Backdoor Re-activation Attack on CIFAR-10 (test)
99.99PerformanceTrojan [32]
Evaluation Results
| Method | Links | |
|---|---|---|
| Trojan [32]Defense=None, Protocol=Baseline2024.05 | 99.99 | |
| White-box Re-activation Attack (WBA)Defense=NC [45], Target Backdoor=Blended [10]2024.05 | 99.93 | |
| White-box Re-activation Attack (WBA)Defense=NAD [26], Target Backdoor=Blended [10]2024.05 | 99.82 | |
| Blended [10]Defense=None, Protocol=Baseline2024.05 | 99.76 | |
| White-box Re-activation Attack (WBA)Defense=i-BAU [57], Target Backdoor=Blended [10]2024.05 | 99.56 | |
| White-box Re-activation Attack (WBA)Defense=NAD [26], Target Backdoor=LF [58]2024.05 | 99.41 | |
| Input-Aware [36]Defense=None, Protocol=Baseline2024.05 | 99.3 | |
| Universal Square Attack (BBA)Defense=NC [45], Target Backdoor=Blended [10]2024.05 | 99.13 | |
| LF [58]Defense=None, Protocol=Baseline2024.05 | 99.06 | |
| WaNet [37]Defense=None, Protocol=Baseline2024.05 | 98.9 | |
| Universal Square Attack (BBA)Defense=FST [35], Target Backdoor=BadNets [15]2024.05 | 97.93 | |
| White-box Re-activation Attack (WBA)Defense=FST [35], Target Backdoor=WaNet [37]2024.05 | 97.56 | |
| Universal Square Attack (BBA)Defense=i-BAU [57], Target Backdoor=BadNets [15]2024.05 | 97.42 | |
| SSBA [27]Defense=None, Protocol=Baseline2024.05 | 97.07 | |
| White-box Re-activation Attack (WBA)Defense=NC [45], Target Backdoor=BadNets [15]2024.05 | 96.78 | |
| White-box Re-activation Attack (WBA)Defense=FT-SAM [62], Target Backdoor=Trojan [32]2024.05 | 96.18 | |
| White-box Re-activation Attack (WBA)Defense=NAD [26], Target Backdoor=BadNets [15]2024.05 | 94.78 | |
| Universal Square Attack (BBA)Defense=FT-SAM [62], Target Backdoor=BadNets [15]2024.05 | 94.71 | |
| BadNets [15]Defense=None, Protocol=Baseline, Backbone=PreAct-ResNet18, l-infinity bound (rho)=0.052024.05 | 93.79 | |
| Universal Square Attack (BBA)Defense=SAU [49], Target Backdoor=BadNets [15]2024.05 | 93.1 | |
| White-box Re-activation Attack (WBA)Defense=NC [45], Target Backdoor=Input-Aware [36]2024.05 | 92.04 | |
| White-box Re-activation Attack (WBA)Defense=i-BAU [57], Target Backdoor=SSBA [27]2024.05 | 91.29 | |
| Universal Square Attack (BBA)Defense=i-BAU [57], Target Backdoor=Blended [10]2024.05 | 87.29 | |
| Universal Square Attack (BBA)Defense=FST [35], Target Backdoor=WaNet [37]2024.05 | 82.22 | |
| Universal Square Attack (BBA)Defense=i-BAU [57], Target Backdoor=SSBA [27]2024.05 | 70.71 | |
| Universal Square Attack (BBA)Defense=FT-SAM [62], Target Backdoor=Trojan [32]2024.05 | 69.88 | |
| Universal Square Attack (BBA)Defense=NC [45], Target Backdoor=Input-Aware [36]2024.05 | 54.33 | |
| Universal Square Attack (BBA)Defense=NAD [26], Target Backdoor=BadNets [15]2024.05 | 49.66 | |
| Universal Square Attack (BBA)Defense=NC [45], Target Backdoor=BadNets [15]2024.05 | 27.91 | |
| White-box Re-activation Attack (WBA)Defense=i-BAU [57], Target Backdoor=BadNets [15]2024.05 | 26.83 | |
| Universal Square Attack (BBA)Defense=NAD [26], Target Backdoor=LF [58]2024.05 | 17.01 | |
| Universal Square Attack (BBA)Defense=NAD [26], Target Backdoor=Blended [10]2024.05 | 14.14 | |
| BadNets [15]Defense=NC [45], Protocol=Post-Defense Baseline2024.05 | 2.01 | |
| White-box Re-activation Attack (WBA)Defense=FT-SAM [62], Target Backdoor=BadNets [15]2024.05 | 1.63 | |
| White-box Re-activation Attack (WBA)Defense=FST [35], Target Backdoor=BadNets [15]2024.05 | 1.46 | |
| White-box Re-activation Attack (WBA)Defense=SAU [49], Target Backdoor=BadNets [15]2024.05 | 1.3 |