StyleGAN3

NVIDIA’s third-generation generative adversarial network eliminates aliasing to achieve pixel-perfect transformation and rotation invariance.

StyleGAN3 solves the 'texture sticking' problem found in previous iterations by redesigning the synthesis network to be fully equivariant. By suppressing high-frequency signals and using specialized filters, the model ensures that features like hair and skin pores move realistically with the underlying geometry. This architecture, developed by NVIDIA researchers Karras et al., provides a superior foundation for high-fidelity video synthesis and interactive 3D modeling (rendering at 1024x1024 resolution).

https://github.com/NVlabs/stylegan3