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ResearchFormerly WizWand

Classification on MSCOCO-GLT (ALT protocol)

58.93AccuracyRIDE
48.498851.206953.91556.6231Jul 19, 2022
Updated 8mo ago

Evaluation results

MethodLinks
RIDECategory=Ensemble, IFL=true2022.0758.9359.84
RIDECategory=Ensemble, IFL=false2022.0758.959.43
TADECategory=Ensemble, IFL=true2022.0756.7657.43
RandAugCategory=Augment, IFL=true2022.0756.6257.12
LDAMCategory=Re-balance, IFL=false2022.0755.5256.21
TADECategory=Ensemble, IFL=false2022.0754.9355.48
MixupCategory=Augment, IFL=true2022.0753.7954.6
RandAugCategory=Augment, IFL=false2022.0753.6954.71
BLSoftmaxCategory=Re-balance, IFL=true2022.0752.9753.52
BaselineCategory=Re-balance, IFL=true2022.0752.8653.49
Logit-AdjCategory=Re-balance, IFL=true2022.0752.8653.49
CRTCategory=Re-balance, IFL=true2022.0752.0752.85
LWSCategory=Re-balance, IFL=true2022.0752.0752.9
BBNCategory=Re-balance, IFL=false2022.0751.8351.77
Deconfound-TDECategory=Re-balance, IFL=false2022.0750.7651.68
BaselineCategory=Re-balance, IFL=false2022.0750.1750.94
Logit-AdjCategory=Re-balance, IFL=false2022.0750.1750.94
LWSCategory=Re-balance, IFL=false2022.0750.1450.61
CRTCategory=Re-balance, IFL=false2022.0749.9750.37
BLSoftmaxCategory=Re-balance, IFL=false2022.0749.7250.65
MixupCategory=Augment, IFL=false2022.0748.949.53