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FixMatch: Simplifying Semi-Supervised Learning with Consistency and Confidence

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fix-match

In progress pytorch implementation of FixMatch: Simplifying Semi-Supervised Learning with Consistency and Confidence

  • SGD optimizer + EMA
  • Cosine Annealing with warm restarts, with the schedule stepping suggested by the paper.
  • Batchsize of 64

Run

python train.py --batch-size=64 --mu=7 --dataset-name=CIFAR10C --data-dir=path/to/your/data

Results

CIFAR10 classification accuracy for now, for mu=7

Epochs 100 500
Paper xx xx
This repo 85.0 93.7500

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FixMatch: Simplifying Semi-Supervised Learning with Consistency and Confidence

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