Drag Your GAN: Interactive Point-based Manipulation on the Generative Image Manifold

Synthesizing visual content that meets users' needs often requires flexible and precise controllability of the pose, shape, expression, and layout of the generated objects. Existing approaches gain controllability of generative adversarial networks (GANs) via manually annotated training data or a prior 3D model, which often lack flexibility, precision, and generality. In this work, we study a powerful yet much less explored way of controlling GANs, that is, to

Drag Your GAN: Interactive Point-based Manipulation on the Generative Image Manifold

Giới thiệu

What is DragGAN?

DragGAN is a powerful tool for interactive point-based manipulation on the generative image manifold. It allows users to "drag" any points of the image to precisely reach target points in a user-interactive manner.

How does DragGAN work?

DragGAN consists of two main components: 1) a feature-based motion supervision that drives the handle point to move towards the target position, and 2) a new point tracking approach that leverages the discriminative GAN features to keep localizing the position of the handle points.

Features of DragGAN

  • Precise control over where pixels go, thus manipulating the pose, shape, expression, and layout of diverse categories such as animals, cars, humans, landscapes, etc.
  • Ability to deform an image with realistic outputs even for challenging scenarios such as hallucinating occluded content and deforming shapes that consistently follow the object's rigidity.
  • Can be used for image manipulation and point tracking tasks.

Price

The paper and code are available for free, and the images, text, and video files on the site are made freely available for non-commercial use under the Creative Commons CC BY-NC 4.0 license.

Drag - Thay thế

Trick Your Friends with My Fake Snap - Prank App for Fun

Myfakesnap.com: Easily add a fake image to your selfie with My Fake Snap. Utilize facial recognition and AI technology to create a realistic fake image to share with friends and have a good laugh.

672
HitPaw Remove Object From Photo Online Free - Official Website

Online.hitpaw.com: Easily remove objects from your photos with HitPaw Online Object Remover. Our AI-based tool ensures accurate and efficient object removal from images.

495.6 K
Transform Your Face with Extrapolate - AI-Powered Face Transformation

Extrapolate.app uses Artificial Intelligence to show you how you might age, transforming your face to visualize the process.

43.8 K
CapCut Creative Suite: Video Editing, Graphic Design, and More

Capcut.com: Explore CapCut’s creative suite online for video editing, graphic design, smart AI-powered tools, team collaboration, and more.

39.9 M
Nhiều Danh mục hơn