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ResearchFormerly WizWand

Image Classification on MNIST (retained set D\Du)

99.76Macro F1-scoreOriginal
95.70496.75797.8198.863Aug 1, 2024
Updated 6mo ago

Evaluation results

MethodLinks
OriginalBackbone=MLP, Class Setting=Balanced2024.0899.76
Adv-R (Sr)Backbone=MLP, Class Setting=Imbalanced, Selection Strategy=Random Sampling2024.0899.71
RetrainBackbone=MLP, Class Setting=Balanced2024.0899.52
Adv-R (Sr)Backbone=MLP, Class Setting=Balanced, Selection Strategy=Random Sampling2024.0899.33
Adv-FBackbone=MLP, Class Setting=Balanced2024.0899.33
Adv-R (Sn)Backbone=MLP, Class Setting=Balanced, Selection Strategy=Nearest Neighbor2024.0898.65
Adv-R (Sn)Backbone=MLP, Class Setting=Imbalanced, Selection Strategy=Nearest Neighbor2024.0897.96
Adv-FBackbone=MLP, Class Setting=Imbalanced2024.0897.28
OriginalBackbone=MLP, Class Setting=Imbalanced2024.0897
RetrainBackbone=MLP, Class Setting=Imbalanced2024.0895.86