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Image Classification on CIFAR-10-LT gamma=10 (test)

85.83AccuracyEMQNet
7.850828.095448.3468.5846Jun 3, 2026
Updated 5mo ago

Evaluation results

MethodLinks
EMQNetBackbone=ResNet-20, Bit-width=2-bit2026.0685.83
EmaQ-LTBackbone=ResNet-20, Bit-width=4-bit2026.0681.36
EMQNetBackbone=MobileNet-V2, Bit-width=2-bit2026.0681.25
QwTBackbone=ResNet-20, Bit-width=4-bit2026.0681.03
EmaQ-LTBackbone=MobileNet-V2, Bit-width=4-bit2026.0680.38
ZAQBackbone=MobileNet-V2, Bit-width=4-bit2026.0680.15
Choi et al.Backbone=MobileNet-V2, Bit-width=4-bit2026.0680.13
ZeroQBackbone=MobileNet-V2, Bit-width=4-bit2026.0680.05
ZAQBackbone=ResNet-20, Bit-width=4-bit2026.0679.81
Choi et al.Backbone=ResNet-20, Bit-width=4-bit2026.0679.69
ZeroQBackbone=ResNet-20, Bit-width=4-bit2026.0679.37
EmaQ-LTBackbone=ResNet-20, Bit-width=2-bit2026.0679.25
QimeraBackbone=ResNet-20, Bit-width=4-bit2026.0679.22
QwTBackbone=MobileNet-V2, Bit-width=4-bit2026.0677.81
Choi et al.Backbone=ResNet-20, Bit-width=2-bit2026.0677.8
ZeroQBackbone=ResNet-20, Bit-width=2-bit2026.0677.75
ZAQBackbone=ResNet-20, Bit-width=2-bit2026.0677.72
BatchQuantBackbone=ResNet-20, Bit-width=4-bit2026.0676.98
Meta AugBackbone=MobileNet-V2, Bit-width=4-bit2026.0676.58
Meta AugBackbone=ResNet-20, Bit-width=4-bit2026.0676.08
Meta AugBackbone=ResNet-20, Bit-width=2-bit2026.0675.34
BatchQuantBackbone=MobileNet-V2, Bit-width=4-bit2026.0673.93
EmaQ-LTBackbone=MobileNet-V2, Bit-width=2-bit2026.0672.51
BatchQuantBackbone=ResNet-20, Bit-width=2-bit2026.0671.74
LLSQBackbone=ResNet-20, Bit-width=4-bit2026.0668.57
LLSQBackbone=MobileNet-V2, Bit-width=4-bit2026.0664.28
Choi et al.Backbone=MobileNet-V2, Bit-width=2-bit2026.0659.25
QimeraBackbone=ResNet-20, Bit-width=2-bit2026.0653.85
QwTBackbone=ResNet-20, Bit-width=2-bit2026.0649.62
EMQNetBackbone=MobileNet-V2, Bit-width=4-bit2026.0622.43
EMQNetBackbone=ResNet-20, Bit-width=4-bit2026.0622.42
Meta AugBackbone=MobileNet-V2, Bit-width=2-bit2026.0617.83
BatchQuantBackbone=MobileNet-V2, Bit-width=2-bit2026.0616.24
QwTBackbone=MobileNet-V2, Bit-width=2-bit2026.0610.85