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ResearchFormerly WizWand

Image Classification on SVHN Dt (test) (Macro F1-score)

94.91Macro F1-scoreOriginal
83.449286.424689.492.3754Aug 1, 2024
Updated 6mo ago

Evaluation results

MethodLinks
OriginalBackbone=ResNet, Class Setting=Balanced2024.0894.91
Adv-FBackbone=ResNet, Class Setting=Balanced2024.0894.91
Adv-FBackbone=ResNet, Class Setting=Imbalanced2024.0894.77
Adv-R (Sn)Backbone=ResNet, Class Setting=Balanced, Selection Strategy=Nearest Neighbor2024.0894.75
OriginalBackbone=ResNet, Class Setting=Imbalanced2024.0894.66
RetrainBackbone=ResNet, Class Setting=Balanced2024.0894.57
Adv-R (Sr)Backbone=ResNet, Class Setting=Balanced, Selection Strategy=Random Sampling2024.0894.54
Adv-R (Sr)Backbone=ResNet, Class Setting=Imbalanced, Selection Strategy=Random Sampling2024.0887.63
Adv-R (Sn)Backbone=ResNet, Class Setting=Imbalanced, Selection Strategy=Nearest Neighbor2024.0884.87
RetrainBackbone=ResNet, Class Setting=Imbalanced2024.0883.89