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What is: FixMatch?

SourceFixMatch: Simplifying Semi-Supervised Learning with Consistency and Confidence
Year2000
Data SourceCC BY-SA - https://paperswithcode.com

FixMatch is an algorithm that first generates pseudo-labels using the model's predictions on weakly-augmented unlabeled images. For a given image, the pseudo-label is only retained if the model produces a high-confidence prediction. The model is then trained to predict the pseudo-label when fed a strongly-augmented version of the same image.

Description from: FixMatch: Simplifying Semi-Supervised Learning with Consistency and Confidence

Image credit: FixMatch: Simplifying Semi-Supervised Learning with Consistency and Confidence