chainer-MeanTeachers

This repository contains a Chainer implementation for the paper: Mean teachers are better role models: Weight-averaged consistency targets improve semi-supervised deep learning results (NIPS 2017, Tarvainen, Antti, and Harri Valpola).

Requirements

• Chainer 4.0+
• CuPy 4.0+

Notes when using

• Slightly modify your model architecture like this

Reference

• Tarvainen, Antti, and Harri Valpola. "Mean teachers are better role models: Weight-averaged consistency targets improve semi-supervised deep learning results." arXiv preprint arXiv:1703.01780 (2017).