Paper Notes: Conditional generative adversarial Nets

Conditional generative adversarial Nets

ArXiv 2014

This article is the expansion of gans, in the generation and discrimination, taking into account the additional conditions y, in order to carry out more "fierce" confrontation, so as to achieve better results.

As we all know, Gans is a Minmax process:

In this paper, by introducing conditional y, The objective function of optimization is changed into:

The structure of the conditional-generation adversarial network is given:

yes, the whole process is looking so simple, rough, and Effective.

In the experimental section, the author has experimented on the Mnist data set:

　　

then, Label The Image:

　　Summary :

Paper Notes: Conditional generative adversarial Nets