生成对抗网络半监督学习

Jun, 2016

Semi-Supervised Learning with Generative Adversarial Networks

Augustus Odena

TL;DR将生成对抗网络扩展到半监督学习中，强制鉴别器网络输出类标签，能够创建更具数据效率的分类器以及比正常GAN生成更高质量的样本。

Abstract

We extend generative adversarial networks (GANs) to the semi-supervised context by forcing the discriminator network to output class labels. We train a generative model G and a discriminator D on a dataset with i