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ResearchFormerly WizWand

Image Classification on CIFAR-100 LT

71Top-1 AccECL
35.889645.004854.1263.2352Jul 19, 2022Mar 11, 2023Nov 2, 2023Jun 25, 2024Feb 16, 2025Oct 10, 2025Jun 3, 2026
Updated 5mo ago

Evaluation results

MethodLinks
ECLImbalance factor (rho)=102026.0271
GLMCImbalance factor (rho)=102026.0270.7
ECLImbalance factor (rho)=502026.0267.5
ECLImbalance factor (rho)=1002026.0266.3
ProCoImbalance factor (rho)=102026.0265.5
GPaCoImbalance factor (rho)=102026.0265.4
BCLImbalance Factor=10, Backbone=ResNet-32, Epochs=2002022.0764.87
BCLImbalance factor (rho)=102026.0264.8
PaCoImbalance factor (rho)=102026.0264.2
Hybrid-SCImbalance Factor=10, Backbone=ResNet-32, Epochs=2002022.0763.05
Hybrid-SCImbalance factor (rho)=102026.0263
ResLTImbalance Factor=10, Backbone=ResNet-32, Epochs=2002022.0762.01
ResLTImbalance factor (rho)=102026.0262
MetaSAug-LDAMImbalance Factor=10, Backbone=ResNet-32, Epochs=2002022.0761.28
GLMCImbalance factor (rho)=502026.0261
Causal modelImbalance Factor=10, Backbone=ResNet-32, Epochs=2002022.0759.6
BBNImbalance Factor=10, Backbone=ResNet-32, Epochs=2002022.0759.12
BBNImbalance factor (rho)=102026.0259.1
SSPImbalance Factor=10, Backbone=ResNet-32, Epochs=2002022.0758.91
LDAM-DRWImbalance Factor=10, Backbone=ResNet-32, Epochs=2002022.0758.71
CB-FocalImbalance Factor=10, Backbone=ResNet-32, Epochs=2002022.0757.99
CB-FocalImbalance factor (rho)=102026.0257.9
EMQNetBackbone=ResNet-56, Bit-width=2-bit, Imbalance ratio (gamma)=102026.0657.78
TSCImbalance factor (rho)=102026.0257.6
ProCoImbalance factor (rho)=502026.0257.1
BCLImbalance Factor=50, Backbone=ResNet-32, Epochs=2002022.0756.59
BCLImbalance factor (rho)=502026.0256.5
GPaCoImbalance factor (rho)=502026.0256.4
PaCoImbalance factor (rho)=502026.0256
GLMCImbalance factor (rho)=1002026.0255.8
Focal lossImbalance Factor=10, Backbone=ResNet-32, Epochs=2002022.0755.78
EmaQ-LTBackbone=MobileNet-V2, Bit-width=4-bit, Imbalance ratio (gamma)=102026.0655.62
Choi et al.Backbone=MobileNet-V2, Bit-width=4-bit, Imbalance ratio (gamma)=102026.0653.84
ZeroQBackbone=MobileNet-V2, Bit-width=4-bit, Imbalance ratio (gamma)=102026.0653.79
ZAQBackbone=MobileNet-V2, Bit-width=4-bit, Imbalance ratio (gamma)=102026.0652.86
ProCoImbalance factor (rho)=1002026.0252.8
ResLTImbalance Factor=50, Backbone=ResNet-32, Epochs=2002022.0752.71
ResLTImbalance factor (rho)=502026.0252.7
GPaCoImbalance factor (rho)=1002026.0252.3
MetaSAug-LDAMImbalance Factor=50, Backbone=ResNet-32, Epochs=2002022.0752.27
EmaQ-LTBackbone=ResNet-56, Bit-width=4-bit, Imbalance ratio (gamma)=102026.0652.13
PaCoImbalance factor (rho)=1002026.0252
BCLImbalance Factor=100, Backbone=ResNet-32, Epochs=2002022.0751.93
BCLImbalance factor (rho)=1002026.0251.9
Hybrid-SCImbalance Factor=50, Backbone=ResNet-32, Epochs=2002022.0751.87
Hybrid-SCImbalance factor (rho)=502026.0251.8
Causal modelImbalance Factor=50, Backbone=ResNet-32, Epochs=2002022.0750.3
CSDMImbalance Factor=10, IPC=502026.0350
EmaQ-LTBackbone=ResNet-56, Bit-width=2-bit, Imbalance ratio (gamma)=102026.0649.12
QwTBackbone=ResNet-56, Bit-width=4-bit, Imbalance ratio (gamma)=102026.0649.06
QimeraBackbone=ResNet-56, Bit-width=4-bit, Imbalance ratio (gamma)=102026.0648.64
ResLTImbalance Factor=100, Backbone=ResNet-32, Epochs=2002022.0748.21
ResLTImbalance factor (rho)=1002026.0248.2
CSDMImbalance Factor=10, IPC=202026.0348.1
CSDMImbalance Factor=20, IPC=202026.0348.1
MetaSAug-LDAMImbalance Factor=100, Backbone=ResNet-32, Epochs=2002022.0748.01
NCFMImbalance Factor=10, IPC=502026.0348
SSPImbalance Factor=50, Backbone=ResNet-32, Epochs=2002022.0747.11
BBNImbalance Factor=50, Backbone=ResNet-32, Epochs=2002022.0747.02
BBNImbalance factor (rho)=502026.0247
NCFMImbalance Factor=10, IPC=202026.0346.9
Hybrid-SCImbalance Factor=100, Backbone=ResNet-32, Epochs=2002022.0746.72
Hybrid-SCImbalance factor (rho)=1002026.0246.7
LDAM-DRWImbalance Factor=50, Backbone=ResNet-32, Epochs=2002022.0746.62
CSDMImbalance Factor=20, IPC=502026.0346.6
QwTBackbone=MobileNet-V2, Bit-width=4-bit, Imbalance ratio (gamma)=102026.0646.38
TSCImbalance factor (rho)=502026.0246.3
CSDMImbalance Factor=10, IPC=102026.0345.8
NCFMImbalance Factor=20, IPC=502026.0345.6
CSDMImbalance Factor=20, IPC=102026.0345.6
CB-FocalImbalance Factor=50, Backbone=ResNet-32, Epochs=2002022.0745.17
CB-FocalImbalance factor (rho)=502026.0245.1
EmaQ-LTBackbone=MobileNet-V2, Bit-width=2-bit, Imbalance ratio (gamma)=102026.0644.98
Full DatasetImbalance Factor=102026.0344.9
NCFMImbalance Factor=10, IPC=102026.0344.7
NCFMImbalance Factor=20, IPC=202026.0344.7
Focal lossImbalance Factor=50, Backbone=ResNet-32, Epochs=2002022.0744.32
Causal modelImbalance Factor=100, Backbone=ResNet-32, Epochs=2002022.0744.1
SSPImbalance Factor=100, Backbone=ResNet-32, Epochs=2002022.0743.43
RDEDImbalance Factor=10, IPC=502026.0343.4
EMQNetBackbone=ResNet-56, Bit-width=2-bit, Imbalance ratio (gamma)=502026.0642.89
TSCImbalance factor (rho)=1002026.0242.8
NCFMImbalance Factor=20, IPC=102026.0342.8
BBNImbalance Factor=100, Backbone=ResNet-32, Epochs=2002022.0742.56
BBNImbalance factor (rho)=1002026.0242.5
LDAM-DRWImbalance Factor=100, Backbone=ResNet-32, Epochs=2002022.0742.04
RDEDImbalance Factor=10, IPC=202026.0341.7
BatchQuantBackbone=ResNet-56, Bit-width=4-bit, Imbalance ratio (gamma)=102026.0641.5
BatchQuantBackbone=MobileNet-V2, Bit-width=4-bit, Imbalance ratio (gamma)=102026.0641.5
LADImbalance Factor=10, IPC=502026.0340
RDEDImbalance Factor=10, IPC=102026.0340
CB-FocalImbalance Factor=100, Backbone=ResNet-32, Epochs=2002022.0739.6
CB-FocalImbalance factor (rho)=1002026.0239.6
Full DatasetImbalance Factor=202026.0339.2
Focal lossImbalance Factor=100, Backbone=ResNet-32, Epochs=2002022.0738.41
Meta AugBackbone=ResNet-56, Bit-width=4-bit, Imbalance ratio (gamma)=102026.0638.41
EmaQ-LTBackbone=MobileNet-V2, Bit-width=4-bit, Imbalance ratio (gamma)=502026.0638.38
RDEDImbalance Factor=20, IPC=502026.0338.1
LADImbalance Factor=10, IPC=202026.0337.5
BatchQuantBackbone=ResNet-56, Bit-width=2-bit, Imbalance ratio (gamma)=102026.0637.24