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ResearchFormerly WizWand

Partial Label Learning on CIFAR10-LT

83.8AccuracySoLar
22.252838.231454.2170.1886Sep 21, 2022
Updated 8mo ago

Evaluation results

MethodLinks
SoLarflipping probability (phi)=0.3, imbalance ratio (gamma)=50, Backbone=ResNet-18, Consistency Regularization=true, Mixup=true2022.0983.8
PRODENflipping probability (phi)=0.3, imbalance ratio (gamma)=50, Backbone=ResNet-18, Consistency Regularization=true, Mixup=true2022.0981.95
SoLarflipping probability (phi)=0.5, imbalance ratio (gamma)=50, Backbone=ResNet-18, Consistency Regularization=true, Mixup=true2022.0981.38
CCflipping probability (phi)=0.3, imbalance ratio (gamma)=50, Backbone=ResNet-18, Consistency Regularization=true, Mixup=true2022.0978.76
SoLarflipping probability (phi)=0.3, imbalance ratio (gamma)=100, Backbone=ResNet-18, Consistency Regularization=true, Mixup=true2022.0976.64
PiCOflipping probability (phi)=0.3, imbalance ratio (gamma)=50, Backbone=ResNet-18, Consistency Regularization=false, Mixup=false2022.0975.42
SoLarflipping probability (phi)=0.5, imbalance ratio (gamma)=100, Backbone=ResNet-18, Consistency Regularization=true, Mixup=true2022.0974.16
CCflipping probability (phi)=0.5, imbalance ratio (gamma)=50, Backbone=ResNet-18, Consistency Regularization=true, Mixup=true2022.0973.09
PiCOflipping probability (phi)=0.5, imbalance ratio (gamma)=50, Backbone=ResNet-18, Consistency Regularization=false, Mixup=false2022.0972.33
CCflipping probability (phi)=0.3, imbalance ratio (gamma)=100, Backbone=ResNet-18, Consistency Regularization=true, Mixup=true2022.0971.86
PRODENflipping probability (phi)=0.3, imbalance ratio (gamma)=100, Backbone=ResNet-18, Consistency Regularization=true, Mixup=true2022.0971.09
PiCOflipping probability (phi)=0.3, imbalance ratio (gamma)=100, Backbone=ResNet-18, Consistency Regularization=false, Mixup=false2022.0967.73
SoLarflipping probability (phi)=0.3, imbalance ratio (gamma)=200, Backbone=ResNet-18, Consistency Regularization=true, Mixup=true2022.0967.47
PRODENflipping probability (phi)=0.5, imbalance ratio (gamma)=50, Backbone=ResNet-18, Consistency Regularization=true, Mixup=true2022.0966
CCflipping probability (phi)=0.5, imbalance ratio (gamma)=100, Backbone=ResNet-18, Consistency Regularization=true, Mixup=true2022.0964.88
CCflipping probability (phi)=0.3, imbalance ratio (gamma)=200, Backbone=ResNet-18, Consistency Regularization=true, Mixup=true2022.0963.38
PiCOflipping probability (phi)=0.5, imbalance ratio (gamma)=100, Backbone=ResNet-18, Consistency Regularization=false, Mixup=false2022.0963.25
PRODENflipping probability (phi)=0.3, imbalance ratio (gamma)=200, Backbone=ResNet-18, Consistency Regularization=true, Mixup=true2022.0963
PRODENflipping probability (phi)=0.5, imbalance ratio (gamma)=100, Backbone=ResNet-18, Consistency Regularization=true, Mixup=true2022.0962.17
SoLarflipping probability (phi)=0.5, imbalance ratio (gamma)=200, Backbone=ResNet-18, Consistency Regularization=true, Mixup=true2022.0962.12
MSEflipping probability (phi)=0.3, imbalance ratio (gamma)=50, Backbone=ResNet-18, Consistency Regularization=true, Mixup=true2022.0961.13
PiCOflipping probability (phi)=0.3, imbalance ratio (gamma)=200, Backbone=ResNet-18, Consistency Regularization=false, Mixup=false2022.0961.12
VALENflipping probability (phi)=0.3, imbalance ratio (gamma)=50, Backbone=ResNet-18, Consistency Regularization=true, Mixup=true2022.0958.34
PRODENflipping probability (phi)=0.5, imbalance ratio (gamma)=200, Backbone=ResNet-18, Consistency Regularization=true, Mixup=true2022.0954.65
CCflipping probability (phi)=0.5, imbalance ratio (gamma)=200, Backbone=ResNet-18, Consistency Regularization=true, Mixup=true2022.0954.41
PiCOflipping probability (phi)=0.5, imbalance ratio (gamma)=200, Backbone=ResNet-18, Consistency Regularization=false, Mixup=false2022.0953.92
EXPflipping probability (phi)=0.3, imbalance ratio (gamma)=50, Backbone=ResNet-18, Consistency Regularization=true, Mixup=true2022.0952.93
MSEflipping probability (phi)=0.3, imbalance ratio (gamma)=100, Backbone=ResNet-18, Consistency Regularization=true, Mixup=true2022.0952.59
EXPflipping probability (phi)=0.5, imbalance ratio (gamma)=50, Backbone=ResNet-18, Consistency Regularization=true, Mixup=true2022.0950.62
VALENflipping probability (phi)=0.3, imbalance ratio (gamma)=100, Backbone=ResNet-18, Consistency Regularization=true, Mixup=true2022.0950.2
MSEflipping probability (phi)=0.5, imbalance ratio (gamma)=50, Backbone=ResNet-18, Consistency Regularization=true, Mixup=true2022.0949.61
MSEflipping probability (phi)=0.3, imbalance ratio (gamma)=200, Backbone=ResNet-18, Consistency Regularization=true, Mixup=true2022.0948.09
VALENflipping probability (phi)=0.3, imbalance ratio (gamma)=200, Backbone=ResNet-18, Consistency Regularization=true, Mixup=true2022.0946.98
LWSflipping probability (phi)=0.3, imbalance ratio (gamma)=50, Backbone=ResNet-18, Consistency Regularization=true, Mixup=true2022.0944.51
MSEflipping probability (phi)=0.5, imbalance ratio (gamma)=100, Backbone=ResNet-18, Consistency Regularization=true, Mixup=true2022.0943.9
EXPflipping probability (phi)=0.5, imbalance ratio (gamma)=100, Backbone=ResNet-18, Consistency Regularization=true, Mixup=true2022.0943.69
LWSflipping probability (phi)=0.3, imbalance ratio (gamma)=100, Backbone=ResNet-18, Consistency Regularization=true, Mixup=true2022.0943.6
EXPflipping probability (phi)=0.3, imbalance ratio (gamma)=100, Backbone=ResNet-18, Consistency Regularization=true, Mixup=true2022.0943.59
EXPflipping probability (phi)=0.3, imbalance ratio (gamma)=200, Backbone=ResNet-18, Consistency Regularization=true, Mixup=true2022.0942.56
LWSflipping probability (phi)=0.3, imbalance ratio (gamma)=200, Backbone=ResNet-18, Consistency Regularization=true, Mixup=true2022.0942.33
EXPflipping probability (phi)=0.5, imbalance ratio (gamma)=200, Backbone=ResNet-18, Consistency Regularization=true, Mixup=true2022.0941.07
VALENflipping probability (phi)=0.5, imbalance ratio (gamma)=50, Backbone=ResNet-18, Consistency Regularization=true, Mixup=true2022.0940.02
MSEflipping probability (phi)=0.5, imbalance ratio (gamma)=200, Backbone=ResNet-18, Consistency Regularization=true, Mixup=true2022.0939.52
VALENflipping probability (phi)=0.5, imbalance ratio (gamma)=100, Backbone=ResNet-18, Consistency Regularization=true, Mixup=true2022.0937.1
VALENflipping probability (phi)=0.5, imbalance ratio (gamma)=200, Backbone=ResNet-18, Consistency Regularization=true, Mixup=true2022.0936.61
LWSflipping probability (phi)=0.5, imbalance ratio (gamma)=200, Backbone=ResNet-18, Consistency Regularization=true, Mixup=true2022.0928.74
LWSflipping probability (phi)=0.5, imbalance ratio (gamma)=100, Backbone=ResNet-18, Consistency Regularization=true, Mixup=true2022.0927.33
LWSflipping probability (phi)=0.5, imbalance ratio (gamma)=50, Backbone=ResNet-18, Consistency Regularization=true, Mixup=true2022.0924.62