TL;DR本文研究将输入图像映射到由参数向量和图像组成的绑定对中的问题，并提出了一种基于差异的泛化界限和采用 GAN 实现网络解决方案的方法。实验表明，该方法可以解决自动生成头像的问题。
Abstract
We study the problem of mapping an input image to a tied pair consisting of a vector of parameters and an image that is created using a graphical engine from the vector of parameters. The mapping's objective is to have the output image as similar as possible to the input image. During training, no supervision is given in the form of matching inputs and outpu