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Image Classification on CIFAR-100 LT IF 50 (test)

60.1Top-1 AccMDCS
43.25247.6265256.374Apr 1, 2021Aug 24, 2021Jan 16, 2022Jun 10, 2022Nov 2, 2022Mar 27, 2023Aug 19, 2023
Updated 8mo ago

Evaluation results

MethodLinks
MDCSEpochs=400, RandAugment=true, Backbone=ResNet-322023.0860.1—
NCLEpochs=400, RandAugment=true, Backbone=ResNet-322023.0858.2—
SADEEpochs=400, RandAugment=true, Backbone=ResNet-322023.0857.3—
MDCSEpochs=200, RandAugment=true, Backbone=ResNet-322023.0857.2—
BCLEpochs=200, RandAugment=true, Backbone=ResNet-322023.0856.5—
PaCoEpochs=400, RandAugment=true, Backbone=ResNet-322023.0856—
BSCEEpochs=400, RandAugment=true, Backbone=ResNet-322023.0855—
SADEEpochs=200, RandAugment=false, Backbone=ResNet-322023.0853.9—
ResLTEpochs=200, RandAugment=false, Backbone=ResNet-322023.0852.7—
MiSLASBackbone=ResNet-322021.0452.32.25
SMCBackbone=ResNet-322022.1152.3—
ACEEpochs=400, RandAugment=false, Backbone=ResNet-322023.0851.9—
Hybrid-SCEpochs=200, RandAugment=false, Backbone=ResNet-322023.0851.8—
CAMEpochs=200, RandAugment=false, Backbone=ResNet-322023.0851.7—
CMOBackbone=ResNet-322022.1151.4—
cRT+mixupBackbone=ResNet-322021.0450.910.8
LWS+mixupBackbone=ResNet-322021.0450.719.2
RemixBackbone=ResNet-322022.1149.5—
TSCBackbone=ResNet-322022.1147.4—
BBN(include mixup)Backbone=ResNet-322021.0447.1—
BBNEpochs=200, RandAugment=false, Backbone=ResNet-322023.0847—
LDAM+DRWBackbone=ResNet-322021.0446.7—
LDAM+DRWEpochs=200, RandAugment=false, Backbone=ResNet-322023.0846.6—
KCLBackbone=ResNet-322022.1146.3—
LDAM-DRWBackbone=ResNet-322022.1146.2—
BS-FocalBackbone=ResNet-322022.1145.2—
CB Focal lossEpochs=200, RandAugment=false, Backbone=ResNet-322023.0845.1—
mixupBackbone=ResNet-322021.0445—
LDAMBackbone=ResNet-322022.1145—
CE-DRWBackbone=ResNet-322022.1144.7—
BSBackbone=ResNet-322022.1144.6—
CE-DRSBackbone=ResNet-322022.1144.5—
FocalBackbone=ResNet-322022.1144.3—
CEBackbone=ResNet-322021.0443.9—
CEBackbone=ResNet-322022.1143.9—