DraGAN

Drag Your GAN is an advanced AI tool that lets you easily and precisely manipulate visual content, helping you adjust the pose, shape, and expression of generated objects.

At its core, Drag Your GAN relies on a technology called generative adversarial networks, or GANs for short. These networks usually need a lot of manually labeled data or pre-existing 3D models to work. What sets Drag Your GAN apart is its innovative approach known as DragGAN, which offers a more interactive experience.

So, what makes DragGAN special? It allows you to "drag" specific points on an image to new locations in a very intuitive way. This interaction gives you remarkable flexibility and accuracy when adjusting various aspects of an image.

DragGAN is built on two main features. The first is something called feature-based motion supervision, which helps guide the points you drag towards your desired target. The second feature uses a smart point tracking method that takes advantage of GAN's distinguishing characteristics to keep track of where those points are at all times.

With DragGAN, you can easily reshape an image, making changes to categories like animals, vehicles, people, and landscapes. As you manipulate these images, you're working within a learned generative image landscape created by the GAN, which means you’re likely to get realistic results, even in tricky situations like filling in hidden areas or altering shapes.

Both practical tests and comparisons with traditional methods show that DragGAN excels in image manipulation and point tracking. Plus, it even allows you to modify real images using a technique called GAN inversion, expanding your creative possibilities even further.