What is Drag Your GAN: Interactive Point-based Manipulation on the Generative Image Manifold?
Drag Your GAN is a powerful tool that allows users to manipulate the pose, shape, expression, and layout of generated objects in a user-interactive manner. It uses a generative adversarial network (GAN) to synthesize visual content that meets users' needs.
Features of Drag Your GAN
- Allows users to "drag" any points of the image to precisely reach target points
- Uses feature-based motion supervision to drive the handle point to move towards the target position
- Employs a new point tracking approach that leverages the discriminative GAN features to keep localizing the position of the handle points
- Enables precise control over where pixels go, thus manipulating the pose, shape, expression, and layout of diverse categories such as animals, cars, humans, landscapes, etc.
- Produces realistic outputs even for challenging scenarios such as hallucinating occluded content and deforming shapes that consistently follow the object's rigidity
How to Use Drag Your GAN
- Access the DragGAN tool and select the image you want to manipulate
- Identify the points you want to "drag" and move them to the target position
- The tool will use feature-based motion supervision and point tracking to ensure precise control over the manipulation
- The resulting manipulated image will be generated based on the learned generative image manifold of the GAN
Price and Availability
The Drag Your GAN tool is available for non-commercial use under the Creative Commons CC BY-NC 4.0 license. The code and paper are available for download on the official website.
Helpful Tips
- Use the tool to manipulate images in a user-interactive manner
- Experiment with different points and target positions to achieve the desired manipulation
- Take advantage of the tool's ability to produce realistic outputs even for challenging scenarios
Frequently Asked Questions
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Q: What is the purpose of Drag Your GAN?
A: The purpose of Drag Your GAN is to provide a powerful tool for manipulating the pose, shape, expression, and layout of generated objects in a user-interactive manner. -
Q: How does Drag Your GAN work?
A: Drag Your GAN uses a generative adversarial network (GAN) to synthesize visual content that meets users' needs. It employs feature-based motion supervision and point tracking to ensure precise control over the manipulation. -
Q: Is Drag Your GAN available for commercial use?
A: No, Drag Your GAN is available for non-commercial use under the Creative Commons CC BY-NC 4.0 license.
