Attack on Test-Time Adaptation on ImageNet-C ResNet50 (test)
50.9Baseline Accuracy (BA)No attack
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| No attackTrigger=Patch, TTA Method=DeYO2026.05 | 50.9 | 0.05 | 25.47 | |
| No attackTrigger=SIG, TTA Method=DeYO2026.05 | 50.85 | 0.09 | 25.47 | |
| No attackTrigger=Patch, TTA Method=EATA2026.05 | 50.56 | 0.05 | 25.3 | |
| No attackTrigger=SIG, TTA Method=EATA2026.05 | 50.53 | 0.09 | 25.31 | |
| No attackTrigger=SIG, TTA Method=TENT2026.05 | 49.05 | 0 | 24.52 | |
| No attackTrigger=Patch, TTA Method=TENT2026.05 | 49.03 | 0.11 | 24.57 | |
| No attackTrigger=SIG, TTA Method=SAR2026.05 | 48.9 | 0 | 24.45 | |
| No attackTrigger=Patch, TTA Method=SAR2026.05 | 48.89 | 0.11 | 24.5 | |
| No attackTrigger=Patch, TTA Method=RPL2026.05 | 48.7 | 0.11 | 24.41 | |
| No attackTrigger=SIG, TTA Method=RPL2026.05 | 48.68 | 0 | 24.34 | |
| No TTATrigger=SIG2026.05 | 37.5 | — | — | |
| No TTATrigger=Patch2026.05 | 37.5 | — | — | |
| RTTDP⋆Trigger=SIG, TTA Method=DeYO2026.05 | 36.04 | 41.67 | 38.86 | |
| RTTDP⋆Trigger=SIG, TTA Method=EATA2026.05 | 35.92 | 37.14 | 36.53 | |
| RTTDP⋆Trigger=Patch, TTA Method=EATA2026.05 | 35.36 | 20.95 | 28.16 | |
| RTTDP⋆Trigger=Patch, TTA Method=DeYO2026.05 | 35.28 | 21.3 | 28.29 | |
| OursTrigger=SIG, TTA Method=EATA2026.05 | 34.48 | 95.22 | 64.85 | |
| OursTrigger=SIG, TTA Method=DeYO2026.05 | 33.85 | 95.49 | 64.67 | |
| RTTDP⋆Trigger=Patch, TTA Method=TENT2026.05 | 32.32 | 32.67 | 32.5 | |
| RTTDP⋆Trigger=SIG, TTA Method=TENT2026.05 | 31.96 | 49.5 | 40.73 | |
| RTTDP⋆Trigger=Patch, TTA Method=SAR2026.05 | 31.84 | 32.32 | 32.08 | |
| RTTDP⋆Trigger=SIG, TTA Method=SAR2026.05 | 31.48 | 53.54 | 42.51 | |
| RTTDP⋆Trigger=SIG, TTA Method=RPL2026.05 | 31.12 | 54.08 | 42.6 | |
| RTTDP⋆Trigger=Patch, TTA Method=RPL2026.05 | 31.12 | 31.63 | 31.38 | |
| OursTrigger=SIG, TTA Method=TENT2026.05 | 30.98 | 96.79 | 63.88 | |
| OursTrigger=SIG, TTA Method=SAR2026.05 | 30.64 | 96.98 | 63.81 | |
| OursTrigger=SIG, TTA Method=RPL2026.05 | 30.29 | 96.99 | 63.64 | |
| FCA⋆Trigger=SIG, TTA Method=DeYO2026.05 | 27.72 | 87.04 | 57.38 | |
| FCA⋆Trigger=SIG, TTA Method=EATA2026.05 | 27.44 | 86.67 | 57.05 | |
| FCA⋆Trigger=Patch, TTA Method=DeYO2026.05 | 25.76 | 71.96 | 48.86 | |
| FCA⋆Trigger=Patch, TTA Method=EATA2026.05 | 25.6 | 73.33 | 49.47 | |
| OursTrigger=Patch, TTA Method=EATA2026.05 | 24.98 | 88.48 | 56.73 | |
| OursTrigger=Patch, TTA Method=DeYO2026.05 | 24.15 | 89.21 | 56.68 | |
| FCA⋆Trigger=SIG, TTA Method=TENT2026.05 | 23.04 | 92.08 | 57.56 | |
| FCA⋆Trigger=SIG, TTA Method=SAR2026.05 | 22.6 | 95.96 | 59.28 | |
| FCA⋆Trigger=SIG, TTA Method=RPL2026.05 | 22.32 | 94.9 | 58.61 | |
| FCA⋆Trigger=Patch, TTA Method=TENT2026.05 | 21.92 | 84.16 | 53.04 | |
| FCA⋆Trigger=Patch, TTA Method=RPL2026.05 | 21.52 | 85.71 | 53.61 | |
| FCA⋆Trigger=Patch, TTA Method=SAR2026.05 | 21.52 | 81.82 | 51.67 | |
| OursTrigger=Patch, TTA Method=TENT2026.05 | 20.77 | 92.29 | 56.53 | |
| OursTrigger=Patch, TTA Method=SAR2026.05 | 20.32 | 92.28 | 56.3 | |
| OursTrigger=Patch, TTA Method=RPL2026.05 | 20.09 | 92.49 | 56.29 |