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ResearchFormerly WizWand

Image Classification on CIFAR-10-LT (val)

91.42Top-1 AccBCL + ConCutMix
69.538475.219280.986.5808Jul 6, 2024
Updated 8mo ago

Evaluation results

MethodLinks
BCL + ConCutMixImbalance Factor=10, Backbone=ResNet-32, Epochs=2002024.0791.42————
BCL + CMOImbalance Factor=10, Backbone=ResNet-32, Epochs=2002024.0791.18————
Hybrid-SCImbalance Factor=10, Backbone=ResNet-32, Epochs=2002024.0791.12————
BCL + CutMixImbalance Factor=10, Backbone=ResNet-32, Epochs=2002024.0791.05————
BCL + RankMixImbalance Factor=10, Backbone=ResNet-32, Epochs=2002024.0791.02————
BCL + MixupImbalance Factor=10, Backbone=ResNet-32, Epochs=2002024.0791————
BCL + EWBImbalance Factor=10, Backbone=ResNet-32, Epochs=2002024.0790.98————
BCLImbalance Factor=10, Backbone=ResNet-32, Epochs=2002024.0790.91————
BCL + CRImbalance Factor=10, Backbone=ResNet-32, Epochs=2002024.0790.83————
BCL + WDImbalance Factor=10, Backbone=ResNet-32, Epochs=2002024.0789.81————
ResLTImbalance Factor=10, Backbone=ResNet-32, Epochs=2002024.0789.7————
MetaSAug-LDAMImbalance Factor=10, Backbone=ResNet-32, Epochs=2002024.0789.68————
UniMixImbalance Factor=10, Backbone=ResNet-32, Epochs=2002024.0789.66————
TSCImbalance Factor=10, Backbone=ResNet-32, Epochs=2002024.0788.7————
SSPImbalance Factor=10, Backbone=ResNet-32, Epochs=2002024.0788.53————
Casual ModelImbalance Factor=10, Backbone=ResNet-32, Epochs=2002024.0788.5————
BBNImbalance Factor=10, Backbone=ResNet-32, Epochs=2002024.0788.32————
LDAM-DRWImbalance Factor=10, Backbone=ResNet-32, Epochs=2002024.0788.16————
RemixImbalance Factor=10, Backbone=ResNet-32, Epochs=2002024.0788.15————
KCLImbalance Factor=10, Backbone=ResNet-32, Epochs=2002024.0788————
BCL + ConCutMixImbalance Factor=50, Backbone=ResNet-32, Epochs=2002024.0788————
BCL + RankMixImbalance Factor=50, Backbone=ResNet-32, Epochs=2002024.0787.41————
BCL + CutMixImbalance Factor=50, Backbone=ResNet-32, Epochs=2002024.0787.37————
BCL + EWBImbalance Factor=50, Backbone=ResNet-32, Epochs=2002024.0787.31————
BCLImbalance Factor=50, Backbone=ResNet-32, Epochs=2002024.0787.26————
BCL + CRImbalance Factor=50, Backbone=ResNet-32, Epochs=2002024.0787.12————
CB-FocalImbalance Factor=10, Backbone=ResNet-32, Epochs=2002024.0787.1————
BCL + MixupImbalance Factor=50, Backbone=ResNet-32, Epochs=2002024.0786.85————
BCL + CMOImbalance Factor=50, Backbone=ResNet-32, Epochs=2002024.0786.8————
Focal LossImbalance Factor=10, Backbone=ResNet-32, Epochs=2002024.0786.66————
BCL + WDImbalance Factor=50, Backbone=ResNet-32, Epochs=2002024.0786.42————
BCL + ConCutMixImbalance Factor=100, Backbone=ResNet-32, Epochs=2002024.0786.07————
Hybrid-SCImbalance Factor=50, Backbone=ResNet-32, Epochs=2002024.0785.36————
ResLTImbalance Factor=50, Backbone=ResNet-32, Epochs=2002024.0785.17————
BCL + EWBImbalance Factor=100, Backbone=ResNet-32, Epochs=2002024.0784.91————
BCL + CMOImbalance Factor=100, Backbone=ResNet-32, Epochs=2002024.0784.71————
BCL + RankMixImbalance Factor=100, Backbone=ResNet-32, Epochs=2002024.0784.56————
BCL + CRImbalance Factor=100, Backbone=ResNet-32, Epochs=2002024.0784.41————
BCL + CutMixImbalance Factor=100, Backbone=ResNet-32, Epochs=2002024.0784.41————
MetaSAug-LDAMImbalance Factor=50, Backbone=ResNet-32, Epochs=2002024.0784.34————
UniMixImbalance Factor=50, Backbone=ResNet-32, Epochs=2002024.0784.32————
BCLImbalance Factor=100, Backbone=ResNet-32, Epochs=2002024.0784.31————
BCL + MixupImbalance Factor=100, Backbone=ResNet-32, Epochs=2002024.0783.72————
Casual ModelImbalance Factor=50, Backbone=ResNet-32, Epochs=2002024.0783.6————
BCL + WDImbalance Factor=100, Backbone=ResNet-32, Epochs=2002024.0782.91————
TSCImbalance Factor=50, Backbone=ResNet-32, Epochs=2002024.0782.9————
UniMixImbalance Factor=100, Backbone=ResNet-32, Epochs=2002024.0782.75————
ResLTImbalance Factor=100, Backbone=ResNet-32, Epochs=2002024.0782.4————
SSPImbalance Factor=50, Backbone=ResNet-32, Epochs=2002024.0782.13————
KCLImbalance Factor=50, Backbone=ResNet-32, Epochs=2002024.0781.7————
Hybrid-SCImbalance Factor=100, Backbone=ResNet-32, Epochs=2002024.0781.4————
BBNImbalance Factor=50, Backbone=ResNet-32, Epochs=2002024.0781.18————
LDAM-DRWImbalance Factor=50, Backbone=ResNet-32, Epochs=2002024.0781.03————
MetaSAug-LDAMImbalance Factor=100, Backbone=ResNet-32, Epochs=2002024.0780.66————
Casual ModelImbalance Factor=100, Backbone=ResNet-32, Epochs=2002024.0780.6————
BBNImbalance Factor=100, Backbone=ResNet-32, Epochs=2002024.0779.82————
TSCImbalance Factor=100, Backbone=ResNet-32, Epochs=2002024.0779.7————
CB-FocalImbalance Factor=50, Backbone=ResNet-32, Epochs=2002024.0779.27————
SSPImbalance Factor=100, Backbone=ResNet-32, Epochs=2002024.0777.83————
KCLImbalance Factor=100, Backbone=ResNet-32, Epochs=2002024.0777.6————
LDAM-DRWImbalance Factor=100, Backbone=ResNet-32, Epochs=2002024.0777.03————
Focal LossImbalance Factor=50, Backbone=ResNet-32, Epochs=2002024.0776.72————
RemixImbalance Factor=100, Backbone=ResNet-32, Epochs=2002024.0775.36————
CB-FocalImbalance Factor=100, Backbone=ResNet-32, Epochs=2002024.0774.57————
Focal LossImbalance Factor=100, Backbone=ResNet-32, Epochs=2002024.0770.38————
BBNBackbone=ResNet-32, E2E=false2021.11—88.3282.1879.82—
CB-FocalBackbone=ResNet-32, E2E=true2021.11—87.179.2274.5768.15
CDTBackbone=ResNet-32, E2E=true2021.11—89.481.9779.474.7
ERMBackbone=ResNet-32, E2E=true2021.11—86.3974.9470.3666.21
FocalBackbone=ResNet-32, E2E=true2021.11—86.5576.7170.4365.85
LDAMBackbone=ResNet-32, E2E=true2021.11—86.9679.8474.4769.5
LDAM+DRWBackbone=ResNet-32, E2E=false2021.11—88.1681.2777.0374.74
Logit AdjustmentBackbone=ResNet-32, E2E=true2021.11—89.2683.3879.9175.13
M2mBackbone=ResNet-32, E2E=false2021.11—87.9—78.3—
Manifold MixupBackbone=ResNet-32, E2E=true2021.11—87.0377.9572.96—
mixupBackbone=ResNet-32, E2E=true2021.11—87.177.8273.0667.73
Proposed MethodBackbone=ResNet-32, E2E=true2021.11—89.6684.3282.7578.48
RemixBackbone=ResNet-32, E2E=true2021.11—88.1579.275.3667.08
T-normBackbone=ResNet-32, E2E=true2021.11—87.882.7875.170.3
Urtasun et alBackbone=ResNet-32, E2E=true2021.11—82.1276.4572.2366.25