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

All Your Tech AI
18 Apr 202408:51

TLDRStability AI has launched Stable Diffusion 3 and its Turbo version, accessible only via API through a partnership with Fireworks AI. Despite the high API pricing, the video demonstrates quick image generation with Stable Diffusion 3 Beta on Pixel Dojo. The model's image quality and prompt adherence are tested with various prompts, revealing that while text generation remains a challenge, the overall performance of Stable Diffusion 3 lives up to expectations, with images closely matching those displayed on the website.

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 that provides hosting and fast access to models like Stable Diffusion.
  • 📚 They plan to make the model weights available for self-hosting with a Stability AI membership in the near future.
  • 💻 The video creator managed to set up Stable Diffusion 3 beta on Pixel Doo within 3 hours of the release.
  • 💰 The API pricing is high, with credits costing about $10 per thousand, making image generation significantly more expensive than Stable Diffusion XL 1.0.
  • 📈 A Pro Plan is available, starting at $9.95 per month for unlimited usage of Pixel Doo, including image generation.
  • 🎨 The quality of images generated by Stable Diffusion 3 is generally high and not too far off from the examples displayed on the website.
  • 📝 The model struggles with text coherence in images, as evidenced by multiple attempts to generate a cardboard box with specific text.
  • 🔍 Prompt adherence is strong in Stable Diffusion 3, with generated images closely matching the prompts provided.
  • 🔄 The Turbo model is faster but sacrifices some quality, as seen in the comparison with the standard model for certain prompts.
  • 👍 Overall, Stable Diffusion 3 lives up to the hype, with good prompt adherence and image quality, though text in images remains a challenge.

Q & A

  • What is Stable Diffusion 3 and how is it related to the release by Stability AI?

    -Stable Diffusion 3 is an AI model released by Stability AI, which is designed for image generation. It is available, along with its Turbo version, exclusively via an API provided in partnership with Fireworks AI, an API platform that offers hosting and fast access to AI models.

  • What is the significance of the API platform Fireworks AI in the context of Stable Diffusion 3?

    -Fireworks AI is an API platform that provides the infrastructure for hosting and accessing Stable Diffusion 3. It ensures fast and stable access to the AI model for image generation tasks.

  • How can one access and use Stable Diffusion 3 for image generation?

    -To use Stable Diffusion 3, one needs to access it via the API provided by Fireworks AI. Users can generate images by providing prompts and optionally negative prompts, choosing between Stable Diffusion 3 and its Turbo version.

  • What is the pricing structure for using the Stable Diffusion 3 API?

    -The API operates on a credit-based system where users must purchase credits. It costs about $10 per thousand credits, with Stable Diffusion 3 requiring 6 to 12 credits per image generated, making it approximately 32 times more expensive than Stable Diffusion XL 1.0.

  • What is the difference between Stable Diffusion 3 and Stable Diffusion 3 Turbo in terms of image generation cost?

    -Stable Diffusion 3 is more expensive to use than its Turbo version. The standard model costs 6 to 12 credits per image, whereas the Turbo model is presumably less costly, although the exact credit requirement is not specified in the transcript.

  • What is the Pixel Dojo and how does it relate to Stable Diffusion 3?

    -Pixel Dojo is a platform where the user of the script was able to set up Stable Diffusion 3 Beta within 3 hours. It allows users with a Pro Plan, starting at $9.95 a month, to generate images using the AI model without any limitations.

  • 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 appears to be consistent with the examples displayed on Stability AI's website. The script's author tested various prompts and found that the images generated were not overly cherry-picked and matched the quality shown online.

  • What challenges does Stable Diffusion 3 face when generating images with text?

    -Generating images with coherent text has been a challenge for AI image generators. The script's author found that while Stable Diffusion 3 had some difficulty with text coherence, it generally performed well, although not perfectly, in rendering text as part of the generated images.

  • What is the significance of prompt adherence in the context of AI-generated images?

    -Prompt adherence refers to the AI model's ability to accurately interpret and incorporate the elements of a given prompt into the generated image. It is significant because it measures how well the AI understands and executes the user's request, leading to more relevant and accurate image generation.

  • How does the script's author suggest improving the results of image generation with Stable Diffusion 3?

    -The author suggests experimenting with negative prompts to potentially improve the results of image generation. Negative prompts can help guide the AI model to avoid certain elements or styles that the user does not want in the generated image.

  • What additional features or models are available on Pixel Dojo besides Stable Diffusion 3?

    -Pixel Dojo offers not only Stable Diffusion 3 but also other stable diffusion models and a creative upscaler. The platform is expected to add more features over time, enhancing its capabilities for image generation.

Outlines

00:00

🚀 Stable Diffusion 3 and Turbo Release with API Availability

Stability AI has launched Stable Diffusion 3 and its Turbo variant, but with a catch—they are only accessible via API. They've partnered with Fireworks AI for hosting and fast access. The model weights will be available for self-hosting with a Stability AI membership soon. The API pricing is high, with $10 per thousand credits, making Stable Diffusion 3 32 times more expensive to use than its predecessor, Stable Diffusion XL 1.0. Despite the cost, the video creator managed to set up Stable Diffusion 3 beta on Pixel Dojo within 3 hours, allowing users to generate images with a prompt and choose between the two models. The creator also purchased credits and has a Pro Plan for unlimited usage. The video will demonstrate the image quality by running various prompts without cherry-picking the results.

05:02

🖼️ Testing Image Quality and Prompt Adherence of Stable Diffusion 3

The video script discusses the testing of Stable Diffusion 3's image generation capabilities, focusing on prompt adherence and the quality of images produced without cherry-picking. The creator tests various prompts, including complex scenarios with text, to evaluate the model's performance. The results show that Stable Diffusion 3 generally produces high-quality images that closely match the prompts, with some minor text coherence issues. The Turbo model is faster but sometimes sacrifices quality. The video also tests prompts with multiple elements to assess the model's ability to generate coherent images. Overall, Stable Diffusion 3 lives up to its hype, providing good prompt adherence and image quality, with the suggestion that negative prompts may not be as necessary as in previous versions due to the improved performance.

Mindmap

Keywords

💡Stable Diffusion 3

Stable Diffusion 3 is an advanced AI model for image generation, developed by Stability AI. It is a significant update to the previous versions, offering improved capabilities in creating images from textual prompts. In the video, the host discusses the release of this model and its availability through an API, highlighting its partnership with an API platform for hosting and access.

💡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, the host mentions that Stable Diffusion 3 is available via an API, meaning that users can access the model's functionalities through a programming interface provided by the platform.

💡Pixel Doo

Pixel Doo appears to be a platform or tool mentioned in the script where the host was able to set up Stable Diffusion 3 Beta within a short time. It seems to be a user interface that allows for the generation of images using the Stable Diffusion model, with the host demonstrating its capabilities through various prompts.

💡Prompt

In the context of AI image generation, a prompt is a textual description or command that guides the AI to create a specific image. The script discusses how users can input prompts into Pixel Doo to generate images with Stable Diffusion 3, and it also mentions the option to provide a negative prompt to refine the image generation process.

💡Negative Prompt

A negative prompt is a type of input in AI image generation that specifies what should be excluded or avoided in the generated image. The script mentions this feature, suggesting that it can be used to further customize the image generation process by telling the AI what not to include in the image.

💡Credits

In the video, credits refer to a form of virtual currency within the API platform that users must purchase to use the Stable Diffusion 3 model. The cost is mentioned as being relatively high, with the host noting the price per thousand credits and how many credits are required to generate an image.

💡Pro Plan

The Pro Plan mentioned in the script is a subscription plan that offers unlimited usage of Pixel Doo's features, including the Stable Diffusion models. The host explains that this plan starts at a certain price per month and is necessary for users who want to generate images without worrying about credit limitations.

💡Cherry Picking

Cherry picking in this context refers to the practice of selectively choosing the best examples to display, often to make a product or service look better than it might be in reality. The host discusses this concept in relation to the images generated by Stable Diffusion 3, questioning whether the images on the website are cherry-picked to show the best results.

💡Text Coherence

Text coherence is the ability of the AI to understand and incorporate text within an image in a meaningful way. The script describes the host's testing of this feature with Stable Diffusion 3, noting that while there were some inconsistencies, the model generally performed well in creating images with coherent text.

💡Turbo Model

The Turbo Model is a version of Stable Diffusion 3 that is mentioned as being faster but potentially lower in quality compared to the standard model. The host compares the results from the Turbo Model with those from the standard model, noting differences in speed and image resolution.

💡Prompt Adherence

Prompt adherence refers to how well the AI follows the instructions given in the prompt to generate an image. The script discusses the host's observations on the model's adherence to the prompts, noting that it performed well in creating images that matched the descriptions provided.

Highlights

Stable Diffusion 3 and Stable Diffusion 3 Turbo have been released by Stability AI but are only available via API.

Partnership with Fireworks AI for hosting and fast access to models like Stable Diffusion.

Commitment to open generative AI with plans to release model weights for self-hosting to Stability AI members.

Stable Diffusion 3 beta was set up on Pixel Doo within 3 hours of release.

API pricing is high, with $10 per thousand credits and image generation costs significantly more than Stable Diffusion XL 1.0.

Pixel Doo Pro Plan starts at $9.95 a month for unlimited image generation.

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

Prompt adherence in image generation is notably good, reducing the need for negative prompts.

Text coherence in images is a challenge, with some examples not perfectly aligning with the prompt.

Stable Diffusion 3 Turbo model is faster but sometimes sacrifices quality for speed.

Examples of generated images include a tortoise on a subway, a man with a retro TV head, and a cardboard box with text.

The model's ability to generate complex scenes, such as an entire universe in a bottle, is impressive.

Stable Diffusion 3 handles prompts with multiple elements, like a kangaroo with beer and goggles, quite well.

The model's performance in generating text within images is mixed, with some attempts more successful than others.

Stable Diffusion 3's image generation capabilities generally live up to the hype, with high-quality results.

Pixel Doo offers a Pro membership for unlimited generations and access to various Stable Diffusion models.

The reviewer will continue to add more features to Pixel Doo and is open to user feedback for future improvements.

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