | |
| Oursprivacy_budget_epsilon=10, privacy_budget_delta=1e-5, sigma_noise=0.1, gamma_recon=12026.01 | 114.03 | 2.26 | |
| DP-GAN-DPACprivacy_budget_epsilon=10, privacy_budget_delta=1e-52026.01 | 139.99 | 1.9 | |
| DPSinkhornprivacy_budget_epsilon=10, privacy_budget_delta=1e-52026.01 | 168.4 | — | |
| GS-WGANprivacy_budget_epsilon=10, privacy_budget_delta=1e-52026.01 | 187.36 | 1.85 |