Membership Inference Attack on ChestX-ray8
69AccuracyVMI
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| VMIGenerative Model=StyleGAN, Distribution Type=Flow2022.01 | 69 | 15 | 0.08 | 5 | 12 | 9 | 123.17 | |
| VMIGenerative Model=StyleGAN, Distribution Type=Gaussian2022.01 | 54 | 30 | 0.18 | 32 | 43 | 38 | 63.78 | |
| VMIGenerative Model=DCGAN, Distribution Type=Flow2022.01 | 42 | 8 | 0.02 | 0 | 0 | 0 | 265.14 | |
| VMIGenerative Model=DCGAN, Distribution Type=Gaussian2022.01 | 36 | 20 | 0.08 | 7 | 17 | 12 | 104.23 | |
| Generative MI2022.01 | 28 | 15 | 0.06 | 4 | 14 | 9 | 142.66 | |
| General MI2022.01 | 23 | 0 | 0 | 0 | 0 | 0 | 499.54 |