StyleGAN3 Clearly Explained!

Paper Explained: StyleGAN3 — Alias-Free Generative Adversarial Networks

Beaches images generated by StyleGAN3-T

The StyleGAN3 paper is pretty hard to understand. In this article, I tried my best to reorganize it and explain it step by step.

Hope you understand it better after reading this.

If you want to know the difference and evolution of StyleGAN, StyleGAN2, StyleGAN2-ADA, and StyleGAN3, you can read the following article.

StyleGAN vs StyleGAN2 vs StyleGAN2-ADA vs StyleGAN3

Table of Contents

• Introduction
• Texture Sticking Problem
• Reason: Positional References
• Goal
• Discrete vs Continuous Domain
• Redesigning Network Layers
• Changes
• Results
• References

Introduction

The purpose of StyleGAN3 is to tackle the “texture sticking” issue that happened in the morphing transition (e.g…