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

소개

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 - 대체

Methexis-Inc Img2prompt API on Replicate

Replicate.com: Generate text prompts that closely match an image with style using Methexis Inc's Img2Prompt tool. Optimized for stable-diffusion (clip ViT-L/14).

2.8 M
Free Text to Image Generator - AI Image Maker | Freepik

Freepik.com: Generate images and illustrations instantly with a real-time text-to-image AI tool. Transform your ideas into visuals with prompt examples provided.

104.9 M
Create Stunning Cartoon Avatars & Character Maker | ImagetoCartoon

Imagetocartoon.com: Transform your images into amazing cartoon avatars using our advanced 2D and 3D cartoon character creator. Let your creativity run wild and bring your ideas to reality!

50.9 K
Photoleap App - Creative Photo Editing by Lightricks

Photoleapapp.com: Transform your iPhone photos with Photoleap, the all-in-one photo editor for stunning creations. Change backgrounds, remove objects, make collages, and apply filters & effects. Start your 7-day free trial today!

473.5 K
더 많은 카테고리