Synthetic Image Generation on CelebA (FID, Acc)
12.3FIDPrivImage
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| PrivImageepsilon=12026.01 | 12.3 | 90.8 | |
| PDP-Diffusionepsilon=12026.01 | 17.2 | 89.4 | |
| DP-SAPFPublic Model=Realistic-v6, epsilon=102026.05 | 19.2 | 92.1 | |
| PEepsilon=12026.01 | 23 | 70.5 | |
| PrivImage-Proepsilon=12026.01 | 23.1 | 90.2 | |
| DP-SAPFPublic Model=Realistic-v6, epsilon=12026.05 | 23.5 | 88.5 | |
| DP-SAPFPublic Model=SD-v1-5, epsilon=102026.05 | 23.6 | 90.2 | |
| DP-SAPFPublic Model=SD-2-1-base, epsilon=102026.05 | 24 | 90.5 | |
| DP-SAPFPublic Model=SD-v1-5, epsilon=12026.05 | 25 | 84.2 | |
| PDP-Diffusion-Proepsilon=12026.01 | 25.2 | 90.1 | |
| DP-SAPFPublic Model=Prompt2med, epsilon=102026.05 | 26 | 88.5 | |
| DP-SAPFPublic Model=SD-2-1-base, epsilon=12026.05 | 27.2 | 85 | |
| DP-SAPFPublic Model=Prompt2med, epsilon=12026.05 | 28.4 | 83.9 | |
| Aug-PEPublic Model=Realistic-v6, epsilon=12026.05 | 32.1 | 74.5 | |
| PEPublic Model=SD-2-1-base, epsilon=102026.05 | 36.8 | 73 | |
| PEPublic Model=Realistic-v6, epsilon=12026.05 | 37.9 | 71.4 | |
| Aug-PEPublic Model=SD-2-1-base, epsilon=102026.05 | 38.3 | 74.7 | |
| PEPublic Model=Realistic-v6, epsilon=102026.05 | 38.9 | 73.8 | |
| PEPublic Model=Prompt2med, epsilon=102026.05 | 39.7 | 68.4 | |
| Aug-PEPublic Model=Prompt2med, epsilon=102026.05 | 40 | 72.8 | |
| Aug-PEPublic Model=SD-2-1-base, epsilon=12026.05 | 40.2 | 73.2 | |
| Aug-PEPublic Model=Realistic-v6, epsilon=102026.05 | 40.3 | 70.3 | |
| PEPublic Model=SD-v1-5, epsilon=102026.05 | 40.4 | 64.1 | |
| Aug-PEPublic Model=SD-v1-5, epsilon=12026.05 | 41.1 | 70.2 | |
| Aug-PEPublic Model=SD-v1-5, epsilon=102026.05 | 42.5 | 65.6 | |
| PEPublic Model=SD-2-1-base, epsilon=12026.05 | 42.8 | 70.2 | |
| PEPublic Model=Prompt2med, epsilon=12026.05 | 44.5 | 70.1 | |
| PEPublic Model=SD-v1-5, epsilon=12026.05 | 44.6 | 68 | |
| Aug-PEPublic Model=Prompt2med, epsilon=12026.05 | 47.3 | 72.2 | |
| FETA-Proepsilon=12026.01 | 48 | 90 | |
| DP-FinetunePublic Model=Prompt2med, epsilon=102026.05 | 195.3 | 60 | |
| DP-FinetunePublic Model=Realistic-v6, epsilon=102026.05 | 195.8 | 60 | |
| DP-LoRAPublic Model=SD-2-1-base, epsilon=102026.05 | 200.4 | 64.1 | |
| DP-LDMPublic Model=Prompt2med, epsilon=102026.05 | 200.6 | 65.8 | |
| DP-LDMPublic Model=Prompt2med, epsilon=12026.05 | 214.7 | 61.4 | |
| DP-LDMPublic Model=SD-2-1-base, epsilon=102026.05 | 220.5 | 63.1 | |
| DP-FinetunePublic Model=Prompt2med, epsilon=12026.05 | 224.9 | 57.4 | |
| DP-LoRAPublic Model=SD-2-1-base, epsilon=12026.05 | 231.5 | 59.3 | |
| DP-FinetunePublic Model=SD-2-1-base, epsilon=102026.05 | 231.6 | 66.2 | |
| DP-LoRAPublic Model=Realistic-v6, epsilon=12026.05 | 233.2 | 64.3 | |
| DP-LoRAPublic Model=Prompt2med, epsilon=102026.05 | 235.5 | 59.9 | |
| DP-LDMPublic Model=Realistic-v6, epsilon=102026.05 | 238.4 | 56.7 | |
| DP-LoRAPublic Model=Realistic-v6, epsilon=102026.05 | 241.8 | 61.5 | |
| DP-LoRAPublic Model=SD-v1-5, epsilon=12026.05 | 244.7 | 61.4 | |
| DP-FinetunePublic Model=Realistic-v6, epsilon=12026.05 | 251.4 | 59.3 | |
| DP-FinetunePublic Model=SD-2-1-base, epsilon=12026.05 | 268.3 | 61.2 | |
| DP-FinetunePublic Model=SD-v1-5, epsilon=102026.05 | 274.6 | 61.7 | |
| DP-FinetunePublic Model=SD-v1-5, epsilon=12026.05 | 277.9 | 60.8 | |
| DP-LDMPublic Model=SD-v1-5, epsilon=102026.05 | 281.6 | 61 | |
| DP-LDMPublic Model=Realistic-v6, epsilon=12026.05 | 294.3 | 62.2 | |
| DP-LoRAPublic Model=Prompt2med, epsilon=12026.05 | 299.2 | 50 | |
| DP-LDMPublic Model=SD-2-1-base, epsilon=12026.05 | 299.3 | 60.1 | |
| DP-LDMPublic Model=SD-v1-5, epsilon=12026.05 | 312.8 | 57.3 | |
| DP-LoRAPublic Model=SD-v1-5, epsilon=102026.05 | 447.7 | 66.3 |