Differentially Private Image Synthesis on CelebA (FID, Acc)
20FIDFETA-Pro
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FETA-Proepsilon=102026.01 | 20 | 95.2 | |
| DP-FETAepsilon=102026.01 | 24.8 | 94.2 | |
| DPDMepsilon=102026.01 | 28.8 | 91.8 | |
| DP-GANepsilon=102026.01 | 31.7 | 89.2 | |
| FETA-Proepsilon=12026.01 | 48 | 90 | |
| DP-FETAepsilon=12026.01 | 60.2 | 82.3 | |
| DP-GANepsilon=12026.01 | 112.5 | 77.9 | |
| DP-Kernelepsilon=102026.01 | 128.8 | 83.7 | |
| DP-Kernelepsilon=12026.01 | 140.3 | 83 | |
| DP-MERFepsilon=102026.01 | 147.9 | 81.2 | |
| DPDMepsilon=12026.01 | 153.9 | 74.5 | |
| DP-MERFepsilon=12026.01 | 176.2 | 81 | |
| DP-NTKepsilon=102026.01 | 227.8 | 64.2 | |
| GS-WGANepsilon=102026.01 | 290 | 61.5 | |
| DP-NTKepsilon=12026.01 | 350.4 | 61.2 | |
| GS-WGANepsilon=12026.01 | 611.8 | 61.4 |