Differentially Private Image Synthesis on MNIST
2.5FIDFETA-Pro
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| FETA-Proepsilon=102026.01 | 2.5 | 98.6 | |
| DP-FETAepsilon=102026.01 | 3.4 | 98.1 | |
| DPDMepsilon=102026.01 | 4.4 | 97.7 | |
| FETA-Proepsilon=12026.01 | 8 | 97.3 | |
| DP-FETAepsilon=12026.01 | 13.7 | 95.6 | |
| DP-GANepsilon=102026.01 | 30.3 | 92.7 | |
| DP-Kernelepsilon=12026.01 | 33.7 | 94 | |
| DPDMepsilon=12026.01 | 36.1 | 89.2 | |
| DP-Kernelepsilon=102026.01 | 38.9 | 93.6 | |
| GS-WGANepsilon=102026.01 | 47.7 | 75.3 | |
| GS-WGANepsilon=12026.01 | 48.8 | 72.4 | |
| DP-GANepsilon=12026.01 | 57 | 92.4 | |
| DP-NTKepsilon=102026.01 | 69.2 | 91.3 | |
| DP-MERFepsilon=102026.01 | 106.3 | 81.3 | |
| DP-MERFepsilon=12026.01 | 113.7 | 80.3 | |
| DP-NTKepsilon=12026.01 | 382.1 | 50 |