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ResearchFormerly WizWand

Image Classification on CIFAR-100 (IF=50) long-tail (test)

64Top-1 AccGLMC + SAMN
43.09648.52353.9559.377Sep 9, 2021Jun 23, 2022Apr 7, 2023Jan 20, 2024Nov 2, 2024Aug 17, 2025Jun 1, 2026
Updated 5mo ago

Evaluation results

MethodLinks
GLMC + SAMNBackbone=ResNet32, Imbalance Factor=502026.0664
GLMCBackbone=ResNet32, Imbalance Factor=502026.0662.2
SLAS + SAMNBackbone=ResNet32, Imbalance Factor=502026.0658.4
CE + SAMNBackbone=ResNet32, Imbalance Factor=502026.0658.3
WD + MaxNormBackbone=ResNet32, Imbalance Factor=502026.0657.7
SLASBackbone=ResNet32, Imbalance Factor=502026.0656.6
DiffuLTBackbone=ResNet32, Imbalance Factor=502026.0656.3
IWBBackbone=ResNet32, Imbalance Factor=502026.0656.3
LCRegBackbone=ResNet-322022.0653.1
MISLASBackbone=ResNet-322022.0652.3
CE (with WD in stage one)Backbone=ResNet32, Imbalance Factor=502026.0652.3
MetaSAug CEBackbone=ResNet-322022.0651.9
CSABackbone=ResNet32, Imbalance Factor=502026.0651.9
CMOBackbone=ResNet32, Imbalance Factor=502026.0651.7
DiVEBackbone=ResNet32, Imbalance Factor=502026.0651.1
CUDABackbone=ResNet32, Imbalance Factor=502026.0651.1
SSDBackbone=ResNet-322021.0950.5
De-confoundBackbone=ResNet-322021.0950.3
Domain AdaptionBackbone=ResNet-322021.0949.1
BBN(include mixup)Backbone=ResNet-322022.0647.1
BBNBackbone=ResNet-322021.0947
BBNBackbone=ResNet32, Imbalance Factor=502026.0647
cRTBackbone=ResNet32, Imbalance Factor=502026.0646.8
LDAM+DRWBackbone=ResNet-322022.0646.7
LDAM-DRWBackbone=ResNet-322021.0946.6
LDAM-DRWBackbone=ResNet32, Imbalance Factor=502026.0646.6
LWSBackbone=ResNet-32, reproduced=true2021.0946
CAM-BSBackbone=ResNet32, Imbalance Factor=502026.0646
CE-DRSBackbone=ResNet-322021.0945.5
CE-DRWBackbone=ResNet-322021.0945.3
mixupBackbone=ResNet-322022.0645
FocalBackbone=ResNet-322021.0944.3
Focal LossBackbone=ResNet32, Imbalance Factor=502026.0644.3
Cross Entropy (CE)Backbone=ResNet-32, reproduced=true2021.0944
CEBackbone=ResNet-322022.0643.9