GAN for semi-supervised learning

Architecture

Generator: noise -> FakeImage
Classifier/Discriminator: RealImage -> Class, True
Classifier/Discriminator: FakeImage -> False

ref

• [1606.03498] Improved Techniques for Training GANs
• Improved Techniques for Training GANs [arXiv:1606.03498] – ご注文は機械学習ですか？

Result

Learning with only 100 labeled examples.

Generated

10 epoch:

50 epoch:

99 epoch: