Enhanced Stable Diffusion 3 text-to-image model with improved text quality, efficiency and understanding
Stable Diffusion 3 is an advanced text-to-image generation model that utilizes a Multimodal Diffusion Transformer (MMDiT) architecture to produce high-quality images from textual descriptions.
Stable Diffusion 3 is designed for various applications, including:
The model supports multiple languages for text input, leveraging its advanced text understanding capabilities.
Stable Diffusion 3 employs a Multimodal Diffusion Transformer (MMDiT) architecture, which combines a diffusion transformer with flow matching techniques. The model uses separate sets of weights for image and language representations, enabling improved text understanding and image generation.
While specific details about the training data are not provided, Stable Diffusion models are typically trained on large datasets of image-text pairs. The model likely uses a subset of the LAION-5B database, similar to previous versions.
The exact size of the training data is not specified, but it is expected to be substantial, given the model's performance and capabilities.
The knowledge cutoff date for Stable Diffusion 3 is not explicitly stated, but it is likely to be recent, considering its release date of February 22, 2024.
Stability AI emphasizes responsible AI practices and has implemented safeguards to prevent misuse. However, specific details about diversity and bias in the training data are not provided.
Stable Diffusion 3 demonstrates superior performance compared to state-of-the-art text-to-image generation systems such as DALL·E 3, Midjourney v6, and Ideogram v1. Human preference evaluations show advancements in typography and prompt adherence.
Stability AI emphasizes safe and responsible AI practices. They have implemented safeguards throughout the development process and continue to collaborate with researchers and experts to improve the model's safety and integrity.
Stable Diffusion 3 is released under the Stability Community License. It's free for research, non-commercial, and commercial use for organizations or individuals with less than $1M annual revenue. For companies above this threshold, an Enterprise license is required