Unsupervised Data Augmentation for Consistency Training

Benchmark Model Rank Results
image-classification-on-imagenetResNet-50 (UDA)#743Top 1 Accuracy: 79.04%
semi-supervised-image-classification-on-2UDA#50Top 5 Accuracy: 88.52
semi-supervised-image-classification-on-cifarUDA#16Percentage error: 5.27
semi-supervised-image-classification-on-svhnUDA#5Accuracy: 97.54
sentiment-analysis-on-amazon-review-fullBERT large#1Accuracy: 65.83
sentiment-analysis-on-amazon-review-fullBERT large finetune UDA#3Accuracy: 62.88
sentiment-analysis-on-amazon-review-polarityBERT large#1Accuracy: 97.37
sentiment-analysis-on-amazon-review-polarityBERT large finetune UDA#3Accuracy: 96.5
sentiment-analysis-on-imdbBERT large finetune UDA#9Accuracy: 95.8
sentiment-analysis-on-imdbBERT large#14Accuracy: 95.49
sentiment-analysis-on-yelp-binaryBERT large#3Error: 1.89
sentiment-analysis-on-yelp-binaryBERT large finetune UDA#5Error: 2.05
sentiment-analysis-on-yelp-fine-grainedBERT large#3Error: 29.32
sentiment-analysis-on-yelp-fine-grainedBERT large finetune UDA#7Error: 32.08
text-classification-on-dbpediaBERT large#3Error: 0.68
text-classification-on-dbpediaBERT large UDA#11Error: 1.09
text-classification-on-yelp-2BERT Finetune + UDA#3Accuracy: 97.95%
text-classification-on-yelp-5BERT Finetune + UDA#6Accuracy: 67.92%