CoMatch: Semi-supervised Learning with Contrastive Graph Regularization

Benchmark Model Rank Results
semi-supervised-image-classification-on-cifar-10-20-labelsCoMatch (SimCLR)#2Percentage error: 12.33±8.47
semi-supervised-image-classification-on-cifar-10-40-labelsCoMatch (w. SimCLR)#11Percentage error: 6.91±1.39
semi-supervised-image-classification-on-imagenet-1-labeled-dataCoMatch (w. MoCo v2)#23Top 1 Accuracy: 67.1%Top 5 Accuracy: 87.1%
semi-supervised-image-classification-on-imagenet-10-labeled-dataCoMatch (w. MoCo v2)#30Top 1 Accuracy: 73.7%Top 5 Accuracy: 91.4%
semi-supervised-image-classification-on-stl-10-1000-labelsSimCLR (CoMatch)#9Accuracy: 77.46