Stable Diffusion: Latent Diffusion Models for Accessible Text-to-Image Generation
Back to Writing

Stable Diffusion: Latent Diffusion Models for Accessible Text-to-Image Generation

Michael Brenndoerfer•November 2, 2025•12 min read•2,908 words•Interactive

A comprehensive guide to Stable Diffusion (2022), the revolutionary latent diffusion model that democratized text-to-image generation. Learn how VAE compression, latent space diffusion, and open-source release made high-quality AI image synthesis accessible on consumer GPUs, transforming creative workflows and establishing new paradigms for AI democratization.

History of Language AI Cover
Part of History of Language AI

This article is part of the free-to-read History of Language AI book

View full handbook
Reading Level

Choose your expertise level to adjust how many terms are explained. Beginners see more tooltips, experts see fewer to maintain reading flow. Hover over underlined terms for instant definitions.

Loading component...
Loading component...

Reference

BIBTEXAcademic
@misc{stablediffusionlatentdiffusionmodelsforaccessibletexttoimagegeneration, author = {Michael Brenndoerfer}, title = {Stable Diffusion: Latent Diffusion Models for Accessible Text-to-Image Generation}, year = {2025}, url = {https://mbrenndoerfer.com/writing/stable-diffusion-latent-diffusion-text-to-image-generation}, organization = {mbrenndoerfer.com}, note = {Accessed: 2025-11-02} }
APAAcademic
Michael Brenndoerfer (2025). Stable Diffusion: Latent Diffusion Models for Accessible Text-to-Image Generation. Retrieved from https://mbrenndoerfer.com/writing/stable-diffusion-latent-diffusion-text-to-image-generation
MLAAcademic
Michael Brenndoerfer. "Stable Diffusion: Latent Diffusion Models for Accessible Text-to-Image Generation." 2025. Web. 11/2/2025. <https://mbrenndoerfer.com/writing/stable-diffusion-latent-diffusion-text-to-image-generation>.
CHICAGOAcademic
Michael Brenndoerfer. "Stable Diffusion: Latent Diffusion Models for Accessible Text-to-Image Generation." Accessed 11/2/2025. https://mbrenndoerfer.com/writing/stable-diffusion-latent-diffusion-text-to-image-generation.
HARVARDAcademic
Michael Brenndoerfer (2025) 'Stable Diffusion: Latent Diffusion Models for Accessible Text-to-Image Generation'. Available at: https://mbrenndoerfer.com/writing/stable-diffusion-latent-diffusion-text-to-image-generation (Accessed: 11/2/2025).
SimpleBasic
Michael Brenndoerfer (2025). Stable Diffusion: Latent Diffusion Models for Accessible Text-to-Image Generation. https://mbrenndoerfer.com/writing/stable-diffusion-latent-diffusion-text-to-image-generation
Michael Brenndoerfer

About the author: Michael Brenndoerfer

All opinions expressed here are my own and do not reflect the views of my employer.

Michael currently works as an Associate Director of Data Science at EQT Partners in Singapore, where he drives AI and data initiatives across private capital investments.

With over a decade of experience spanning private equity, management consulting, and software engineering, he specializes in building and scaling analytics capabilities from the ground up. He has published research in leading AI conferences and holds expertise in machine learning, natural language processing, and value creation through data.

Stay updated

Get notified when I publish new articles on data and AI, private equity, technology, and more.