stable-diffusion-survey
A curated link collection of Stable Diffusion paper explanations, covering foundational models to applied techniques for image and video generation.
11 articles
Explore the inner workings of Stable Diffusion, from basic diffusion concepts to Latent Diffusion Models (LDM) and the theoretical process.
Stable Audio Open is now free for local use. This guide explains how to set up and run the official demo in your own environment.
Install and configure ComfyUI using StabilityMatrix. We cover model management, installation steps, and shared user impressions.
Dive into the Stable Diffusion 3 (SD3) research paper. Learn about the shift to MM-DiT architecture, new text encoders, and improvements in txt2img performance.
Learn how LoRA adds small layers to large models to achieve high performance while reducing computational costs. A brief introduction to the method.
ControlNet enhances Stable Diffusion by enabling precise control over character postures. An introduction to its basic concepts for AI beginners.
Control Stable Diffusion outputs through language vectors. We explain the mechanism for beginners and compare it with LoRA for better image control.
IPAdapter adds image prompt functionality to Stable Diffusion. We explain its architecture, benefits, and impressive evaluation results.
AnimateDiff enables video generation in SD models. We explain Domain Adapters, Motion Modules, and the mechanism for high-quality animation.
RIFE uses deep learning to improve video frame rates. This article provides a brief overview of the technology and its underlying architecture.
Stream Diffusion enables high-quality real-time generation. We briefly explain the technology behind this high-speed diffusion model.
