How to Fine-Tune Stable Diffusion for Pixel Art (LoRA Guide)

pookie · Beginner ·🎨 Image & Video AI ·5mo ago
Do you want to learn how to train an AI to generate pixel art? In this tutorial I will show you everything you need to fine-tune a stable diffusion model to generate video game sprites. This guide shows my complete journey training diffusion models. I'll break down how diffusion models actually work, explain concepts like the U-Net, VAE, and why training with a LoRA is so effective. I teach you how you should create a dataset and label the items. Finally, I'll show you the lessons learned from my 31 training runs—the failures, the horrors, and the final breakthrough that let me generate sprite…
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Chapters (11)

Why Create AI Pixel Art?
1:02 Image Generation Culture Shock
1:52 How To Create a Dataset?
3:26 How Does Diffusion Work?
4:10 Diffusion Model Architecture
5:07 Nvidia Compute Secured
5:35 kohya_ss vs diffusers
5:55 Creating Training Scripts
6:30 Best Training Practices
7:35 Best Model Showcase
8:35 Reflection on Journey
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