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FreeDrag - A more stable and effective interactive image editing model than DragGAN

Introduction#

This article briefly introduces FreeDrag.

FreeDrag is a new interactive point-based image editing framework that eliminates the cumbersome and unstable point tracking process compared to DragGAN.

24-freedrag-logo


Main Content#

1. What is FreeDrag#

A new interactive point-based image editing framework based on StyleGAN2. It adopts a feature-based approach and can achieve stable point-based editing in challenging scenarios with similar structures, fine details, or multiple point targets.

24-freedrag-arch

2. Features of FreeDrag#

Compared to DragGAN, which has issues such as loss and confusion during point tracking, the use of new methods allows the model to achieve better results in more challenging scenarios.

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3. Using FreeDrag#

Download the project source code: git clone --depth=1 https://github.com/LPengYang/FreeDrag

Install StyleGAN2 pretrained models: bash download_models.sh

Run locally: CUDA_LAUNCH_BLOCKING=1 python FreeDrag_gradio.py

4. Conclusion#

The project roadmap also includes FreeDrag based on Diffusion and a framework capable of handling 3D graphics, which is worth looking forward to.


Finally#

References:

Official Project

DragGAN

StyleGAN2


Disclaimer#

This article is for personal learning purposes only.
This article is synchronized with HBlog.

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