Attack on Test-Time Adaptation on CIFAR-10-C ResNet32 (test)
74.71BANo attack
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| No attackTrigger=Patch, TTA Method=EATA2026.05 | 74.71 | 3.02 | 38.87 | |
| No attackTrigger=Patch, TTA Method=TENT2026.05 | 74.54 | 2.77 | 38.65 | |
| No attackTrigger=SIG, TTA Method=EATA2026.05 | 74.49 | 3.1 | 38.8 | |
| No attackTrigger=Patch, TTA Method=DeYO2026.05 | 74.44 | 2.97 | 38.7 | |
| No attackTrigger=SIG, TTA Method=TENT2026.05 | 74.3 | 2.85 | 38.58 | |
| No attackTrigger=SIG, TTA Method=DeYO2026.05 | 74.24 | 2.85 | 38.54 | |
| No attackTrigger=Patch, TTA Method=RPL2026.05 | 73.48 | 3.16 | 38.32 | |
| No attackTrigger=SIG, TTA Method=RPL2026.05 | 73.2 | 3.07 | 38.13 | |
| No attackTrigger=Patch, TTA Method=SAR2026.05 | 72.33 | 3.64 | 37.98 | |
| No attackTrigger=SIG, TTA Method=SAR2026.05 | 72.03 | 3.04 | 37.54 | |
| RTTDP⋆Trigger=Patch, TTA Method=EATA2026.05 | 54.96 | 35.98 | 45.47 | |
| FCA⋆Trigger=Patch, TTA Method=TENT2026.05 | 54.94 | 50.77 | 52.86 | |
| FCA⋆Trigger=Patch, TTA Method=EATA2026.05 | 54.88 | 50.15 | 52.52 | |
| RTTDP⋆Trigger=Patch, TTA Method=TENT2026.05 | 54.86 | 32.72 | 43.79 | |
| RTTDP⋆Trigger=Patch, TTA Method=DeYO2026.05 | 54.46 | 35.47 | 44.97 | |
| RTTDP⋆Trigger=SIG, TTA Method=EATA2026.05 | 54.1 | 22.8 | 38.45 | |
| RTTDP⋆Trigger=SIG, TTA Method=TENT2026.05 | 54.04 | 25.39 | 39.72 | |
| FCA⋆Trigger=Patch, TTA Method=DeYO2026.05 | 53.96 | 51.74 | 52.85 | |
| RTTDP⋆Trigger=SIG, TTA Method=DeYO2026.05 | 53.24 | 26.1 | 39.67 | |
| FCA⋆Trigger=SIG, TTA Method=EATA2026.05 | 52.08 | 51.99 | 52.03 | |
| FCA⋆Trigger=SIG, TTA Method=TENT2026.05 | 51.52 | 54.8 | 53.16 | |
| FCA⋆Trigger=SIG, TTA Method=DeYO2026.05 | 51.34 | 54.09 | 52.72 | |
| FCA⋆Trigger=Patch, TTA Method=RPL2026.05 | 51.24 | 58.36 | 54.8 | |
| RTTDP⋆Trigger=Patch, TTA Method=RPL2026.05 | 50.74 | 42.54 | 46.64 | |
| OursTrigger=Patch, TTA Method=TENT2026.05 | 50.65 | 79.28 | 64.96 | |
| OursTrigger=Patch, TTA Method=EATA2026.05 | 50.16 | 80.34 | 65.25 | |
| RTTDP⋆Trigger=SIG, TTA Method=RPL2026.05 | 49.94 | 29.65 | 39.8 | |
| OursTrigger=Patch, TTA Method=DeYO2026.05 | 49.07 | 82.48 | 65.78 | |
| FCA⋆Trigger=Patch, TTA Method=SAR2026.05 | 48.86 | 58.97 | 53.91 | |
| FCA⋆Trigger=SIG, TTA Method=RPL2026.05 | 47.72 | 59.62 | 53.67 | |
| OursTrigger=Patch, TTA Method=RPL2026.05 | 45.54 | 86.78 | 66.16 | |
| RTTDP⋆Trigger=Patch, TTA Method=SAR2026.05 | 45.06 | 60.58 | 52.82 | |
| FCA⋆Trigger=SIG, TTA Method=SAR2026.05 | 44.88 | 63.26 | 54.07 | |
| RTTDP⋆Trigger=SIG, TTA Method=SAR2026.05 | 43.1 | 37.7 | 40.4 | |
| OursTrigger=SIG, TTA Method=TENT2026.05 | 42.91 | 89.59 | 66.25 | |
| OursTrigger=SIG, TTA Method=EATA2026.05 | 42.42 | 90.21 | 66.32 | |
| OursTrigger=SIG, TTA Method=DeYO2026.05 | 42.13 | 91.15 | 66.64 | |
| OursTrigger=SIG, TTA Method=RPL2026.05 | 39.65 | 93.17 | 66.41 | |
| OursTrigger=Patch, TTA Method=SAR2026.05 | 38.74 | 93.33 | 66.04 | |
| OursTrigger=SIG, TTA Method=SAR2026.05 | 35.58 | 95.9 | 65.74 | |
| No TTATrigger=SIG2026.05 | 20.55 | — | — | |
| No TTATrigger=Patch2026.05 | 20.54 | — | — |