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ResearchFormerly WizWand

Image Classification on CIFAR-20

73.2Mean AccuracyMV-MR
2.303220.709139.11557.5209Mar 21, 2023Sep 28, 2023Apr 7, 2024Oct 16, 2024Apr 26, 2025Nov 4, 2025May 15, 2026
Updated 5mo ago

Evaluation results

MethodLinks
MV-MRevaluation protocol=linear evaluation protocol, representation=frozen2023.0373.2
ScatSimCLRevaluation protocol=linear evaluation protocol, representation=frozen2023.0363.8
LFER Ensembleevaluation protocol=linear evaluation protocol, representation=frozen2023.0356.1
RUCevaluation protocol=linear evaluation protocol, representation=frozen2023.0354.3
GIWShift=LN 0.2, Shift Case=(iii), Evaluation Protocol=DA baselines2023.0554.19
CCSAShift=LN 0.2, Shift Case=(iii), Evaluation Protocol=DA baselines2023.0552.49
CPE-FAnnotation Setting=BICL2026.0550.89
FWDAnnotation Setting=BICL2026.0550.84
SCANevaluation protocol=linear evaluation protocol, representation=frozen2023.0350.7
GIWShift=CS 10, Shift Case=(iii), Evaluation Protocol=DA baselines2023.0549.17
DANNShift=LN 0.2, Shift Case=(iii), Evaluation Protocol=DA baselines2023.0548.31
CPE-IAnnotation Setting=BICL2026.0546.42
CCSAShift=CS 10, Shift Case=(iii), Evaluation Protocol=DA baselines2023.0546.17
GIWShift=LN 0.4, Shift Case=(iii), Evaluation Protocol=DA baselines2023.0545.48
CPE-TAnnotation Setting=BICL2026.0545.31
Pretrain-valShift=LN 0.2, Shift Case=(iii), Evaluation Protocol=DA baselines2023.0542.48
DANNShift=LN 0.4, Shift Case=(iii), Evaluation Protocol=DA baselines2023.0542.29
DANNShift=CS 10, Shift Case=(iii), Evaluation Protocol=DA baselines2023.0541.58
CCSAShift=LN 0.4, Shift Case=(iii), Evaluation Protocol=DA baselines2023.0540.68
GIWShift=CS 100, Shift Case=(iii), Evaluation Protocol=DA baselines2023.0540.27
Pretrain-valShift=LN 0.4, Shift Case=(iii), Evaluation Protocol=DA baselines2023.0539.46
Pretrain-valShift=CS 10, Shift Case=(iii), Evaluation Protocol=DA baselines2023.0537.31
Pretrain-valShift=CS 100, Shift Case=(iii), Evaluation Protocol=DA baselines2023.0536.55
TSUCevaluation protocol=linear evaluation protocol, representation=frozen2023.0335.3
CCSAShift=CS 100, Shift Case=(iii), Evaluation Protocol=DA baselines2023.0534.79
DANNShift=CS 100, Shift Case=(iii), Evaluation Protocol=DA baselines2023.0533.9
Std-SuppAnnotation Setting=Standard Supervision2026.0533.19
Val-onlyShift=LN 0.2, Shift Case=(iii), Evaluation Protocol=DA baselines2023.0529.18
Val-onlyShift=LN 0.4, Shift Case=(iii), Evaluation Protocol=DA baselines2023.0529.18
Val-onlyShift=CS 10, Shift Case=(iii), Evaluation Protocol=DA baselines2023.0528.45
Val-onlyShift=CS 100, Shift Case=(iii), Evaluation Protocol=DA baselines2023.0528.45
IICevaluation protocol=linear evaluation protocol, representation=frozen2023.0325.7
FWDAnnotation Setting=ACLImage2026.0525.35
CPE-FAnnotation Setting=ACLImage2026.0525.02
CPE-TAnnotation Setting=ACLImage2026.0523.39
CPE-IAnnotation Setting=ACLImage2026.0521.58
CPE-FAnnotation Setting=Uniform2026.0520.73
CPE-TAnnotation Setting=Uniform2026.0520.58
FWDAnnotation Setting=Uniform2026.0520.5
FWDAnnotation Setting=CLImage2026.0519.82
CPE-FAnnotation Setting=CLImage2026.0519.48
CPE-TAnnotation Setting=CLImage2026.0519.33
URE-TNNAnnotation Setting=BICL2026.0517.33
CPE-IAnnotation Setting=CLImage2026.0516.79
URE-TNNAnnotation Setting=Uniform2026.0515.29
URE-TGAAnnotation Setting=Uniform2026.0513.61
CPE-IAnnotation Setting=Uniform2026.0512.01
URE-TNNAnnotation Setting=CLImage2026.059.47
URE-TNNAnnotation Setting=ACLImage2026.058.63
URE-TGAAnnotation Setting=CLImage2026.055.17
URE-TGAAnnotation Setting=BICL2026.055.05
URE-TGAAnnotation Setting=ACLImage2026.055.03