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ResearchFormerly WizWand

Image Classification on Imbalanced CIFAR-10 (LT Ratio 100, test)

80.45Top-1 AccABSGD (CB-LDAM)
59.462864.911470.3675.8086Dec 13, 2020
Updated 8mo ago

Evaluation results

MethodLinks
ABSGD (CB-LDAM)Backbone=ResNet32, Loss Function=CB-LDAM2020.1280.45
META (CB-LDAM)Backbone=ResNet32, Loss Function=CB-LDAM2020.1280
ABSGD (CB-Focal)Backbone=ResNet32, Loss Function=CB-Focal2020.1279.53
ABSGD (CB-CE)Backbone=ResNet32, Loss Function=CB-CE2020.1279.34
META (CB-Focal)Backbone=ResNet32, Loss Function=CB-Focal2020.1278.9
ABSGD (CB-LDAM)Backbone=ResNet32, Loss Function=CB-LDAM2020.1278.33
SGD (CB-LDAM)Backbone=ResNet32, Loss Function=CB-LDAM2020.1277.03
SGD (CB-LDAM)Backbone=ResNet32, Loss Function=CB-LDAM2020.1276.92
META (CB-CE)Backbone=ResNet32, Loss Function=CB-CE2020.1276.41
ABSGD (CB-Focal)Backbone=ResNet32, Loss Function=CB-Focal2020.1276.33
SGD (CB-Focal)Backbone=ResNet32, Loss Function=CB-Focal2020.1274.57
SGD (LDAM)Backbone=ResNet32, Loss Function=LDAM2020.1273.35
ABSGD (CB-CE)Backbone=ResNet32, Loss Function=CB-CE2020.1272.93
SGD (CB-CE)Backbone=ResNet32, Loss Function=CB-CE2020.1272.37
ResamplingBackbone=ResNet32, Loss Function=CE2020.1271.78
SGD (LDAM)Backbone=ResNet32, Loss Function=LDAM2020.1266.58
SGD (CB-CE)Backbone=ResNet32, Loss Function=CB-CE2020.1261.84
ResamplingBackbone=ResNet32, Loss Function=CE2020.1261.16
SGD (CB-Focal)Backbone=ResNet32, Loss Function=CB-Focal2020.1260.27