Apply GANs week3

Unpaired Image-to-Image Translation

Why is unpaired image-to-image translation different than paired image-to-image translation?
There is no longer a clear target output.

Correct! WIth unpaired image-to-image translation, you can just have a pile of images in one style and another pile of another style.

Apply GANs week3

Cycle Consistency

What is cycle consistency?
When styles between two piles are transferred, the original content can be recovered.

Correct! Cycle consistency is important in transferring uncommon style elements while maintaining common content.

Least Squares Loss

Apply GANs week3

How is Least Squares Loss similar to BCE Loss?
They both calculate how much you stray from the ground truth.

Correct! Least Squares Loss and BCE Loss both calculate the distance between an image and the ground truth.

Overview

Apply GANs week3

Apply GANs week3

Apply GANs week3