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ResearchFormerly WizWand

Image Classification on ImageNet Subset

80.43AccuracyClean
-2.14619.29240.7362.168Jul 19, 2023Dec 25, 2023Jun 2, 2024Nov 9, 2024Apr 18, 2025Sep 25, 2025Mar 4, 2026
Updated 8mo ago

Evaluation results

MethodLinks
CleanModel=ResNet-182026.0380.43
Whole DatasetImg/Cls=N/A, Ratio (%)=1002023.0746.8
IDMImg/Cls=50, Ratio (%)=42023.0726.3
DMImg/Cls=50, Ratio (%)=42023.0722.5
IDMImg/Cls=10, Ratio (%)=0.82023.0717.1
HerdingImg/Cls=50, Ratio (%)=42023.0714.8
REMModel=ResNet-182026.0313.74
DMImg/Cls=10, Ratio (%)=0.82023.0711.9
IDMImg/Cls=1, Ratio (%)=0.082023.0711.2
RandomImg/Cls=50, Ratio (%)=42023.0710
APModel=ResNet-182026.039.1
ForgettingImg/Cls=50, Ratio (%)=42023.079
NTGAModel=ResNet-182026.038.42
HerdingImg/Cls=10, Ratio (%)=0.82023.078.3
RandomImg/Cls=10, Ratio (%)=0.82023.076.2
TUEModel=ResNet-182026.034.95
ForgettingImg/Cls=10, Ratio (%)=0.82023.074.5
DMImg/Cls=1, Ratio (%)=0.082023.074.5
SEMModel=ResNet-182026.034.1
HerdingImg/Cls=1, Ratio (%)=0.082023.073
RandomImg/Cls=1, Ratio (%)=0.082023.072.4
ForgettingImg/Cls=1, Ratio (%)=0.082023.071.4
EMModel=ResNet-182026.031.26
MI-UEModel=ResNet-182026.031.03