Stable Diffusion Goes 3D - Stable Zero123 - a New Model from Stability AI

Pixovert
20 Dec 202311:05

TLDRStable Zero123, a new model from Stability AI, introduces a groundbreaking zero-shot ability to create 3D models from a single photograph. Despite being in research preview and not yet commercially available, it demonstrates impressive capabilities in generating 3D images, even within Comfy UI. The model, leveraging a technique called SDS (Score Distillation Sampling), shows potential for future applications in gaming and other industries, where traditional 3D model creation is time-consuming. Available on Hugging Face, this technology requires powerful hardware for training, indicating the advancement and complexity of AI-driven 3D modeling.

Takeaways

  • 🌐 Stability AI has introduced a new model called Stable 0123, which can create 3D models from a single photograph.
  • 🔍 The model is demonstrated with examples like a funky pirate and a sinister parrot, showcasing its zero-shot ability.
  • 💻 The technique used is called SDS (Score Distillation Sampling), which converts single images into 3D models.
  • 🔍 SDS is described in detail on a linked page, providing technical insights for those interested.
  • 🚀 The model is currently in research preview and not available for commercial use, indicating ongoing development and testing.
  • 💼 Stability AI is targeting businesses with their previews, suggesting potential applications in various industries.
  • 🎮 The technology could be used in gaming to create 3D models, potentially revolutionizing the way original models are developed.
  • 🤖 Stable 0123 is available on Hugging Face, with a description and suggestions for using it with software from GitHub.
  • 🖥️ The model requires powerful hardware for training, likely a high-end GPU like the 1390 or 1490 RTX4 90 or better.
  • 🌐 Users can manipulate 3D images in software like Comfy UI, demonstrating the model's ability to adjust views based on elevation and azimuth.
  • 🚀 Despite being a research preview, the model shows promise in creating realistic 3D representations from 2D images, hinting at future advancements in AI and machine learning.

Q & A

  • What is the name of the new model from Stability AI that allows creating 3D models from a single photograph?

    -The new model from Stability AI is called Stable 0123.

  • What is the zero-shot ability mentioned in the script in relation to Stable 0123?

    -The zero-shot ability refers to the capability of the Stable 0123 model to create 3D models from a single photograph without any prior training on that specific type of image.

  • What technique is used by the Stable 0123 model to create 3D models from images?

    -The technique used by the Stable 0123 model is called Score Distillation Sampling (SDS), which takes a single image and creates a 3D model from it.

  • Is the Stable 0123 model available for commercial use?

    -No, the Stable 0123 model is currently in research preview and is not available for commercial use.

  • What is the purpose of the Sky Replacer introduced by Stability AI?

    -The Sky Replacer is a feature designed for businesses to replace skies in images, although the script does not provide specific details on its functionality.

  • How can one get involved in the private preview of the 3D model creation feature from Stability AI?

    -To get involved in the private preview of the 3D model creation feature, one would need to ask Stability AI for information about it.

  • What kind of hardware is suggested for training the Stable 0123 model?

    -The training of the Stable 0123 model is suggested to require a powerful graphics card, such as the 1390, 1490, RTX 40 series, or something more powerful.

  • Where can the Stable 0123 model be found, and is there additional software to use with it?

    -The Stable 0123 model can be found at Hugging Face, and it is suggested to use it with software available on GitHub.

  • What is the limitation mentioned in the script regarding the use of the Stable 0123 model in Comfy UI?

    -The limitation mentioned is that the images created by the Stable 0123 model in Comfy UI do not have a transparent background, which is a desirable feature for working with video.

  • What is the potential long-term goal for the use of the Stable 0123 model as suggested in the script?

    -The potential long-term goal suggested for the use of the Stable 0123 model is in the creation and refinement of 3D models for use in gaming and possibly video production.

  • What does the script suggest about the success of the Stable Diffusion model and its integration with Comfy UI?

    -The script suggests that Stable Diffusion took the world by storm and that Comfy UI provides a powerful way to control Stable Diffusion, indicating a successful integration and impact on the industry.

Outlines

00:00

🚀 Introduction to Stable Diffusion's 3D Model Creation

The video introduces a new model from Stability AI, named 'stable 0123', which has the capability to generate 3D models from a single photograph. This zero-shot ability is demonstrated with a funky pirate and a sinister parrot. The model, recently released and still in research preview, is not yet available for commercial use. It uses a technique called Score Distillation Sampling (SDS) to create 3D models from images. The video suggests that this technique could be used to create images or parts of 3D images within a user interface. Stability AI's goals with this technology are explored, including the introduction of a sky replacer and the private preview of the 3D model creation feature. The model is available on Hugging Face, and the video provides a link for those interested in the technical aspects. The potential use of this technology in gaming, where traditional model creation is time-consuming, is also discussed.

05:01

🌐 Exploring 3D Rotation with Stable Diffusion in Comfy UI

This section of the script delves into the practical demonstration of using Stable Diffusion's model within Comfy UI to manipulate 3D images. The process involves adjusting parameters such as width, height, batch size, elevation, and azimuth to alter the view of the 3D model. The video showcases the model's ability to infer the appearance of objects like a globe and a gun from different angles, indicating the model's sophistication. However, the script also notes that the model sometimes struggles with less familiar objects, resulting in cartoonish or overdone appearances. The video acknowledges that the model is in a research preview phase and that it requires powerful hardware for training. The limitations of the current software, such as the lack of transparency in the created images, are also discussed, along with suggestions for ensuring better results.

10:01

🎓 Learning Opportunities with Stable Diffusion and Comfy UI

The final paragraph of the script transitions to an educational opportunity, offering a comprehensive course on mastering Stable Diffusion with expert guidance. The course aims to unlock the power of Stable Diffusion for those curious about machine learning and AI, teaching techniques and strategies used by professionals. The course promises not only to enhance career prospects but also to satisfy the curiosity about how AI can create images from words. The script ends with an invitation to enroll in the course and start a journey of learning and success, hinting at the transformative potential of understanding and utilizing machine learning tools like Stable Diffusion and Comfy UI.

Mindmap

Keywords

💡Stable Diffusion

Stable Diffusion is a deep learning model used for generating images from textual descriptions. In the context of the video, it is highlighted as a tool that has evolved to include 3D capabilities with the introduction of Stable Zero123. This advancement allows for the creation of three-dimensional models from a single photograph, showcasing the model's ability to interpret and render depth and spatial relationships.

💡Stable Zero123

Stable Zero123 is a new model from Stability AI, which is showcased in the video for its ability to create 3D models from a single image. This model is in the research preview phase and is not yet available for commercial use. It represents a significant step forward in the field of AI-generated content, as it can potentially revolutionize the way 3D models are created and used in various applications.

💡Zero Shot Ability

The term 'zero shot ability' refers to a model's capability to perform a task without being specifically trained for it. In the video, this concept is applied to the Stable Zero123 model, which can generate 3D models from a single photograph without prior training on 3D data. This showcases the model's robustness and adaptability in understanding and creating 3D content.

💡SDS (Score Distillation Sampling)

SDS, or Score Distillation Sampling, is the technique used by the Stable Zero123 model to create 3D models from a single image. As explained in the video, this technique involves taking an image and using it to generate a 3D representation. The process is highlighted as a significant technical advancement in the field of AI and 3D modeling.

💡Research Preview

The term 'research preview' in the video refers to the stage at which the Stable Zero123 model is currently in. It means that the model is available for researchers and developers to explore and experiment with, but it is not yet ready for commercial use. This phase is crucial for gathering feedback and making improvements before a wider release.

💡3D Model Creation

3D model creation is the process of generating three-dimensional representations of objects or scenes. In the video, this concept is central to the capabilities of the Stable Zero123 model. The model's ability to create 3D models from a single image is demonstrated, showing how AI can be used to streamline and enhance the process of 3D content creation.

💡Hugging Face

Hugging Face is a platform that hosts machine learning models, including the Stable Zero123 model mentioned in the video. It serves as a repository where developers and researchers can access and utilize various AI models, including the latest advancements in image and 3D content generation.

💡Comfort UI

Comfort UI is a user interface mentioned in the video that allows users to interact with and control the Stable Diffusion model. It is used to demonstrate how the model can manipulate images in 3D space, such as rotating or changing the elevation of objects within the image. This interface provides a tangible way to explore the capabilities of the AI model.

💡Elevation

In the context of the video, 'elevation' refers to the vertical angle at which an object is viewed or manipulated in 3D space. The Stable Zero123 model can adjust the elevation of objects in the generated images, allowing for different perspectives and views of the 3D content.

💡Azimuth

Azimuth, in the video, is used to describe the horizontal angle of rotation in 3D space. The Stable Zero123 model can manipulate the azimuth of objects in the generated images, enabling the creation of images from various angles and orientations, which is crucial for realistic 3D rendering.

💡GPU (Graphics Processing Unit)

A GPU, or Graphics Processing Unit, is a specialized hardware component that accelerates the creation and manipulation of images and 3D content. In the video, it is mentioned that powerful GPUs, such as the RTX 3090 or higher, are required for training the Stable Zero123 model due to the computational intensity of generating 3D models from images.

Highlights

Stable Diffusion 0123 from Stability AI allows creating 3D models from a single photograph.

The model uses a zero-shot ability for 3D image creation, demonstrated with a pirate and a parrot.

Stable Diffusion 0123 requires significant computing power for its operations.

The model is in research preview and not yet available for commercial use.

SDS, or Score Distillation Sampling, is the technique used for creating 3D models from images.

SDS is explained in detail on a linked page for those interested in technical aspects.

Stability AI's previews include a sky replacer and 3D model creation in private preview.

3D models created with this technique could potentially be used in gaming.

Stable Diffusion 0123 is available on Hugging Face with a description of its workings.

The model may require powerful GPUs like the 1390 or 1490 RTX for training.

Instructions are provided for using the model with software available on GitHub.

The model can manipulate 3D space images, as demonstrated with North and South America.

Custom nodes in the software allow for adjustments in width, height, batch size, elevation, and azimuth.

The model intelligently infers the appearance of objects from different angles.

The model's success varies with the familiarity of the object, performing better with well-known items.

The model is currently a research preview and not yet ready for commercial applications.

The software used for demonstration does not support transparent backgrounds in the output images.

A comprehensive course is offered to learn and master the techniques of Stable Diffusion.