Adversarial Attack on Synthetic LSUN ProGAN
98.9CNNSpot PerformanceFPBA
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| FPBASurrogate Model=CNNSpot2024.07 | 98.9 | 98 | 76.4 | 95.9 | 19.8 | 48 | 51.5 | 94.8 | 69.2 | |
| S^2ISurrogate Model=CNNSpot2024.07 | 97.8 | 86.4 | 61.5 | 78.6 | 20.5 | 40.8 | 11.7 | 74.5 | 53.4 | |
| SSAHSurrogate Model=CNNSpot2024.07 | 97.8 | 2.5 | 1.3 | 3 | 0.8 | 1 | 1 | 0.7 | 1.4 | |
| PGDSurrogate Model=CNNSpot2024.07 | 78.3 | 77.6 | 49.4 | 73 | 25.6 | 47.6 | 41 | 70.2 | 54.9 | |
| IFGSMSurrogate Model=CNNSpot2024.07 | 52.1 | 51.3 | 24.6 | 48.4 | 17.7 | 48 | 35.2 | 46.2 | 38.7 | |
| MIFGSMSurrogate Model=CNNSpot2024.07 | 52.1 | 51.5 | 27.9 | 47.6 | 26.1 | 49.8 | 37.5 | 42.7 | 40.4 | |
| FPBASurrogate Model=MobileNet2024.07 | 32.2 | 40.4 | 51.7 | 99.6 | 22.6 | 36.4 | 12.3 | 44.6 | 34.3 | |
| MIFGSMSurrogate Model=MobileNet2024.07 | 23.8 | 23.9 | 28.6 | 75.4 | 19.6 | 42 | 15.5 | 24.8 | 25.5 | |
| PGDSurrogate Model=MobileNet2024.07 | 20.3 | 26 | 20.6 | 97.6 | 25 | 40.4 | 9.7 | 29.9 | 24.6 | |
| S^2ISurrogate Model=MobileNet2024.07 | 14.4 | 17.5 | 34.7 | 97.8 | 16.3 | 25.4 | 4.3 | 14.6 | 18.2 | |
| IFGSMSurrogate Model=MobileNet2024.07 | 14.3 | 17.8 | 22.4 | 75.4 | 17.2 | 34.9 | 9.2 | 18.4 | 19.2 | |
| SSAHSurrogate Model=MobileNet2024.07 | 0.6 | 1 | 1.5 | 99.2 | 0.5 | 0.8 | 1 | 1.1 | 0.9 |