Snowball couples master-teacher-student consistency training with iterative confident-sample discovery, achieving 11.81% error on CIFAR-10 with only 250 labels, versus 49.91% for Mean-Teacher.
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Snowball: Iterative Model Evolution and Confident Sample Discovery for Semi-Supervised Learning on Very Small Labeled Datasets
Snowball couples master-teacher-student consistency training with iterative confident-sample discovery, achieving 11.81% error on CIFAR-10 with only 250 labels, versus 49.91% for Mean-Teacher.