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Generative Adversarial Networks

Applications of GANs

Following are some of the examples of GANs -

Stack GANs

They are used to generate realistic data. It is used to take in a textual representation of a bird and generates a high-resolution photo of a bird, matching that description. Point to note is that these images have never been seen before and are totally imaginary.

Pix2Pix GANs

As an artist draws a painting, the Pix2Pix GAN looks for the nearest possible realistic image. Pix2Pix GAN is also used for image-to-image translation e.g. blue-prints of buildings can be converted to photos of finished buildings.

Cycle GANs

Cycle GANs are used for unsupervised image-to-image translation. E.g. changing video of horse to video of zebra.