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Stable Diffusion
Latent diffusion models (LDMs) are a type of image generation technique that work by iteratively "de-noising" data in a latent representation space, and then decoding the representation into a full image. This is in contrast to other popular image synthesis methods such as generative adversarial networks (GANs) and the auto-regressive technique used by DALL-E. The Stable Diffusion model is created by a collaboration between engineers and researchers from CompVis, Stability AI, and LAION and released under a Creative ML OpenRAIL-M license, wich means that it can be used for commercial and non-commercial purposes. The release of this file is the culmination of many hours of collective effort to compress the visual information of humanity into a few gigabytes. Furthermore, the model also supports image-to-image style transfer, as well as upscaling and generating an images from a simple sketch. Included is also an AI-based Safty Classifier, which understands concepts and other factors in generations to remove outputs that may not be desired by the model user.
General | |
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Relese date | August 22, 2022 |
Research Paper | https://ommer-lab.com/research/latent-diffusion-models/ |
Type | Deep learning text to image model |
Stable diffusion Tutorials
- Stable Diffusion tutorial: Stable Diffusion Image Variations using lambda diffusers
- Stable Diffusion prompt tutorial: Basics of prompt engineering for Stable Diffusion
- Stable Diffusion Inpainting tutorial: Prompt Inpainting with Stable Diffusion
- Stable Diffusion tutorial: How to make videos with Stable Diffusion? - Interpolation
- Stable Diffusion and OpenAI Whisper prompt tutorial: Generating pictures based on speech - Whisper & Stable Diffusion
๐ Discover more Stable Diffusion Tutorials on lablab.ai
Knowledge Base
Find out how it is working!
- Research Paper The Stable Diffusion paper describes the model and its training process in detail.
- Stable Diffusion Demo You can play around with Stable Diffusion on Hugging Face
- GitHub Repository Visit the Stable Diffusion v2 repository on GitHub
- dreamstudio Online stable diffusion interface with a lot of optional configurations
Models
There are plenty of Stable Diffusion models, which are taiolred to deliver various art styles, animation styles and more. We encourage you to experiment with many of them and choose the one which you like the most. Here are some of the finest ones:
Boilerplates
Get started with technology!
- Stable Diffusion Colab A Colab notebook that shows how to use Stable Diffusion with GPU!
- Stable Diffusion & Whisper Colab A Colab notebook that shows how to use Stable Diffusion with Whisper!
- Stable Diffusion Interpolation V2.2 A Colab notebook about Stable Diffusion Interpolation!
Stable Diffusion AI technology page Hackathon projects
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