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ResearchFormerly WizWand

Closed-set Classification on CIFAR-100 (20 / 80)

68.77AccuracyUAGreg
20.87833.311545.74558.1785Jun 25, 2026
Updated 4mo ago

Evaluation results

MethodLinks
UAGregNo. of labeled samples=25, Backbone=WideResNet-28-2, Class split=20 / 802026.0668.77
DAC + GGRNo. of labeled samples=25, Backbone=WideResNet-28-2, Class split=20 / 802026.0668.03
DACNo. of labeled samples=25, Backbone=WideResNet-28-2, Class split=20 / 802026.0667.72
IOMatch + GGRNo. of labeled samples=25, Backbone=WideResNet-28-2, Class split=20 / 802026.0667.63
CoMatchNo. of labeled samples=25, Backbone=WideResNet-28-2, Class split=20 / 802026.0667.47
IOMatchNo. of labeled samples=25, Backbone=WideResNet-28-2, Class split=20 / 802026.0667.32
SoftMatchNo. of labeled samples=25, Backbone=WideResNet-28-2, Class split=20 / 802026.0666.82
FixMatchNo. of labeled samples=25, Backbone=WideResNet-28-2, Class split=20 / 802026.0666.75
SimMatchNo. of labeled samples=25, Backbone=WideResNet-28-2, Class split=20 / 802026.0665.97
OpenMatch + GGRNo. of labeled samples=25, Backbone=WideResNet-28-2, Class split=20 / 802026.0664.42
UAGregNo. of labeled samples=10, Backbone=WideResNet-28-2, Class split=20 / 802026.0664.02
OpenMatchNo. of labeled samples=25, Backbone=WideResNet-28-2, Class split=20 / 802026.0663.78
IOMatch + GGRNo. of labeled samples=10, Backbone=WideResNet-28-2, Class split=20 / 802026.0663.18
IOMatchNo. of labeled samples=10, Backbone=WideResNet-28-2, Class split=20 / 802026.0663
Safe-StuNo. of labeled samples=25, Backbone=WideResNet-28-2, Class split=20 / 802026.0661.52
CoMatchNo. of labeled samples=10, Backbone=WideResNet-28-2, Class split=20 / 802026.0661.05
DAC + GGRNo. of labeled samples=10, Backbone=WideResNet-28-2, Class split=20 / 802026.0660.1
SoftMatchNo. of labeled samples=10, Backbone=WideResNet-28-2, Class split=20 / 802026.0658.88
DACNo. of labeled samples=10, Backbone=WideResNet-28-2, Class split=20 / 802026.0658.42
UAGregNo. of labeled samples=5, Backbone=WideResNet-28-2, Class split=20 / 802026.0657.92
MTCFNo. of labeled samples=25, Backbone=WideResNet-28-2, Class split=20 / 802026.0657.37
IOMatch + GGRNo. of labeled samples=5, Backbone=WideResNet-28-2, Class split=20 / 802026.0656.75
SimMatchNo. of labeled samples=10, Backbone=WideResNet-28-2, Class split=20 / 802026.0656.72
IOMatchNo. of labeled samples=5, Backbone=WideResNet-28-2, Class split=20 / 802026.0656.48
FixMatchNo. of labeled samples=10, Backbone=WideResNet-28-2, Class split=20 / 802026.0655.87
MixMatchNo. of labeled samples=25, Backbone=WideResNet-28-2, Class split=20 / 802026.0655.82
OpenMatch + GGRNo. of labeled samples=10, Backbone=WideResNet-28-2, Class split=20 / 802026.0655.82
OpenMatchNo. of labeled samples=10, Backbone=WideResNet-28-2, Class split=20 / 802026.0655.78
Safe-StuNo. of labeled samples=10, Backbone=WideResNet-28-2, Class split=20 / 802026.0653.9
DAC + GGRNo. of labeled samples=5, Backbone=WideResNet-28-2, Class split=20 / 802026.0653.45
DACNo. of labeled samples=5, Backbone=WideResNet-28-2, Class split=20 / 802026.0653.3
SoftMatchNo. of labeled samples=5, Backbone=WideResNet-28-2, Class split=20 / 802026.0653.17
CoMatchNo. of labeled samples=5, Backbone=WideResNet-28-2, Class split=20 / 802026.0651.2
SimMatchNo. of labeled samples=5, Backbone=WideResNet-28-2, Class split=20 / 802026.0649.58
FixMatchNo. of labeled samples=5, Backbone=WideResNet-28-2, Class split=20 / 802026.0647.68
MTCFNo. of labeled samples=10, Backbone=WideResNet-28-2, Class split=20 / 802026.0646.2
MixMatchNo. of labeled samples=10, Backbone=WideResNet-28-2, Class split=20 / 802026.0644.48
OpenMatch + GGRNo. of labeled samples=5, Backbone=WideResNet-28-2, Class split=20 / 802026.0643.73
OpenMatchNo. of labeled samples=5, Backbone=WideResNet-28-2, Class split=20 / 802026.0643.72
Safe-StuNo. of labeled samples=5, Backbone=WideResNet-28-2, Class split=20 / 802026.0643.7
Fully SupervisedNo. of labeled samples=25, Backbone=WideResNet-28-2, Class split=20 / 802026.0643.18
MTCFNo. of labeled samples=5, Backbone=WideResNet-28-2, Class split=20 / 802026.0633.95
MixMatchNo. of labeled samples=5, Backbone=WideResNet-28-2, Class split=20 / 802026.0632.47
Fully SupervisedNo. of labeled samples=10, Backbone=WideResNet-28-2, Class split=20 / 802026.0629
Fully SupervisedNo. of labeled samples=5, Backbone=WideResNet-28-2, Class split=20 / 802026.0622.72