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ResearchFormerly WizWand

Classification on CIFAR-10-C (test)

11.2Error RateAugMix
8.097629.038849.9870.9212Nov 25, 2022Jul 1, 2023Feb 5, 2024Sep 11, 2024Apr 18, 2025Nov 23, 2025Jun 30, 2026
Updated 4mo ago

Evaluation results

MethodLinks
AugMix2022.1111.2
BP-TTAModel Architecture=RNXT29, Setting=PTTA2026.0615.76
LAMEModel Architecture=RNXT29, Setting=PTTA2026.0615.87
BP-TTAModel Architecture=WRN40, Setting=PTTA2026.0615.87
LAMEModel Architecture=WRN40, Setting=PTTA2026.0616.89
DA-TTAModel Architecture=WRN40, Setting=PTTA2026.0617.05
SourceModel Architecture=RNXT29, Setting=PTTA2026.0617.98
RoTTAModel Architecture=RNXT29, Setting=PTTA2026.0618.09
SourceModel Architecture=WRN40, Setting=PTTA2026.0618.27
Ours2022.1118.5
RoTTAModel Architecture=WRN40, Setting=PTTA2026.0619.35
BP-TTAModel Architecture=PARN18, Setting=PTTA2026.0619.78
DA-TTAModel Architecture=RNXT29, Setting=PTTA2026.0620.48
BP-TTAModel Architecture=WRN28, Setting=PTTA2026.0621.8
Mixup2022.1122.3
RoTTAModel Architecture=PARN18, Setting=PTTA2026.0623.64
AutoAug2022.1123.9
RoTTAModel Architecture=WRN28, Setting=PTTA2026.0624.88
SourceModel Architecture=PARN18, Setting=PTTA2026.0626.47
DA-TTAModel Architecture=WRN28, Setting=PTTA2026.0626.59
Cutout2022.1126.8
40-2 WRNBackbone=Wide ResNet 40-22022.1126.9
CutMix2022.1127.1
LAMEModel Architecture=WRN28, Setting=PTTA2026.0628.53
DA-TTAModel Architecture=PARN18, Setting=PTTA2026.0642.08
SourceModel Architecture=WRN28, Setting=PTTA2026.0643.52
EATAModel Architecture=PARN18, Setting=PTTA2026.0667.85
SARModel Architecture=PARN18, Setting=PTTA2026.0669.49
EATAModel Architecture=WRN40, Setting=PTTA2026.0673.52
SARModel Architecture=WRN40, Setting=PTTA2026.0674.34
EATAModel Architecture=RNXT29, Setting=PTTA2026.0674.54
EATAModel Architecture=WRN28, Setting=PTTA2026.0675.21
CoTTAModel Architecture=PARN18, Setting=PTTA2026.0675.47
SARModel Architecture=WRN28, Setting=PTTA2026.0675.83
SURGEONModel Architecture=PARN18, Setting=PTTA2026.0676.34
CoTTAModel Architecture=WRN40, Setting=PTTA2026.0676.53
CoTTAModel Architecture=RNXT29, Setting=PTTA2026.0677.28
PALMModel Architecture=WRN28, Setting=PTTA2026.0677.85
SARModel Architecture=RNXT29, Setting=PTTA2026.0678.45
LAMEModel Architecture=PARN18, Setting=PTTA2026.0679.1
CoTTAModel Architecture=WRN28, Setting=PTTA2026.0681.14
SURGEONModel Architecture=WRN40, Setting=PTTA2026.0681.8
TENTModel Architecture=PARN18, Setting=PTTA2026.0682.11
SURGEONModel Architecture=WRN28, Setting=PTTA2026.0682.18
TENTModel Architecture=WRN28, Setting=PTTA2026.0684.35
TENTModel Architecture=WRN40, Setting=PTTA2026.0685.91
PALMModel Architecture=PARN18, Setting=PTTA2026.0686.14
SURGEONModel Architecture=RNXT29, Setting=PTTA2026.0687.18
PALMModel Architecture=WRN40, Setting=PTTA2026.0687.99
PALMModel Architecture=RNXT29, Setting=PTTA2026.0688.66
TENTModel Architecture=RNXT29, Setting=PTTA2026.0688.76