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ResearchFormerly WizWand

Classification on ImageNet 30 20-10 class split Closed-set (test)

93.33AccuracyDAC + GGR
29.411646.005862.679.1942Jun 25, 2026
Updated 4mo ago

Evaluation results

MethodLinks
DAC + GGRLabeled ratio=5%2026.0693.33
DACLabeled ratio=5%2026.0693.25
SimMatchLabeled ratio=5%2026.0691.88
CoMatchLabeled ratio=5%2026.0691.17
UAGregLabeled ratio=5%2026.0691.02
IOMatch + GGRLabeled ratio=5%2026.0690.82
IOMatchLabeled ratio=5%2026.0690.32
SoftMatchLabeled ratio=5%2026.0690
FixMatchLabeled ratio=5%2026.0688.82
Safe-StudentLabeled ratio=5%2026.0688.42
OpenMatch + GGRLabeled ratio=5%2026.0687.43
DAC + GGRLabeled ratio=1%2026.0687.4
OpenMatchLabeled ratio=5%2026.0686.72
DACLabeled ratio=1%2026.0686.4
IOMatch + GGRLabeled ratio=1%2026.0685.9
IOMatchLabeled ratio=1%2026.0685.18
CoMatchLabeled ratio=1%2026.0683.72
SimMatchLabeled ratio=1%2026.0682.78
SoftMatchLabeled ratio=1%2026.0681.18
UAGregLabeled ratio=1%2026.0680.28
MixMatchLabeled ratio=5%2026.0676.97
FixMatchLabeled ratio=1%2026.0673.92
MTCFLabeled ratio=5%2026.0671.62
Safe-StudentLabeled ratio=1%2026.0671.47
OpenMatch + GGRLabeled ratio=1%2026.0659.15
OpenMatchLabeled ratio=1%2026.0658.55
Fully SupervisedLabeled ratio=5%2026.0656.08
MixMatchLabeled ratio=1%2026.0651.42
MTCFLabeled ratio=1%2026.0649.33
Fully SupervisedLabeled ratio=1%2026.0631.87