Stability AI 发布 Stable Diffusion 3 文生图模型研究论文
Stability AI 今日发布了 Stable Diffusion 3 的研究论文，深入阐述了该文生图模型的底层技术。
Stable Diffusion 3在排版和提示遵守方面优于最先进的文本到图像生成系统，例如 DALL·E 3、Midjourney v6 和 Ideogram v1。该模型采用新的多模态扩散 Transformer（MMDiT）架构，使用独立的权重集进行图像和语言表示，与之前版本相比，提高了文本理解和拼写能力。
研究论文指出，Stable Diffusion 3 的关键创新之一是其 MMDiT 架构。该架构将图像和语言表示解耦，允许模型更有效地学习文本和图像之间的关系。这导致了更好的排版和提示遵守，因为模型能够更准确地理解文本提示并将其转化为图像。
此外，Stable Diffusion 3 还采用了新的训练数据集，该数据集包含更多样化的图像和文本对。这使得模型能够生成更广泛的图像，包括更复杂的对象和场景。
研究论文的作者表示，Stable Diffusion 3 是文本到图像生成领域的一项重大进步。该模型的增强功能使其成为各种创意和实用应用的强大工具，例如图像编辑、艺术创作和产品设计。
Stability AI 是一家专注于人工智能研究和开发的公司。该公司于 2020 年成立，总部位于英国伦敦。Stable Diffusion 是 Stability AI 开发的开源文生图模型，自发布以来已广泛用于图像生成、编辑和增强。
英语如下：
**Headline: Stable Diffusion 3 Makes Strides in Textual Understanding and Spelling**
**Keywords:** Generative text-to-image model, textual understanding, spelling capabilities
**Body:**
Stability AI has released a research paper detailingthe underlying technology behind its Stable Diffusion 3 generative text-to-image model.
Stable Diffusion 3 outperforms state-of-the-art text-to-image generation systems, such as DALL-E 3, Midjourney v6, and Ideogram v1, in terms of layout andprompt adherence. The model employs a novel Multi-Modal Diffusion Transformer (MMDiT) architecture that uses separate sets of weights for image and language representations, leading to improved textual understanding and spelling capabilities compared to previous versions.
One of the key innovations in Stable Diffusion 3, as outlined in the research paper, is its MMDiT architecture. This architecture decouples image and language representations, allowing the model to learn the relationship between text and images more effectively. This results in better layout and prompt adherence, as the model is able to more accurately understand the text prompt and translate it into an image.
Additionally, Stable Diffusion3 has been trained on a new dataset that includes a more diverse set of image-text pairs. This has enabled the model to generate a wider range of images, including more complex objects and scenes.
The authors of the research paper state that Stable Diffusion 3 represents a significant advancement in the field of text-to-image generation. The model’s enhanced capabilities make it a powerful tool for a variety of creative and practical applications, such as image editing, art creation, and product design.
Stability AI is a company focused on artificial intelligence research and development. Founded in 2020, the company is headquartered in London, United Kingdom. Stable Diffusion is an open-source generative text-to-image model developed by Stability AI that has been widely used for image generation, editing, and enhancement since its release.
【来源】https://stability.ai/news/stable-diffusion-3-research-paper
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