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ResearchFormerly WizWand

Image Classification and Watermark Verification on Tiny-ImageNet

48.96AccuracyEWE
10.16820.23930.3140.381Jun 10, 2026
Updated 5mo ago

Evaluation results

MethodLinks
EWEModel Extraction Attack=Knockoff (soft label)2026.0648.9643.76
SSW-SModel Extraction Attack=Knockoff (soft label)2026.0648.5789.28
SSW-PModel Extraction Attack=Knockoff (soft label)2026.0648.5484.83
T2SModel Extraction Attack=Knockoff (soft label)2026.0648.4693.93
ContentModel Extraction Attack=Knockoff (soft label)2026.0647.981.07
SSW-SModel Extraction Attack=Knockoff (hard label)2026.0637.0188.02
SSW-PModel Extraction Attack=Knockoff (hard label)2026.0636.8586.71
T2SModel Extraction Attack=Knockoff (hard label)2026.0636.3990.4
EWEModel Extraction Attack=Knockoff (hard label)2026.0636.3110.37
ContentModel Extraction Attack=Knockoff (hard label)2026.0636.130
SSW-SModel Extraction Attack=DFME2026.0612.3598.72
T2SModel Extraction Attack=DFME2026.0612.1999.2
ContentModel Extraction Attack=DFME2026.0611.7865.11
SSW-PModel Extraction Attack=DFME2026.0611.7693.5
EWEModel Extraction Attack=DFME2026.0611.6669.73