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ResearchFormerly WizWand

Image Classification on CIFAR-10 Noise Ratio 20%

94.4AccuracyProMix
54.141664.593375.04585.4967Jul 21, 2022
Updated 8mo ago

Evaluation results

MethodLinks
ProMixImbalance Factor=10, Evaluation Point=Best2022.0794.4
ProMixImbalance Factor=10, Evaluation Point=Last2022.0794.22
Prototypical ClassifierImbalance Factor=10, Evaluation Point=Best2022.0790.92
Prototypical ClassifierImbalance Factor=10, Evaluation Point=Last2022.0790.81
DivideMixImbalance Factor=10, Evaluation Point=Best2022.0788.79
DivideMixImbalance Factor=10, Evaluation Point=Last2022.0788.1
ROLT+Imbalance Factor=10, Evaluation Point=Best2022.0787.95
ROLT+Imbalance Factor=10, Evaluation Point=Last2022.0787.54
ProMixImbalance Factor=50, Evaluation Point=Best2022.0786.05
ProMixImbalance Factor=50, Evaluation Point=Last2022.0785.12
LDAM-DRWImbalance Factor=10, Evaluation Point=Best2022.0784.98
LDAM-DRWImbalance Factor=10, Evaluation Point=Last2022.0784.71
Prototypical ClassifierImbalance Factor=50, Evaluation Point=Best2022.0784.12
Prototypical ClassifierImbalance Factor=50, Evaluation Point=Last2022.0783.71
LDAMImbalance Factor=10, Evaluation Point=Best2022.0783.48
LDAMImbalance Factor=10, Evaluation Point=Last2022.0782.91
ProMixImbalance Factor=100, Evaluation Point=Best2022.0781.63
ProMixImbalance Factor=100, Evaluation Point=Last2022.0779.69
Prototypical ClassifierImbalance Factor=100, Evaluation Point=Best2022.0779.54
Prototypical ClassifierImbalance Factor=100, Evaluation Point=Last2022.0778.34
CEImbalance Factor=10, Evaluation Point=Best2022.0777.86
ROLT+Imbalance Factor=50, Evaluation Point=Best2022.0777.26
LDAM-DRWImbalance Factor=50, Evaluation Point=Best2022.0776.77
LDAM-DRWImbalance Factor=50, Evaluation Point=Last2022.0775.98
ROLT+Imbalance Factor=50, Evaluation Point=Last2022.0775.9
DivideMixImbalance Factor=50, Evaluation Point=Best2022.0775.34
CEImbalance Factor=10, Evaluation Point=Last2022.0774
DivideMixImbalance Factor=50, Evaluation Point=Last2022.0773.48
LDAM-DRWImbalance Factor=100, Evaluation Point=Best2022.0773.24
LDAM-DRWImbalance Factor=100, Evaluation Point=Last2022.0772.46
ROLT+Imbalance Factor=100, Evaluation Point=Best2022.0772.31
LDAMImbalance Factor=50, Evaluation Point=Best2022.0772.01
LDAMImbalance Factor=50, Evaluation Point=Last2022.0771.23
ROLT+Imbalance Factor=100, Evaluation Point=Last2022.0769.12
DivideMixImbalance Factor=100, Evaluation Point=Best2022.0766.9
LDAMImbalance Factor=100, Evaluation Point=Best2022.0766.41
LDAMImbalance Factor=100, Evaluation Point=Last2022.0766.22
CEImbalance Factor=50, Evaluation Point=Best2022.0764.38
DivideMixImbalance Factor=100, Evaluation Point=Last2022.0763.76
CEImbalance Factor=100, Evaluation Point=Best2022.0761.79
CEImbalance Factor=50, Evaluation Point=Last2022.0761.38
CEImbalance Factor=100, Evaluation Point=Last2022.0755.69