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ResearchFormerly WizWand

Attack on Test-Time Adaptation on ImageNet-C ResNet50 (test)

50.9Baseline Accuracy (BA)No attack
18.857627.176335.49543.8137May 22, 2026
Updated 5mo ago

Evaluation results

MethodLinks
No attackTrigger=Patch, TTA Method=DeYO2026.0550.90.0525.47
No attackTrigger=SIG, TTA Method=DeYO2026.0550.850.0925.47
No attackTrigger=Patch, TTA Method=EATA2026.0550.560.0525.3
No attackTrigger=SIG, TTA Method=EATA2026.0550.530.0925.31
No attackTrigger=SIG, TTA Method=TENT2026.0549.05024.52
No attackTrigger=Patch, TTA Method=TENT2026.0549.030.1124.57
No attackTrigger=SIG, TTA Method=SAR2026.0548.9024.45
No attackTrigger=Patch, TTA Method=SAR2026.0548.890.1124.5
No attackTrigger=Patch, TTA Method=RPL2026.0548.70.1124.41
No attackTrigger=SIG, TTA Method=RPL2026.0548.68024.34
No TTATrigger=SIG2026.0537.5——
No TTATrigger=Patch2026.0537.5——
RTTDP⋆Trigger=SIG, TTA Method=DeYO2026.0536.0441.6738.86
RTTDP⋆Trigger=SIG, TTA Method=EATA2026.0535.9237.1436.53
RTTDP⋆Trigger=Patch, TTA Method=EATA2026.0535.3620.9528.16
RTTDP⋆Trigger=Patch, TTA Method=DeYO2026.0535.2821.328.29
OursTrigger=SIG, TTA Method=EATA2026.0534.4895.2264.85
OursTrigger=SIG, TTA Method=DeYO2026.0533.8595.4964.67
RTTDP⋆Trigger=Patch, TTA Method=TENT2026.0532.3232.6732.5
RTTDP⋆Trigger=SIG, TTA Method=TENT2026.0531.9649.540.73
RTTDP⋆Trigger=Patch, TTA Method=SAR2026.0531.8432.3232.08
RTTDP⋆Trigger=SIG, TTA Method=SAR2026.0531.4853.5442.51
RTTDP⋆Trigger=SIG, TTA Method=RPL2026.0531.1254.0842.6
RTTDP⋆Trigger=Patch, TTA Method=RPL2026.0531.1231.6331.38
OursTrigger=SIG, TTA Method=TENT2026.0530.9896.7963.88
OursTrigger=SIG, TTA Method=SAR2026.0530.6496.9863.81
OursTrigger=SIG, TTA Method=RPL2026.0530.2996.9963.64
FCA⋆Trigger=SIG, TTA Method=DeYO2026.0527.7287.0457.38
FCA⋆Trigger=SIG, TTA Method=EATA2026.0527.4486.6757.05
FCA⋆Trigger=Patch, TTA Method=DeYO2026.0525.7671.9648.86
FCA⋆Trigger=Patch, TTA Method=EATA2026.0525.673.3349.47
OursTrigger=Patch, TTA Method=EATA2026.0524.9888.4856.73
OursTrigger=Patch, TTA Method=DeYO2026.0524.1589.2156.68
FCA⋆Trigger=SIG, TTA Method=TENT2026.0523.0492.0857.56
FCA⋆Trigger=SIG, TTA Method=SAR2026.0522.695.9659.28
FCA⋆Trigger=SIG, TTA Method=RPL2026.0522.3294.958.61
FCA⋆Trigger=Patch, TTA Method=TENT2026.0521.9284.1653.04
FCA⋆Trigger=Patch, TTA Method=RPL2026.0521.5285.7153.61
FCA⋆Trigger=Patch, TTA Method=SAR2026.0521.5281.8251.67
OursTrigger=Patch, TTA Method=TENT2026.0520.7792.2956.53
OursTrigger=Patch, TTA Method=SAR2026.0520.3292.2856.3
OursTrigger=Patch, TTA Method=RPL2026.0520.0992.4956.29