Generative Adversarial Networks Projects

The adversarial network

The adversarial network is a combined network that uses the generator, the discriminator, and VGG19. In this section, we will create an adversarial network.

Perform the following steps to create an adversarial network:

1. Start by creating an input layer for the network:

input_low_resolution = Input(shape=(64, 64, 3))

The adversarial network will receive an image of a shape of (64, 64, 3), which is why we have created an input layer.

2. Next, generate fake high-resolution images using the generator network, as follows:

fake_hr_images = generator(input_low_resolution)

3. Next, extract the features of the fake images using the VGG19 network, as follows: 

fake_features = vgg(fake_hr_images)

4. Next, make the discriminator ...