Stable Diffusion 3 HANDS ON! How Good Is It Really?

All Your Tech AI
18 Apr 202408:51

TLDRStability AI has recently launched Stable Diffusion 3 and Stable Diffusion 3 Turbo, which are available exclusively via API through a partnership with Fireworks AI. The company has committed to making model weights available for self-hosting to members soon. Despite the high API pricing, with credits costing about $10 per thousand, the author managed to set up Stable Diffusion 3 beta on Pixel Dojo within three hours. The script discusses the quality and prompt adherence of the generated images, comparing them to those on the website and noting that the results were generally in line with the expectations set by the company's examples. The author also experimented with text coherence in images, which has historically been a challenge for AI generators. The summary concludes that Stable Diffusion 3 largely meets the hype, with good prompt adherence and image quality, suggesting that negative prompts may not be as necessary as in previous versions.

Takeaways

  • 🚀 Stable Diffusion 3 and Stable Diffusion 3 Turbo have been released by Stability AI, but are only available via API.
  • 🤝 Stability AI has partnered with Fireworks AI, an API platform for hosting and providing fast access to models like Stable Diffusion.
  • 📚 Model weights for self-hosting will be made available to Stability AI members in the near future, adhering to their commitment to open generative AI.
  • 💻 The user managed to set up Stable Diffusion 3 beta on Pixel Dojo within 3 hours, allowing image generation with provided prompts.
  • 💰 The API pricing is relatively high, costing about $10 per thousand credits, with Stable Diffusion 3 costing 6 to 12 credits per image generated.
  • 📈 Stable Diffusion 3 is approximately 32 times more expensive to use for image generation compared to Stable Diffusion XL 1.0.
  • 📱 Users with a Pro Plan can start generating images immediately with unlimited usage of Pixel Dojo starting at $9.95 per month.
  • 🖼️ The quality of images generated by Stable Diffusion 3 is tested against prompts from press releases to ensure they are not cherry-picked.
  • 📝 Text coherence in generated images has been a challenge for AI, but Stable Diffusion 3 shows improvement, although not perfect.
  • 🔍 The Turbo model is faster but produces lower quality images compared to the standard model, with a more cartoonish and lower resolution output.
  • 🎨 Adherence to complex prompts with multiple elements, such as a kangaroo with specific attributes, is generally good, indicating a high level of prompt adherence.
  • 📉 While the Turbo model is quicker, it may not always capture the nuances of the prompt as effectively as the standard model, especially concerning text in images.
  • 🌟 Overall, Stable Diffusion 3 largely meets the expectations set by the company, with most generated images closely resembling those displayed on their website.

Q & A

  • What is the name of the latest model released by Stability AI?

    -The latest model released by Stability AI is called Stable Diffusion 3.

  • How can users access Stable Diffusion 3 and its Turbo version?

    -Users can access Stable Diffusion 3 and its Turbo version via API, through a partnership with Fireworks AI, which provides hosting and fast stable access.

  • What does Stability AI plan to do with the model weights in the future?

    -Stability AI plans to make the model weights available for self-hosting with a Stability AI membership in the near future.

  • How quickly was Stable Diffusion 3 beta set up on Pixel Doo after its release?

    -Stable Diffusion 3 beta was set up on Pixel Doo within 3 hours after its release.

  • What is the pricing structure for the API used to generate images with Stable Diffusion 3?

    -The pricing for the API is about $10 per thousand credits. Generating an image with Stable Diffusion 3 costs 6 to 12 credits per image, making it approximately 32 times more expensive than generating an image with Stable Diffusion XL 1.0.

  • What is the starting price for the Pro Plan on Pixel Doo that allows unlimited image generation?

    -The starting price for the Pro Plan on Pixel Doo, which allows unlimited image generation, is $9.95 per month.

  • How does the quality of images generated by Stable Diffusion 3 compare to those displayed on Stability AI's website?

    -The quality of images generated by Stable Diffusion 3 is quite close to those displayed on Stability AI's website, suggesting that the images on the site are not heavily cherry-picked.

  • What is one of the challenges that most AI generators have faced when generating images with text?

    -One of the challenges that most AI generators have faced is maintaining text coherence and ensuring that the text in the generated images is accurate and legible.

  • How did Stable Diffusion 3 perform when generating an image with a complex text prompt?

    -Stable Diffusion 3 had some difficulty with text coherence in the initial attempts but eventually produced an image with the correct text, demonstrating its ability to handle complex text prompts.

  • What is the difference between the standard and Turbo models of Stable Diffusion 3 in terms of image quality?

    -The standard model of Stable Diffusion 3 produces higher quality images with more detail, while the Turbo model generates images more quickly but with lower resolution and a more cartoonish appearance.

  • What feature of Stable Diffusion 3 was praised for its performance in the video script?

    -The prompt adherence of Stable Diffusion 3 was praised for its performance, as it generated images that closely matched the prompts without the need for negative prompts.

  • How can users provide feedback or suggestions for future improvements to Stable Diffusion 3?

    -Users can provide feedback or suggestions by leaving comments on the Pixel Doo platform, where the host will be adding more features and improvements over time.

Outlines

00:00

🚀 Introduction to Stable Diffusion 3 and Turbo Models

Stability AI has launched Stable Diffusion 3 and its Turbo variant, accessible exclusively through an API provided by Fireworks AI. The company has promised to release model weights for self-hosting to members soon. The video creator managed to set up Stable Diffusion 3 beta on Pixel Dojo within three hours, allowing users to generate images with prompts and select between the two models. However, the API pricing is relatively high, with costs around 32 times more expensive per image compared to Stable Diffusion XL 1.0. Despite this, the creator purchased credits and highlighted the Pro Plan for unlimited usage. The video also addresses the quality of images generated by the model, comparing them to those on the company's website to check for cherry-picking.

05:02

🎨 Testing Image Generation with Various Prompts

The video creator tests the image generation capabilities of Stable Diffusion 3 and its Turbo model using various prompts from press releases. The results are compared to the images displayed on the company's website to evaluate the adherence to the prompts and the quality of the generated images. The creator found that Stable Diffusion 3 generally produced high-quality images that were not significantly cherry-picked. The Turbo model was faster but resulted in lower quality and resolution images. The text coherence in images with text was a challenge, with mixed results. However, the standard model performed well in adhering to prompts, and the creator suggests that negative prompts might not be necessary with the improved prompt adherence in Stable Diffusion 3. The video concludes with an invitation to check out the models on Pixel Dojo with a Pro membership, which includes unlimited generations and access to other features.

Mindmap

Keywords

💡Stable Diffusion 3

Stable Diffusion 3 is an advanced AI model developed by Stability AI for generating images from textual descriptions. It represents an evolution from previous versions, offering improved capabilities. In the video, it is highlighted for its ability to generate images that closely match the prompts given to it, showcasing its effectiveness in adhering to detailed descriptions.

💡API

API stands for Application Programming Interface, which is a set of rules and protocols that allows different software applications to communicate with each other. In the context of the video, Stable Diffusion 3 is made available via an API, which means users can access its image-generating capabilities by sending requests to the API provided by Fireworks AI.

💡Fireworks AI

Fireworks AI is mentioned as the API platform that partners with Stability AI to offer hosting and fast, stable access to AI models like Stable Diffusion 3. It plays a crucial role in providing a scalable and reliable way for users to interact with the AI model.

💡Model Weights

Model weights refer to the parameters of a machine learning model that have been learned from training data. The video mentions that Stability AI plans to make the model weights of Stable Diffusion 3 available for self-hosting to members, which implies that users with the appropriate membership can run the model independently on their own servers.

💡Pixel Doo

Pixel Doo is the platform where the user in the video has set up Stable Diffusion 3 for testing and demonstration. It serves as an interface for generating images using the AI model, allowing the user to input prompts and receive generated images in response.

💡Prompt

A prompt is a textual description or a request given to an AI model to generate a specific output, in this case, an image. The video discusses how the AI responds to various prompts, emphasizing the model's ability to understand and generate images that match the given descriptions closely.

💡Negative Prompt

A negative prompt is an additional input provided to an AI model to specify what should be avoided or not included in the generated image. The video mentions the option to use negative prompts, suggesting a way to refine the image generation process by guiding the AI to omit certain elements.

💡Credits

In the context of the video, credits refer to the virtual currency used to pay for the usage of the Stable Diffusion 3 API. The cost is mentioned as approximately $10 per thousand credits, with each image generation costing a certain number of credits.

💡Pro Plan

The Pro Plan is a paid subscription plan mentioned in the video that offers unlimited usage of Pixel Doo's features, including the generation of images using Stable Diffusion 3. It is positioned as a cost-effective way for users to access the image-generating capabilities of the AI model.

💡Text Coherence

Text coherence refers to the ability of the AI model to understand and generate text within images in a way that makes sense and follows the context of the prompt. The video discusses the challenges AI generators have faced with text in images and shows examples where Stable Diffusion 3 performs well in maintaining text coherence.

💡Cherry-Picking

Cherry-picking is the practice of selecting only the best or most favorable outcomes to present, often to make a product or service appear more effective than it may be in general use. The video addresses concerns about cherry-picking by testing the AI model with various prompts to see if the results are consistently as good as the images displayed on the company's website.

Highlights

Stability AI has released Stable Diffusion 3 and Stable Diffusion 3 Turbo, available only via API.

Partnership with Fireworks AI for hosting and fast access to the models.

Model weights will be made available for self-hosting with a Stability AI membership soon.

Stable Diffusion 3 Beta was set up on Pixel Doo within 3 hours.

Users can generate images with a prompt, optionally a negative prompt, and choose between two models.

High API pricing at about $10 per thousand credits.

Stable Diffusion 3 costs 6 to 12 credits per image, making it 32 times more expensive than Stable Diffusion XL 1.0.

A Pro Plan starting at $9.95 per month offers unlimited usage of Pixel Dojo.

The quality of images generated by Stable Diffusion 3 is comparable to those displayed on the website.

Prompt adherence for Stable Diffusion 3 is notably good, reducing the need for negative prompts.

Text coherence in images generated by Stable Diffusion 3 is generally good, although not perfect.

Stable Diffusion 3 Turbo model generates images quickly but with lower quality and resolution.

The standard model of Stable Diffusion 3 performs better with complex prompts that include text.

Stable Diffusion 3 handles complex and whimsical prompts with a high degree of accuracy.

Pixel Doo offers a Pro membership for $9.95 a month, including unlimited generations and access to various models.

Stable Diffusion 3 mostly lives up to the hype, with good prompt adherence and image quality.

Users are encouraged to experiment with prompts and provide feedback on Stable Diffusion 3.

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