If a network can successfully detect a fake, then it will be incorporated into GANs to produce images that are no longer detectable as fake by the discriminator

If a network can successfully detect a fake, then it will be incorporated into GANs to produce images that are no longer detectable as fake by the discriminator. This is the whole basis for generative adversarial neural networks.