stable-diffusion-3.5-large-turbo
S
Stable Diffusion 3.5 Large Turbo
Overview :
Stable Diffusion 3.5 Large Turbo is a multi-modal diffusion transformer (MMDiT) model for text-to-image generation, employing Adversarial Diffusion Distillation (ADD) technology to enhance image quality, layout, understanding of complex prompts, and resource efficiency, with a particular focus on reducing inference steps. This model excels in image generation, capable of understanding and generating complex text prompts, making it suitable for various image generation scenarios. It is published on the Hugging Face platform under the Stability Community License, allowing for free use by researchers, non-commercial use, and organizations or individuals with annual revenue under $1 million.
Target Users :
The target audience includes artists, designers, researchers, and developers who can utilize this model to generate creative images, engage in artistic creation, explore the potential and limitations of image generation technology, or integrate the model into their applications to provide image generation capabilities.
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Use Cases
Artists use the model to create artworks with specific styles and themes based on text prompts.
Educators utilize the model in classrooms to demonstrate how to generate images from text descriptions, enhancing students' understanding of artificial intelligence.
Researchers employ the model for studies on image generation technology, exploring its applications in art creation, design, and entertainment.
Features
Generate high-quality images from text prompts.
Utilize Adversarial Diffusion Distillation (ADD) technology for rapid generation.
Employ QK normalization techniques to improve training stability.
Support conditional generation to create images in specific styles based on text prompts.
Provide a quantized model to reduce VRAM usage for low VRAM GPUs.
Support multi-step inference, allowing users to customize the number of steps to balance generation speed and image quality.
Open-source license permitting research and commercial use, subject to specific licensing agreements.
How to Use
1. Visit the Hugging Face platform and navigate to the stabilityai/stable-diffusion-3.5-large-turbo model page.
2. Agree to the terms of use and accept the license agreement.
3. Install necessary libraries like diffusers and torch for local or cloud-based usage of the model.
4. Use the provided API or programmatically call the model, inputting text prompts and setting inference parameters.
5. The model will generate images based on the input text prompts, which can be viewed at the specified output path.
6. Adjust the number of inference steps and guidance ratio as needed to achieve optimal image quality and generation speed.
7. Adhere to Stability AI's usage policy to ensure that the model's application complies with ethical and legal standards.
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