Adversarial Attack on LSUN Synthetic
0.989ASR (CNNSpot)FPBA
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| FPBASurrogate Model=Setting 4: CNNSpot2024.07 | 0.989 | 0.98 | 0.764 | 0.959 | 0.198 | 0.48 | 0.515 | 0.948 | 0.692 | |
| SVREEnsemble Setting=Setting 2: CNNSpot, MobNet, and ViT2024.07 | 0.777 | 0.779 | 0.764 | 0.978 | 0.139 | 0.336 | 0.701 | 0.781 | 0.56 | |
| SVREEnsemble Setting=Setting 1: CNNSpot, MobNet, and EfficientNet2024.07 | 0.637 | 0.645 | 0.755 | 0.729 | 0.103 | 0.304 | 0.286 | 0.642 | 0.396 | |
| ENSEnsemble Setting=Setting 2: CNNSpot, MobNet, and ViT2024.07 | 0.573 | 0.586 | 0.541 | 0.928 | 0.195 | 0.385 | 0.779 | 0.597 | 0.46 | |
| ENSEnsemble Setting=Setting 1: CNNSpot, MobNet, and EfficientNet2024.07 | 0.559 | 0.454 | 0.699 | 0.762 | 0.168 | 0.429 | 0.233 | 0.437 | 0.344 | |
| SVREEnsemble Setting=Setting 3: CNNSpot, DCTA, and ViT2024.07 | 0.226 | 0.129 | 0.081 | 0.132 | 0.294 | 0.87 | 0.24 | 0.096 | 0.146 | |
| ENSEnsemble Setting=Setting 3: CNNSpot, DCTA, and ViT2024.07 | 0.097 | 0.063 | 0.048 | 0.101 | 0.37 | 0.729 | 0.206 | 0.055 | 0.127 |