Pix2pix

Source: own work

The pix2pix architecture is great for generating images from edges or 2D labels. It can easily change day into night, winter to summer etc. It’s limitations are high RAM demand and hard-to-train GAN model.

Source: Image-to-Image Translation with Conditional Adversarial Networks

Full paper: https://arxiv.org/pdf/1611.07004.pdf