Image Synthesis on CIFAR-10 (FID, Acc)
10.9FIDPE
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| PEPublic Model=SD-v1-5, epsilon=102026.05 | 10.9 | 66.9 | |
| Aug-PEPublic Model=SD-2-1-base, epsilon=102026.05 | 11.1 | 66.9 | |
| PEPublic Model=SD-2-1-base, epsilon=102026.05 | 12.1 | 68.5 | |
| Aug-PEPublic Model=SD-v1-5, epsilon=102026.05 | 12.9 | 49.8 | |
| PEPublic Model=SD-v1-5, epsilon=12026.05 | 16.4 | 67.5 | |
| PEPublic Model=SD-2-1-base, epsilon=12026.05 | 17.4 | 66.3 | |
| Aug-PEPublic Model=Realistic-v6, epsilon=102026.05 | 21.1 | 63.2 | |
| Aug-PEPublic Model=Prompt2med, epsilon=12026.05 | 21.3 | 65.5 | |
| PEPublic Model=Realistic-v6, epsilon=102026.05 | 23.3 | 65.6 | |
| Aug-PEPublic Model=SD-v1-5, epsilon=12026.05 | 24 | 44.8 | |
| PEPublic Model=Prompt2med, epsilon=12026.05 | 24 | 64.8 | |
| DP-SAPFPublic Model=Prompt2med, epsilon=102026.05 | 25.4 | 72.8 | |
| Aug-PEPublic Model=SD-2-1-base, epsilon=12026.05 | 25.6 | 61.3 | |
| Aug-PEPublic Model=Realistic-v6, epsilon=12026.05 | 25.6 | 61.9 | |
| DP-SAPFPublic Model=SD-v1-5, epsilon=102026.05 | 26.6 | 74.6 | |
| DP-SAPFPublic Model=SD-2-1-base, epsilon=102026.05 | 27.2 | 72.3 | |
| PEPublic Model=Realistic-v6, epsilon=12026.05 | 28.5 | 63.5 | |
| DP-SAPFPublic Model=Prompt2med, epsilon=12026.05 | 30.2 | 70.8 | |
| DP-SAPFPublic Model=Realistic-v6, epsilon=102026.05 | 30.8 | 68 | |
| DP-SAPFPublic Model=SD-v1-5, epsilon=12026.05 | 32.1 | 73.1 | |
| DP-SAPFPublic Model=SD-2-1-base, epsilon=12026.05 | 32.1 | 69.9 | |
| Aug-PEPublic Model=Prompt2med, epsilon=102026.05 | 35 | 67.7 | |
| DP-SAPFPublic Model=Realistic-v6, epsilon=12026.05 | 35.6 | 68.2 | |
| PEPublic Model=Prompt2med, epsilon=102026.05 | 61.8 | 37.5 | |
| DP-LDMPublic Model=SD-2-1-base, epsilon=12026.05 | 119.4 | 15.3 | |
| DP-LDMPublic Model=Realistic-v6, epsilon=102026.05 | 122.2 | 36.3 | |
| DP-FinetunePublic Model=SD-2-1-base, epsilon=102026.05 | 124 | 16.2 | |
| DP-LDMPublic Model=SD-2-1-base, epsilon=102026.05 | 142.1 | 16.1 | |
| DP-LDMPublic Model=Realistic-v6, epsilon=12026.05 | 143.2 | 32.3 | |
| DP-FinetunePublic Model=SD-v1-5, epsilon=102026.05 | 145.2 | 14.2 | |
| DP-FinetunePublic Model=Prompt2med, epsilon=102026.05 | 146.3 | 12.5 | |
| DP-FinetunePublic Model=SD-2-1-base, epsilon=12026.05 | 155.5 | 14.4 | |
| DP-LDMPublic Model=SD-v1-5, epsilon=102026.05 | 183.8 | 14.6 | |
| DP-FinetunePublic Model=Realistic-v6, epsilon=102026.05 | 184.7 | 12.3 | |
| DP-FinetunePublic Model=SD-v1-5, epsilon=12026.05 | 191.9 | 15 | |
| DP-LoRAPublic Model=Realistic-v6, epsilon=102026.05 | 199.3 | 13.9 | |
| DP-FinetunePublic Model=Realistic-v6, epsilon=12026.05 | 200.7 | 11.9 | |
| DP-FinetunePublic Model=Prompt2med, epsilon=12026.05 | 203.5 | 13.7 | |
| DP-LDMPublic Model=Prompt2med, epsilon=102026.05 | 231.8 | 12.1 | |
| DP-LDMPublic Model=SD-v1-5, epsilon=12026.05 | 240.4 | 13 | |
| DP-LDMPublic Model=Prompt2med, epsilon=12026.05 | 265 | 13.2 | |
| DP-LoRAPublic Model=Prompt2med, epsilon=102026.05 | 265.9 | 13.2 | |
| DP-LoRAPublic Model=Realistic-v6, epsilon=12026.05 | 283.2 | 12.2 | |
| DP-LoRAPublic Model=SD-2-1-base, epsilon=102026.05 | 289.4 | 14.9 | |
| DP-LoRAPublic Model=SD-2-1-base, epsilon=12026.05 | 301.1 | 11.7 | |
| DP-LoRAPublic Model=SD-v1-5, epsilon=12026.05 | 366 | 12.8 | |
| DP-LoRAPublic Model=Prompt2med, epsilon=12026.05 | 374.5 | 11.4 | |
| DP-LoRAPublic Model=SD-v1-5, epsilon=102026.05 | 384.3 | 13.3 |