I used the Pix2Pix Library, to Generate the missing area inside a Scratcher Ticket.

Generated Results in Middle

The main focus for GAN (Generative Adversarial Networks) is to generate data from scratch. GAN is composed of two deep networks, the generator, and the discriminator.