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Image Classification on iNaturalist IR=500 2018 (test)

76.9AccuracyBalPoE
64.73267.89171.0574.209Jun 10, 2022
Updated 8mo ago

Evaluation results

MethodLinks
BalPoEBackbone=ResNet-50, Data Augmentation=Stronger, Training Duration=Longer2022.0676.9
BalPoEBackbone=ResNet-50, Data Augmentation=Standard, Training Duration=Standard2022.0675
NCLBackbone=ResNet-50, Data Augmentation=Stronger, Training Duration=Longer2022.0674.9
Uniform BalPoEBackbone=ResNet-50, Data Augmentation=Standard, Training Duration=Standard2022.0674.7
SADEBackbone=ResNet-50, Data Augmentation=Stronger, Training Duration=Longer2022.0674.5
CMO+BSBackbone=ResNet-50, Data Augmentation=Stronger, Training Duration=Longer2022.0674
BalPoEBackbone=ResNet-50, Data Augmentation=Stronger, Training Duration=Standard2022.0673.5
PaCoBackbone=ResNet-50, Data Augmentation=Stronger, Training Duration=Longer2022.0673.2
ACEBackbone=ResNet-50, Data Augmentation=Standard, Training Duration=Standard2022.0672.9
SADEBackbone=ResNet-50, Data Augmentation=Standard, Training Duration=Standard2022.0672.9
RIDEBackbone=ResNet-50, Data Augmentation=Standard, Training Duration=Standard2022.0672.2
BCLBackbone=ResNet-50, Data Augmentation=Stronger, Training Duration=Standard2022.0671.8
DiVEBackbone=ResNet-50, Data Augmentation=Standard, Training Duration=Standard2022.0671.7
MISLASBackbone=ResNet-50, Data Augmentation=Standard, Training Duration=Standard2022.0671.6
SSDBackbone=ResNet-50, Data Augmentation=Standard, Training Duration=Standard2022.0671.5
CMO+BSBackbone=ResNet-50, Data Augmentation=Standard, Training Duration=Standard2022.0670.9
LADEBackbone=ResNet-50, Data Augmentation=Standard, Training Duration=Standard2022.0670
LA**Backbone=ResNet-50, Data Augmentation=Standard, Training Duration=Standard2022.0669.9
DRO-LTBackbone=ResNet-50, Data Augmentation=Standard, Training Duration=Standard2022.0669.7
UniMix+BayiasBackbone=ResNet-50, Data Augmentation=Standard, Training Duration=Standard2022.0669.2
BSBackbone=ResNet-50, Data Augmentation=Standard, Training Duration=Standard2022.0668.4
LDAM-DRWBackbone=ResNet-50, Data Augmentation=Standard, Training Duration=Standard2022.0668
CE*Backbone=ResNet-50, Data Augmentation=Standard, Training Duration=Standard2022.0665.2