FixMatch: Simplifying Semi-Supervised Learning with Consistency and Confidence (2020)
Contents
- Abstract
- Procedure of FixMatch
0. Abstract
FixMatch
- significant simplification of existing SSL methods
1. Procedure of FixMatch
step 1) generates pseudo-labels
- using the model’s predictions on weakly augmented unlabeled images
- ( pseudo-label is only retained if the model produces a high-confidence prediction )
step 2) trained to predict the pseudo-label
- when fed a strongly-augmented version of the same image
