ULTRA SHARP Upscale Stable Diffusion Automatic1111, Google Colab included

In this tutorial, I ll guide you through the process of upscaling images using advanced AIdriven methods. We ll explore two primary upscaling approaches and their implications. First, we ll delve into mathematical algorithms that predict missing pixels based on neighboring pixels, providing slight improvements in image clarity. However, these methods lack awareness of object details. Next, we ll explore the generative AI approach, which uses models like Stable Diffusion to fantasize about missing information and create stunning highresolution images. I ll walk you through running these techniques in Google Colab Notebook with Controlnet in Automatic1111, discussing pitfalls, optimal settings, and how to adapt these techniques to your specific images. Whether you re looking to enhance image quality, preserve intricate details, or achieve incredible resolution, this guide has you covered. Timestamps: 0:00 Intro 0:28 Types of upsc