Universal Adversarial Attack on ImageNet
45.58FR (AlexNet)AT-UAP-S
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| AT-UAP-SSource Model=VGG16, Data-dependent=true2025.02 | 45.58 | 97.51 | 91.53 | 47.16 | 53.63 | 67.08 | |
| AT-UAP-SSource Model=VGG19, Data-dependent=true2025.02 | 46.04 | 93.49 | 97.56 | 43.53 | 52.58 | 66.64 | |
| AT-UAP-SSource Model=ResNet152, Data-dependent=true2025.02 | 47.33 | 81.93 | 78.72 | 91.52 | 61.32 | 72.16 | |
| PSP-UAPSource Model=VGG19, Data-dependent=false2025.02 | 48.93 | 94.55 | 94.65 | 67.13 | 58.83 | 72.81 | |
| SGA-UAPSource Model=VGG16, Data-dependent=true2025.02 | 49.02 | 98.36 | 94.17 | 49.02 | 55.78 | 69.27 | |
| PSP-UAPSource Model=VGG16, Data-dependent=false2025.02 | 50.4 | 96.26 | 92.6 | 74.1 | 64.89 | 75.65 | |
| SGA-UAPSource Model=VGG19, Data-dependent=true2025.02 | 50.67 | 95.52 | 97.69 | 51.08 | 56.87 | 70.37 | |
| SGA-UAPSource Model=ResNet152, Data-dependent=true2025.02 | 51.59 | 81.77 | 79.01 | 94.04 | 64.05 | 74.09 | |
| AT-UAP-SSource Model=GoogleNet, Data-dependent=true2025.02 | 55.9 | 78.71 | 76.01 | 54.49 | 90.82 | 71.19 | |
| PSP-UAPSource Model=ResNet152, Data-dependent=false2025.02 | 58.82 | 88.59 | 87.35 | 85.65 | 76 | 79.28 | |
| SGA-UAPSource Model=GoogleNet, Data-dependent=true2025.02 | 62.56 | 83.62 | 82.11 | 59.09 | 92.12 | 75.9 | |
| PSP-UAPSource Model=GoogleNet, Data-dependent=false2025.02 | 65.22 | 78.43 | 79.26 | 57.63 | 81.43 | 72.39 | |
| PSP-UAPSource Model=AlexNet, Data-dependent=false2025.02 | 91.77 | 76.56 | 74.07 | 49.2 | 66 | 71.52 | |
| AT-UAP-SSource Model=AlexNet, Data-dependent=true2025.02 | 97.01 | 62.37 | 57.72 | 33.4 | 47.31 | 59.56 | |
| SGA-UAPSource Model=AlexNet, Data-dependent=true2025.02 | 97.43 | 66.41 | 60.96 | 35.76 | 49.71 | 62.05 |