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ResearchFormerly WizWand

Image Classification on CIFAR-10 40 labeled samples

95.05Top-1 AccuracyStratified
73.792479.311284.8390.3488Oct 29, 2023Dec 22, 2023Feb 14, 2024Apr 8, 2024Jun 1, 2024Jul 25, 2024Sep 18, 2024
Updated 8mo ago

Evaluation results

MethodLinks
StratifiedSSL Framework=FreeMatch2024.0995.05
RDSSSSL Framework=FreeMatch2024.0995.05
InstanTBackbone=WRN-28-2, Total iterations=2^20, Optimizer=SGD, Initial learning rate=0.03, Learning rate scheduler=cosine2023.1094.83
RDSSSSL Framework=FlexMatch2024.0994.69
AdaMatchBackbone=WRN-28-2, Total iterations=2^20, Optimizer=SGD, Initial learning rate=0.03, Learning rate scheduler=cosine2023.1094.64
FlexMatchBackbone=WRN-28-2, Total iterations=2^20, Optimizer=SGD, Initial learning rate=0.03, Learning rate scheduler=cosine2023.1094.53
RandomSSL Framework=FreeMatch2024.0993.41
CBSSALSSL Framework=FreeMatch2024.0991.68
UDABackbone=WRN-28-2, Total iterations=2^20, Optimizer=SGD, Initial learning rate=0.03, Learning rate scheduler=cosine2023.1091.6
FixMatchBackbone=WRN-28-2, Total iterations=2^20, Optimizer=SGD, Initial learning rate=0.03, Learning rate scheduler=cosine2023.1091.45
StratifiedSSL Framework=FlexMatch2024.0991.45
CoreSetSSLSSL Framework=FreeMatch2024.0991.24
TOD-SemiSSL Framework=FreeMatch2024.0990.77
CoreSetSSLSSL Framework=FlexMatch2024.0987.66
MMASSL Framework=FreeMatch2024.0987.37
RandomSSL Framework=FlexMatch2024.0987.3
CBSSALSSL Framework=FlexMatch2024.0986.58
TOD-SemiSSL Framework=FlexMatch2024.0986.21
DashBackbone=WRN-28-2, Total iterations=2^20, Optimizer=SGD, Initial learning rate=0.03, Learning rate scheduler=cosine2023.1084.67
MMASSL Framework=FlexMatch2024.0974.61