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ResearchFormerly WizWand

Class-Incremental Learning on CIFAR-100 (incremental)

65.42Avg Incremental AccPODNet + DDE
50.173654.131858.0962.0482Mar 2, 2021
Updated 8mo ago

Evaluation results

MethodLinks
PODNet + DDER=20, T=5, Backbone=ResNet-322021.0365.42
TPCILR=20, T=5, Backbone=ResNet-322021.0365.34
LUCIR + DDER=20, T=5, Backbone=ResNet-322021.0365.27
PODNetR=20, T=5, Backbone=ResNet-32, Implementation=Original2021.0364.83
PODNetR=20, T=5, Backbone=ResNet-32, Implementation=Authors Reproduction2021.0364.7
LUCIR + DDER=10, T=5, Backbone=ResNet-322021.0364.41
LUCIRR=20, T=5, Backbone=ResNet-32, Implementation=Authors Reproduction2021.0363.57
PODNet + DDER=10, T=5, Backbone=ResNet-322021.0363.4
MnemonicsR=20, T=5, Backbone=ResNet-322021.0363.34
LUCIRR=20, T=5, Backbone=ResNet-32, Implementation=Original2021.0363.17
LUCIR + DDER=10, T=10, Backbone=ResNet-322021.0362
LUCIRR=10, T=5, Backbone=ResNet-322021.0361.68
PODNet + DDER=5, T=5, Backbone=ResNet-322021.0361.47
PODNetR=10, T=5, Backbone=ResNet-322021.0361.4
LUCIR + DDER=5, T=10, Backbone=ResNet-322021.0360.53
PODNet + DDER=10, T=10, Backbone=ResNet-322021.0360.52
PODNet + DDER=5, T=10, Backbone=ResNet-322021.0360.08
LUCIR + DDER=5, T=5, Backbone=ResNet-322021.0359.82
BiCR=20, T=5, Backbone=ResNet-322021.0359.36
PODNetR=10, T=10, Backbone=ResNet-322021.0358.92
LUCIRR=10, T=10, Backbone=ResNet-322021.0358.3
iCaRLR=20, T=5, Backbone=ResNet-322021.0357.17
PODNetR=5, T=10, Backbone=ResNet-322021.0355.97
LUCIRR=5, T=10, Backbone=ResNet-322021.0353.6
PODNetR=5, T=5, Backbone=ResNet-322021.0353.38
LUCIRR=5, T=5, Backbone=ResNet-322021.0350.76