DragGAN Is an image editing tool based on Generative Adversarial Network (GAN) technology. It aims to realize changes in the shape, demeanor, position and size of the photo subject. Specifically, DragGAN edits and transforms images, enabling users to modify specific areas of an image through drag-and-drop operations. For example, users can selectively change specific objects or regions in a photo, such as faces, objects, etc., and perform shape changes, posture adjustments, position relocations, and size adjustments.
DragGAN Functions
- Interactive image editing: DragGAN allows users to control the pose, shape and expression of objects in an image through simple drag-and-drop operations.
- Precise control: Users can set the start point, target point and the area they want to change, and DragGAN will modify the image precisely according to these parameters.
- Motion Supervision and Point Tracking: DragGAN guides the object to move from the start point to the target point through the motion supervision process, while the point tracking process is responsible for locating the exact position after the move, providing orientation and constraint features for the next move.
- High flexibility: DragGAN's editing operations are not limited to specific types of objects; it can be applied to a wide range of categories such as animals, cars, humans, and landscapes.
- High precision: DragGAN can adjust the features of an image very precisely to achieve flawless results.
- Versatility: It is applicable to different types of objects and can meet a variety of different user needs.
- GAN-Based Technique: DragGAN is a technique based on Generative Adversarial Networks (GAN) that utilizes the power of GAN for image generation and editing.
- NEW MOTION-SUPERVISED LOSS FUNCTION AND POINT TRACKING METHOD: DragGAN proposes a new motion-supervised loss function and point tracking method, which makes image editing more flexible and precise.
DragGAN has a wide range of applications, including but not limited to image generation, restoration, super-resolution, style conversion, video generation, and so on.
For example:
- Historical Photo Repair: Repair damage, creases and distortion in old photos, even add color to black and white photos!
- Film and TV Post: You can easily modify and adjust the scenes, props, characters and other elements in the film and TV works through DragGAN.
- E-commerce picture optimization:You can use DragGAN to quickly generate multi-angle effect pictures and model effect pictures of e-commerce products.
- Virtual Fitting: DragGAN can quickly generate virtual portraits of different shapes and dresses by dragging and dropping gestures, realizing the online virtual fitting experience.
- Image editing software: PS and other image editing tools can be integrated with DragGAN technology to provide more intelligent and natural image editing functions.
Official website link:https://vcai.mpi-inf.mpg.de/projects/DragGAN/