Adversarial Attack on CIFAR-10 C (test)
95.9ASRSample-wise Targeted Adversarial Attack (Ours)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Sample-wise Targeted Adversarial Attack (Ours)Trigger=SIG, TTA Method=SAR, Backbone=ResNet322026.05 | 95.9 | 43.69 | |
| Sample-wise Targeted Adversarial Attack (Ours)Trigger=Patch, TTA Method=SAR, Backbone=ResNet322026.05 | 93.33 | 43.69 | |
| Sample-wise Targeted Adversarial Attack (Ours)Trigger=SIG, TTA Method=RPL, Backbone=ResNet322026.05 | 93.17 | 43.69 | |
| Sample-wise Targeted Adversarial Attack (Ours)Trigger=SIG, TTA Method=DeYO, Backbone=ResNet322026.05 | 91.15 | 43.69 | |
| Sample-wise Targeted Adversarial Attack (Ours)Trigger=SIG, TTA Method=EATA, Backbone=ResNet322026.05 | 90.21 | 43.69 | |
| Sample-wise Targeted Adversarial Attack (Ours)Trigger=SIG, TTA Method=TENT, Backbone=ResNet322026.05 | 89.59 | 43.69 | |
| Sample-wise Targeted Adversarial Attack (Ours)Trigger=Patch, TTA Method=TENT, Backbone=ResNet322026.05 | 79.28 | 43.69 | |
| FCA*Trigger=SIG, TTA Method=SAR, Backbone=ResNet322026.05 | 63.26 | 51.15 | |
| RTTDP*Trigger=Patch, TTA Method=SAR, Backbone=ResNet322026.05 | 60.58 | 51.45 | |
| FCA*Trigger=SIG, TTA Method=RPL, Backbone=ResNet322026.05 | 59.62 | 51.15 | |
| FCA*Trigger=SIG, TTA Method=TENT, Backbone=ResNet322026.05 | 54.8 | 51.15 | |
| FCA*Trigger=SIG, TTA Method=DeYO, Backbone=ResNet322026.05 | 54.09 | 51.15 | |
| FCA*Trigger=SIG, TTA Method=EATA, Backbone=ResNet322026.05 | 51.99 | 51.15 | |
| RTTDP*Trigger=Patch, TTA Method=RPL, Backbone=ResNet322026.05 | 42.54 | 51.45 | |
| RTTDP*Trigger=SIG, TTA Method=SAR, Backbone=ResNet322026.05 | 37.7 | 51.45 | |
| RTTDP*Trigger=Patch, TTA Method=EATA, Backbone=ResNet322026.05 | 35.98 | 51.45 | |
| RTTDP*Trigger=Patch, TTA Method=DeYO, Backbone=ResNet322026.05 | 35.47 | 51.45 | |
| RTTDP*Trigger=Patch, TTA Method=TENT, Backbone=ResNet322026.05 | 32.72 | 51.45 | |
| RTTDP*Trigger=SIG, TTA Method=RPL, Backbone=ResNet322026.05 | 29.65 | 51.45 | |
| RTTDP*Trigger=SIG, TTA Method=DeYO, Backbone=ResNet322026.05 | 26.1 | 51.45 | |
| RTTDP*Trigger=SIG, TTA Method=TENT, Backbone=ResNet322026.05 | 25.39 | 51.45 | |
| RTTDP*Trigger=SIG, TTA Method=EATA, Backbone=ResNet322026.05 | 22.8 | 51.45 | |
| No attackTrigger=SIG, TTA Method=EATA, Backbone=ResNet322026.05 | 3.1 | 73.78 | |
| No attackTrigger=SIG, TTA Method=RPL, Backbone=ResNet322026.05 | 3.07 | 73.78 | |
| No attackTrigger=SIG, TTA Method=SAR, Backbone=ResNet322026.05 | 3.04 | 73.78 | |
| No attackTrigger=SIG, TTA Method=TENT, Backbone=ResNet322026.05 | 2.85 | 73.78 | |
| No attackTrigger=SIG, TTA Method=DeYO, Backbone=ResNet322026.05 | 2.85 | 73.78 |