DraGAN
Drag Your GAN (DraGAN) is an AI tool designed to enhance the control and flexibility of generative adversarial networks (GANs) in synthesizing visual content. By enabling users to manipulate the pose, shape, expression, and layout of generated objects through interactive point-based manipulation, DraGAN offers increased precision and generality.
The tool incorporates feature-based motion supervision, which guides handle points to desired positions, and a novel point tracking approach that utilizes GAN features to localize handle points. This unique process allows for precise image deformation across various categories, including animals, humans, cars, and landscapes. Even in challenging scenarios such as hallucinating occluded content and deforming shapes while maintaining object rigidity, DraGAN produces realistic outputs.
Compared to previous methods, DraGAN demonstrates superior performance in image manipulation and point tracking. Moreover, the tool enables the manipulation of real images through GAN inversion. This impressive capability showcases the potential of GANs in synthesizing visual content to cater to diverse needs.
With its purpose of interactive point-based manipulation, DraGAN empowers users to exert control over pixels with precision and flexibility. This tool’s contribution to enhancing image manipulation makes it a valuable addition to the AI landscape, highlighting the capabilities of GANs in meeting various requirements.
