Drag Your GAN

Description

In the realm of synthesizing visual content to meet users’ needs, achieving precise control over pose, shape, expression, and layout of generated objects …

(0)
Please login to bookmark Close

Monthly traffic:

Social Media:

Introducing DragGAN: Enhancing GAN Control Through Image Point ManipulationIn the world of visual content synthesis, having precise control over the shape, pose, expression, and layout of generated objects is crucial. However, traditional approaches to controlling generative adversarial networks (GANs) often lack flexibility, precision, and versatility. In our research, we introduce a novel method for GAN control called DragGAN, which allows users to “drag” specific image points to reach user-defined target points interactively. DragGAN is composed of two core components: Feature-Based Motion Supervision and Point Tracking. The former guides handle points toward their intended target positions through feature-based motion supervision, while the latter continuously localizes the position of handle points using discriminative GAN features. This framework enables users to manipulate images with remarkable precision, allowing for the deformation of pose, shape, expression, and layout across diverse categories such as animals, cars, humans, landscapes, and more. By operating within the learned generative image manifold of a GAN, DragGAN produces realistic outputs, even in complex scenarios such as generating occluded content and deforming shapes while adhering to the object’s rigidity. Our comprehensive evaluations, including both qualitative and quantitative comparisons, demonstrate DragGAN’s superiority over existing methods in tasks related to image manipulation and point tracking. Furthermore, we showcase DragGAN’s potential for practical applications in the realm of visual content synthesis and control by demonstrating its capabilities in manipulating real-world images through GAN inversion. With DragGAN, users can achieve greater control and flexibility in synthesizing visual content, making it a valuable tool for a wide range of applications in various fields.

Reviews

Drag Your GAN Pricing

Drag Your GAN Plan

Free

Promptmate Website Traffic Analysis

Visit Over Time

Monthly Visit

Avg. Visit Duration

Page per Visit

Bounce Rate

Geography

Traffic Source

Top Keywords

Promptmate Launch embeds

Encourage community support for your Toolnest launch by using website badges. These badges are simple to embed on your homepage or footer.

How to install?

Click on “Copy embed code” and paste this code into the source code of the home page of your website.

How to install?

Click on “Copy embed code” and paste this code into the source code of the home page of your website.

Alternatives

(0)
Please login to bookmark Close

0%

FashionLabs.AI - FashionLabs.AI is an e-commerce AI tool that generates diverse fashion
(0)
Please login to bookmark Close

136194

United States_Flag

21.96%

Pollinations.ai is a platform for AI-powered music videos and collaborations among artists,
(0)
Please login to bookmark Close

0%

SDXL TURBO ONLINE - SDXL Turbo is an innovative AI text-to-image tool
(0)
Please login to bookmark Close
AI tool for storytelling
(0)
Please login to bookmark Close
aiphoto.studio - AIPhoto Studio is an AI-driven tool for generating exceptional headshots.
(0)
Please login to bookmark Close

10127

Australia_Flag

32.93%

Twin Pics - Chris's Twin Pics AI tool leverages AI for image
(0)
Please login to bookmark Close
Discover cutting-edge machine learning with Hugging Face Transformers, which offers state-of-the-art models
(0)
Please login to bookmark Close

0%

Promptdle - Promptdle is an AI tool that challenges users to guess