Image Generation on CelebA 128x128 (test)
5.74FIDCOCO-GAN
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| COCO-GANModel Parameters=N2,M2,S322019.03 | 5.74 | — | — | — | |
| PGGAN2019.03 | 7.3 | — | — | — | |
| π-GANResolution=128 x 1282020.12 | 14.7 | 0.39 | 2.62 | — | |
| Proj. DRole=Backbone for current paper2019.03 | 19.55 | — | — | — | |
| HoloGANResolution=128 x 1282020.12 | 39.7 | 2.91 | 1.89 | — | |
| GRAFResolution=128 x 1282020.12 | 41.1 | 2.29 | 2.34 | — | |
| FETA-ProPrivacy budget (epsilon)=102026.01 | 146.3 | — | — | 73.4 | |
| DP-FETAPrivacy budget (epsilon)=102026.01 | 173.6 | — | — | 69.3 | |
| DPDMPrivacy budget (epsilon)=102026.01 | 210.8 | — | — | 71.1 | |
| DP-NTKPrivacy budget (epsilon)=102026.01 | 272.1 | — | — | 62.9 | |
| DP-MERFPrivacy budget (epsilon)=102026.01 | 311.2 | — | — | 61.4 | |
| DP-GANPrivacy budget (epsilon)=102026.01 | 320.2 | — | — | 39.9 | |
| DP-KernelPrivacy budget (epsilon)=102026.01 | 359.2 | — | — | 53.7 | |
| GS-WGANPrivacy budget (epsilon)=102026.01 | 383.2 | — | — | 61.4 |