Stable Diffusion 3 API Released.

Sebastian Kamph
18 Apr 202408:01

TLDRStability AI has announced the release of Stable Diffusion 3 and Stable Diffusion 3 Turbo via their developer platform API, marking a new era in generative AI. The models are available in partnership with Fireworks AI, touted as the fastest and most reliable API platform. Early access users have reported improved prompt understanding and text generation capabilities. The models are expected to match or exceed the performance of competitors like Dolly 3 and Mid Journey V6 in typography and prompt adherence. Stability AI emphasizes a commitment to safe and responsible practices, with ongoing efforts to prevent misuse. The company is also working on further improvements before the models' open release, with updates anticipated in the coming weeks.

Takeaways

  • 📦 Stable Diffusion 3 and Stable Diffusion 3 Turbo are now available on the Stability AI developer platform API.
  • 🤝 Stability AI has partnered with Fireworks AI, which is considered the fastest and most reliable API platform in the market.
  • 🆕 The release marks a new era in generative AI, offering better prompt understanding and text-to-image generation capabilities.
  • 🎨 The new model has been tested and compared to state-of-the-art systems like Dolly 3 and Midjourney V6, showing equal or better performance in typography and prompt adherence.
  • 📈 The model uses a new multimodal diffusion transform that improves text understanding and spelling capabilities.
  • 🌟 The API allows for more accessible use of Stable Diffusion 3, as it was previously limited to a smaller audience.
  • 📚 The model is being continuously improved and users can expect to see updates in the upcoming weeks before an open release.
  • 🛡️ Stability AI emphasizes safe and responsible practices to prevent misuse of the technology.
  • 🧩 The API is currently the only way to access Stable Diffusion 3, and it is not available for local download.
  • 🌱 The community is expected to play a significant role in further fine-tuning and improving the model through their contributions.
  • 📸 Examples provided demonstrate the model's ability to generate detailed and contextually relevant images from complex prompts.

Q & A

  • What is the significance of the release of Stable Diffusion 3 API?

    -The release of Stable Diffusion 3 API marks a new era in generative AI, making this advanced tool more accessible to a broader audience through the Stability AI developer platform. It signifies a shift from limited availability to widespread use, facilitated by an API that allows for easier integration and application of the technology.

  • How does Stable Diffusion 3 differ from its competitors like Dolly and Midjourney?

    -Stable Diffusion 3, being open source, offers a more professional tool with a wider array of features such as control Nets and face recognition capabilities. It is also noted for its better prompt understanding and adherence to user instructions, which sets it apart from its closed-source competitors.

  • What are the key features of Stable Diffusion 3 that users can expect?

    -Users can expect improved prompt understanding, the ability to generate images from complex text prompts, and enhanced text and image generation capabilities that are equal to or outperform state-of-the-art systems. It also includes better text understanding and spelling capabilities compared to previous versions.

  • Who is the partner Stability AI is working with to deliver the Stable Diffusion 3 models?

    -Stability AI has partnered with Fireworks AI, which is described as the fastest and most reliable API platform in the market, to deliver the Stable Diffusion 3 models.

  • What is the process Stability AI uses to ensure the safety and responsible use of Stable Diffusion 3?

    -Stability AI employs a multi-faceted approach that begins with the training of the model and continues through testing, evaluation, and deployment. They collaborate with researchers, experts, and their community to prevent misuse and to innovate with integrity, ensuring the model is used in a safe and responsible manner.

  • How can users access and use Stable Diffusion 3?

    -Users can access and use Stable Diffusion 3 through the Stability AI developer platform API. It is not available for local download and requires the use of separate tools and platforms for implementation.

  • What does the term 'multimodal diffusion transform' refer to in the context of Stable Diffusion 3?

    -The term 'multimodal diffusion transform' refers to a feature of Stable Diffusion 3 that uses a separate set of weights for images and language representation. This enhances the model's text understanding and spelling capabilities.

  • What kind of improvements can users anticipate in the upcoming weeks following the initial launch of Stable Diffusion 3?

    -Users can anticipate ongoing improvements to the model's performance and capabilities in the upcoming weeks. These enhancements will be made available through updates before the model's open release.

  • How does Stable Diffusion 3 handle complex prompts that include detailed descriptions and specific requests?

    -Stable Diffusion 3 demonstrates the ability to handle complex prompts by generating images that closely match the detailed descriptions and specific requests provided by users. This includes generating images with unique objects, settings, and scenarios as described in the prompts.

  • What is the role of human preference evaluation in assessing the performance of Stable Diffusion 3?

    -Human preference evaluation is a method used to assess the performance of Stable Diffusion 3. It involves generating multiple images and having human evaluators select their preferred outcome, which aids in determining the model's adherence to prompts and its ability to generate preferred images.

  • Can you provide an example of the type of prompts Stable Diffusion 3 can interpret and generate images from?

    -An example of a prompt that Stable Diffusion 3 can interpret is 'Portrait photograph of an anthropomorphic tortoise seated on a New York City subway train.' The model is capable of generating creative and complex images that match the description provided in the prompt.

  • What are some of the aesthetic styles that Stable Diffusion 3 is capable of generating?

    -Stable Diffusion 3 is capable of generating images in various aesthetic styles, including pastel magical realism, vintage photography, and cyberpunk cityscapes. It demonstrates versatility in artistic expression based on the prompts given to it.

Outlines

00:00

🚀 Introduction to Stable Fusion 3's Release and Features

Stability AI has been a prominent player in generative AI, particularly with its open-source approach compared to closed-source competitors. Stable Fusion has been recognized for its professional toolset, including advanced features like control Nets and face manipulation capabilities. The launch of Stable Fusion 3 and its Turbo version on the Stability AI developer platform API, in partnership with Fireworks AI, marks a significant advancement. The new version promises improved prompt understanding and text generation capabilities, as demonstrated through various examples shared on Twitter. The script also discusses the limited availability of Stable Fusion 3 thus far and the upcoming broader access through the API.

05:02

📈 Enhancements and Safety Measures in Stable Fusion 3

The script highlights the improvements in Stable Fusion 3, particularly in text understanding and spelling capabilities, thanks to a new multimodal diffusion transform. It also addresses the model's spelling issues and how users have found workarounds. The presenter shares their own tests with the model, noting the realistic skin textures and the avoidance of overcooked results. A segment on safety emphasizes Stability AI's commitment to responsible practices, including steps to prevent misuse and continuous collaboration with experts and the community. The model is available via API, with ongoing improvements expected before an open release, and the script concludes with anticipation for further enhancements and community contributions.

Mindmap

Keywords

💡Stable Diffusion 3

Stable Diffusion 3 is an advanced generative AI model developed by Stability AI. It represents a significant leap in technology, offering improved prompt understanding and text-to-image generation capabilities. In the video, it is mentioned as a new era for AI, highlighting its professional features and open-source nature, which is beneficial for the community.

💡Open Source

Open source refers to a type of software where the source code is made available to the public, allowing anyone to view, use, modify, and distribute the software. In the context of the video, Stability AI has kept Stable Diffusion open source, which has fostered community innovation and collaboration.

💡API (Application Programming Interface)

An API is a set of protocols and tools that allows different software applications to communicate with each other. In the video, Stability AI has released Stable Diffusion 3 and Stable Diffusion 3 Turbo through their developer platform API, enabling users to access and utilize the AI model's capabilities.

💡Fireworks AI

Fireworks AI is mentioned in the video as the partner platform that Stability AI has teamed up with to deliver the Stable Diffusion 3 models. It is described as the fastest and most reliable API platform in the market, emphasizing the performance and dependability of accessing Stable Diffusion 3.

💡Prompt Understanding

Prompt understanding is the ability of an AI model to interpret and act on the instructions given in a text prompt. The video discusses how Stable Diffusion 3 has enhanced prompt understanding, allowing for more complex and detailed image generation based on textual descriptions.

💡Text-to-Image Generation

Text-to-image generation is the process by which an AI converts textual descriptions into visual images. The video script provides examples of how Stable Diffusion 3 can generate images from prompts, such as 'awesome artwork of a wizard on the top of a mountain' or 'portrait photograph of an anthropomorphic turtle seated on a New York City subway train'.

💡Human Preference Evaluation

Human preference evaluation is a method used to assess the quality of AI-generated content by human judgment. The video mentions that Stable Diffusion 3 has been evaluated based on human preference, which involves generating multiple images and having individuals vote on their preference, thereby ensuring the model's outputs align with human aesthetics.

💡Multimodal Diffusion Transform

Multimodal diffusion transform is a technique used in AI models to handle different types of data, such as images and language. The video explains that Stable Diffusion 3 uses separate sets of weights for images and language representation, which improves text understanding and spelling capabilities.

💡Safety and Responsible Practices

Safety and responsible practices refer to the measures taken by developers to prevent misuse of AI technology. The video emphasizes that Stability AI is committed to safe and responsible use of their models, including steps taken during training, testing, evaluation, and deployment to prevent misuse by bad actors.

💡Community

In the context of the video, the community refers to the group of users, developers, and researchers who contribute to and benefit from the open-source nature of Stable Diffusion. The community is highlighted as a key factor in the ongoing improvement and innovation of the AI model.

💡Improvements and Updates

The video script mentions that Stability AI is continuously working to improve the Stable Diffusion 3 model before its open release. This indicates that users can expect to see updates and enhancements to the model in the future, which will be delivered through the API platform.

Highlights

Stable Diffusion 3 API has been released, marking a new era in generative AI.

Stability AI has been a key player in generative AI and has kept Stable Diffusion open source, benefiting the community.

Stable Diffusion 3 is now available through the Stability AI developer platform API, in partnership with Fireworks AI.

Stable Diffusion 3 offers better prompt understanding and the ability to generate detailed images from text.

Examples on Twitter showcase the model's ability to create complex images based on prompts.

The model is equal to or outperforms state-of-the-art text-image generation systems like Dolly 3 and Mid Journey V6.

Human preference evaluations are used to assess the model's performance, simulating a voting system for image selection.

Stable Diffusion 3 uses a new multimodal diffusion transform, improving text understanding and spelling capabilities.

The model has been improved to address previous spelling issues, enhancing its usability.

Stable Diffusion 3 and Stable Diffusion 3 Turbo are now accessible via API for broader use.

The model is continuously being improved and users can expect to see updates in the coming weeks.

Stability AI is committed to safe and responsible practices, taking steps to prevent misuse of the model.

The company collaborates with researchers, experts, and the community to ensure integrity in innovation.

Stable Diffusion 3 is not available for local download and must be used through APIs and partner platforms.

The initial launch is part of a strategy to improve the model before its open release.

Community fine-tuned models are expected to further enhance the capabilities of Stable Diffusion 3.

The API release is a significant step towards making advanced generative AI tools more widely accessible.