Synthetic Image Generation on Camelyon
15FIDPDP-Diffusion
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| PDP-Diffusionepsilon=12026.01 | 15 | 85.2 | |
| PrivImageepsilon=12026.01 | 15.2 | 82.8 | |
| PrivImage-Proepsilon=12026.01 | 15.9 | 84.4 | |
| PDP-Diffusion-Proepsilon=12026.01 | 17.2 | 84.1 | |
| FETA-Proepsilon=12026.01 | 31 | 84 | |
| Aug-PEPublic Model=Prompt2med, epsilon=12026.05 | 39 | 70.1 | |
| Aug-PEPublic Model=Prompt2med, epsilon=102026.05 | 40.4 | 71.3 | |
| PEPublic Model=Prompt2med, epsilon=102026.05 | 40.7 | 70.2 | |
| PEPublic Model=Prompt2med, epsilon=12026.05 | 41.2 | 65.3 | |
| Aug-PEPublic Model=SD-v1-5, epsilon=102026.05 | 51.9 | 64.9 | |
| DP-SAPFPublic Model=SD-2-1-base, epsilon=102026.05 | 55.3 | 78.2 | |
| PEPublic Model=SD-v1-5, epsilon=102026.05 | 55.9 | 50.4 | |
| PEPublic Model=SD-2-1-base, epsilon=102026.05 | 60.4 | 60.9 | |
| PEPublic Model=SD-v1-5, epsilon=12026.05 | 62.3 | 69.7 | |
| Aug-PEPublic Model=SD-v1-5, epsilon=12026.05 | 63.1 | 70.1 | |
| Aug-PEPublic Model=SD-2-1-base, epsilon=102026.05 | 63.4 | 62.3 | |
| PEPublic Model=SD-2-1-base, epsilon=12026.05 | 68.4 | 66.6 | |
| Aug-PEPublic Model=SD-2-1-base, epsilon=12026.05 | 69.4 | 65.2 | |
| DP-SAPFPublic Model=SD-2-1-base, epsilon=12026.05 | 70.4 | 74.1 | |
| PEepsilon=12026.01 | 71.5 | 63.3 | |
| Aug-PEPublic Model=Realistic-v6, epsilon=12026.05 | 79.4 | 69.6 | |
| PEPublic Model=Realistic-v6, epsilon=102026.05 | 79.5 | 64.3 | |
| PEPublic Model=Realistic-v6, epsilon=12026.05 | 84.8 | 65.5 | |
| Aug-PEPublic Model=Realistic-v6, epsilon=102026.05 | 85.5 | 66.2 | |
| DP-SAPFPublic Model=Prompt2med, epsilon=102026.05 | 89.4 | 80.1 | |
| DP-SAPFPublic Model=Prompt2med, epsilon=12026.05 | 96.3 | 78.9 | |
| DP-SAPFPublic Model=Realistic-v6, epsilon=102026.05 | 118.6 | 71.7 | |
| DP-SAPFPublic Model=Realistic-v6, epsilon=12026.05 | 125.2 | 79.8 | |
| DP-SAPFPublic Model=SD-v1-5, epsilon=12026.05 | 139 | 72.5 | |
| DP-SAPFPublic Model=SD-v1-5, epsilon=102026.05 | 145 | 79.9 | |
| DP-FinetunePublic Model=SD-v1-5, epsilon=102026.05 | 187.6 | 65.3 | |
| DP-FinetunePublic Model=SD-2-1-base, epsilon=102026.05 | 188.7 | 59.3 | |
| DP-FinetunePublic Model=SD-v1-5, epsilon=12026.05 | 242.8 | 57.6 | |
| DP-LDMPublic Model=SD-v1-5, epsilon=102026.05 | 248.8 | 69.8 | |
| DP-FinetunePublic Model=Realistic-v6, epsilon=102026.05 | 285.7 | 57.7 | |
| DP-FinetunePublic Model=Prompt2med, epsilon=102026.05 | 288.5 | 53.4 | |
| DP-FinetunePublic Model=SD-2-1-base, epsilon=12026.05 | 290.3 | 60 | |
| DP-LDMPublic Model=SD-2-1-base, epsilon=102026.05 | 300 | 62.7 | |
| DP-LoRAPublic Model=Prompt2med, epsilon=102026.05 | 321.7 | 50.5 | |
| DP-FinetunePublic Model=Realistic-v6, epsilon=12026.05 | 321.9 | 58.2 | |
| DP-LDMPublic Model=Prompt2med, epsilon=102026.05 | 326.4 | 59 | |
| DP-LDMPublic Model=Realistic-v6, epsilon=102026.05 | 343.2 | 51.7 | |
| DP-FinetunePublic Model=Prompt2med, epsilon=12026.05 | 343.9 | 51.9 | |
| DP-LDMPublic Model=Prompt2med, epsilon=12026.05 | 376.3 | 58.9 | |
| DP-LoRAPublic Model=SD-2-1-base, epsilon=102026.05 | 377.9 | 60.2 | |
| DP-LDMPublic Model=Realistic-v6, epsilon=12026.05 | 384.3 | 50.6 | |
| DP-LoRAPublic Model=Prompt2med, epsilon=12026.05 | 388.3 | 54.7 | |
| DP-LDMPublic Model=SD-2-1-base, epsilon=12026.05 | 388.8 | 52.3 | |
| DP-LoRAPublic Model=Realistic-v6, epsilon=102026.05 | 399.3 | 56.5 | |
| DP-LDMPublic Model=SD-v1-5, epsilon=12026.05 | 405.8 | 60.4 | |
| DP-LoRAPublic Model=SD-v1-5, epsilon=102026.05 | 437.1 | 62.1 | |
| DP-LoRAPublic Model=SD-2-1-base, epsilon=12026.05 | 440.4 | 50.2 | |
| DP-LoRAPublic Model=Realistic-v6, epsilon=12026.05 | 487.2 | 52.4 | |
| DP-LoRAPublic Model=SD-v1-5, epsilon=12026.05 | 513.7 | 56.3 |