Attack on Test-Time Adaptation on CIFAR-100-C ResNet32 (test)
45.82BANo attack
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| No attackTrigger=Patch, TTA Method=DeYO2026.05 | 45.82 | 0.82 | 23.32 | |
| No attackTrigger=Patch, TTA Method=TENT2026.05 | 45.81 | 0.87 | 23.34 | |
| No attackTrigger=SIG, TTA Method=DeYO2026.05 | 45.58 | 0.09 | 22.83 | |
| No attackTrigger=SIG, TTA Method=TENT2026.05 | 45.49 | 0.07 | 22.78 | |
| No attackTrigger=Patch, TTA Method=EATA2026.05 | 45.06 | 0.96 | 23.01 | |
| No attackTrigger=Patch, TTA Method=RPL2026.05 | 44.82 | 0.91 | 22.86 | |
| No attackTrigger=SIG, TTA Method=EATA2026.05 | 44.77 | 0.11 | 22.44 | |
| No attackTrigger=SIG, TTA Method=RPL2026.05 | 44.54 | 0.09 | 22.31 | |
| No attackTrigger=Patch, TTA Method=SAR2026.05 | 44.47 | 0.91 | 22.69 | |
| No attackTrigger=SIG, TTA Method=SAR2026.05 | 44.1 | 0.09 | 22.1 | |
| OursTrigger=SIG, TTA Method=TENT2026.05 | 27.1 | 66.93 | 47.01 | |
| OursTrigger=SIG, TTA Method=DeYO2026.05 | 26.78 | 70.66 | 48.72 | |
| OursTrigger=SIG, TTA Method=RPL2026.05 | 25.17 | 76.17 | 50.67 | |
| OursTrigger=SIG, TTA Method=EATA2026.05 | 25.17 | 76.42 | 50.79 | |
| OursTrigger=Patch, TTA Method=TENT2026.05 | 24.65 | 88.04 | 56.35 | |
| OursTrigger=Patch, TTA Method=DeYO2026.05 | 24.43 | 88.97 | 56.7 | |
| OursTrigger=SIG, TTA Method=SAR2026.05 | 23.85 | 81.49 | 52.67 | |
| OursTrigger=Patch, TTA Method=RPL2026.05 | 22.77 | 91.82 | 57.29 | |
| OursTrigger=Patch, TTA Method=EATA2026.05 | 22.72 | 91.83 | 57.28 | |
| FCA⋆Trigger=Patch, TTA Method=TENT2026.05 | 22.7 | 73.03 | 47.87 | |
| FCA⋆Trigger=Patch, TTA Method=DeYO2026.05 | 22.68 | 70.95 | 46.81 | |
| RTTDP⋆Trigger=Patch, TTA Method=TENT2026.05 | 22.62 | 64.8 | 43.71 | |
| RTTDP⋆Trigger=Patch, TTA Method=DeYO2026.05 | 22.1 | 69.44 | 45.77 | |
| OursTrigger=Patch, TTA Method=SAR2026.05 | 21.56 | 93.47 | 57.51 | |
| RTTDP⋆Trigger=SIG, TTA Method=DeYO2026.05 | 21.3 | 31.11 | 26.2 | |
| RTTDP⋆Trigger=Patch, TTA Method=EATA2026.05 | 21.14 | 75.3 | 48.22 | |
| RTTDP⋆Trigger=SIG, TTA Method=TENT2026.05 | 20.84 | 30.17 | 25.51 | |
| FCA⋆Trigger=Patch, TTA Method=EATA2026.05 | 20.8 | 80.61 | 50.7 | |
| FCA⋆Trigger=Patch, TTA Method=SAR2026.05 | 20.76 | 80.84 | 50.8 | |
| FCA⋆Trigger=Patch, TTA Method=RPL2026.05 | 20.74 | 76.88 | 48.81 | |
| RTTDP⋆Trigger=Patch, TTA Method=RPL2026.05 | 20.48 | 76.16 | 48.32 | |
| RTTDP⋆Trigger=Patch, TTA Method=SAR2026.05 | 20.36 | 77.84 | 49.1 | |
| RTTDP⋆Trigger=SIG, TTA Method=EATA2026.05 | 19.88 | 37.35 | 28.62 | |
| FCA⋆Trigger=SIG, TTA Method=TENT2026.05 | 19.14 | 45.81 | 32.48 | |
| FCA⋆Trigger=SIG, TTA Method=DeYO2026.05 | 18.96 | 43.65 | 31.3 | |
| RTTDP⋆Trigger=SIG, TTA Method=RPL2026.05 | 18.22 | 39.31 | 28.77 | |
| RTTDP⋆Trigger=SIG, TTA Method=SAR2026.05 | 17.94 | 41.92 | 29.93 | |
| FCA⋆Trigger=SIG, TTA Method=EATA2026.05 | 17.6 | 51.22 | 34.41 | |
| FCA⋆Trigger=SIG, TTA Method=SAR2026.05 | 16.76 | 54.49 | 35.62 | |
| FCA⋆Trigger=SIG, TTA Method=RPL2026.05 | 16.72 | 49.13 | 32.92 | |
| No TTATrigger=SIG2026.05 | 11.08 | — | — | |
| No TTATrigger=Patch2026.05 | 11.08 | — | — |