Stable Diffusion Increases Image Size 64 times, Plus new SDXL TensorRT Version Released
TLDRThe video discusses the collaboration between Stability AI and Nvidia to release Stable Diffusion XL 1.0, an optimized version offering significant improvements in speed and efficiency. It highlights the performance improvements with various Nvidia GPUs and explores the possibility of upscaling images using Stable Diffusion 1.5. The video also mentions a new course on Udemy for advanced users and the availability of Nvidia's RTX 4060 TI GPU, emphasizing its benefits for AI and video editing purposes.
Takeaways
- π» Stability AI and Nvidia have collaborated to release Stable Diffusion SDXL 1.0 Tensor RT, offering improvements in speed and efficiency.
- π¦ Nvidia's involvement with open source projects aims to enhance the performance of software applications, including those by Meta/Facebook with Xformers.
- π The new version of SDXL shows performance improvements of up to 41% with Nvidia's H100 GPU, and image throughput improvements by as much as 70%.
- 𧱠SDXL's performance scales with more powerful systems, indicating better results with high-end GPUs like the H100, although its high cost limits accessibility.
- π Nvidia's H100 GPU is notable for its power but is also subject to export restrictions by the Biden Administration to China.
- π· It's possible to increase an image's size by 64 times using Stable Diffusion 1.5, demonstrating the detailed results achievable with AI image scaling.
- π A new advanced course on Stable Diffusion is available on Udemy, covering topics like control nets, lore's advanced methods, and the use of Copy UI.
- π Nvidia showcases its commitment to open source through a Hugging Face page, contradicting its image as a solely profit-driven entity.
- π The RTX 4060 TI GPU, offering good performance for both AI applications and video editing, is now widely available.
- π₯ For gamers, select GPUs come bundled with Overwatch 2, highlighting additional incentives for purchasing specific models.
Q & A
What is the new version of Stable Diffusion mentioned in the video?
-The new version mentioned is Stable Diffusion XL 1.0, a collaboration between Stability AI and Nvidia.
What improvements does Stable Diffusion XL 1.0 bring over the previous versions?
-Stable Diffusion XL 1.0 brings substantial improvements in speed and efficiency, optimized for better performance.
How does Nvidia's open-source project contribute to the performance of AI software applications?
-Nvidia's open-source project aims to enhance the performance of AI software applications by providing optimized versions and improvements, as seen with their collaboration with Stability AI on Stable Diffusion XL 1.0.
What are the performance improvements observed with different Nvidia GPUs?
-The improvements include a 13% improvement with the A10 GPU, 26% with the A100 GPU, and a significant 41% with the H100 GPU for 30 steps at 1024 by 1024 resolution. For image throughput, there's a 20% improvement for A10, 33% for A100, and an impressive 70% for the H100.
Why is the H100 GPU not available for sale in China according to the video?
-The Biden Administration has banned the sale of the H100 GPU in China, which the speaker describes as a discriminatory action.
Is it possible to increase an image by 64 times using Stable Diffusion 1.5?
-Yes, it is possible to significantly increase the size of an image using Stable Diffusion 1.5, although the video suggests the increase may not be exactly 64 times but close to it.
What is the significance of the Mona Lisa image in the context of image enlargement?
-The Mona Lisa image is used as a starting point to demonstrate the image enlargement process within Stable Diffusion, transforming it into a detailed statue in the lost city of Atlantis.
How can one access the special video explaining the image enlargement process?
-The special video explaining the image enlargement process is available to members of the YouTube channel. Non-members can join the membership to access this and other exclusive content.
What new course is available for those interested in learning more about Stable Diffusion?
-A new advanced course on Stable Diffusion is available on Udemy through the Pixelbook Studio channel, covering advanced methods of using Stable Diffusion XL.
What is the discount mentioned for the Udemy course on Stable Diffusion XL?
-The discount mentioned is a special offer for YouTube subscribers, with an even deeper discount for members of the YouTube channel, available for a limited time.
How has Nvidia positioned itself in the AI and open-source community?
-Nvidia has positioned itself by contributing to the open-source community with projects like their models on Hugging Face and sharing resources like Tensor RT on GitHub, despite being seen as a more closed-source company.
What new GPU model did Nvidia release and how is its availability?
-Nvidia released the RTX 4060 TI 16 gigabyte version, which was initially uncertain in availability but is now widely available on platforms like Amazon from various manufacturers.
Outlines
π Introduction to Stable Diffusion XL 1.0 and Collaboration with Nvidia
The video opens with an introduction to the new version of Stable Diffusion XL, version 1.0, which is a collaboration between Stability AI and Nvidia. This optimized version promises substantial improvements in speed and efficiency. The video will explore these improvements and provide details about a new course for Stable Diffusion. The success of the previous version of Stable Diffusion is mentioned, and the video highlights Nvidia's open-source project aimed at enhancing the performance of software applications, with notable results from collaborations with Meta and Facebook. The video also discusses the performance improvements observed with different Nvidia GPUs, such as the A10, A100, and H100, and mentions the restrictions on selling the H100 GPU in China by the Biden Administration.
π¨ Enhancing Images with Stable Diffusion 1.5
The video then delves into the capabilities of Stable Diffusion 1.5 for image enhancement. It demonstrates the process of starting with a small image, such as the Mona Lisa, and using AI magic to create a detailed and larger image, like a statue in the lost city of Atlantis. The process involves multiple models and takes a few minutes to complete. The video emphasizes the amazing level of detail that can be achieved by scaling up an image using Stable Diffusion 1.5. It also mentions an upcoming video for YouTube members that will explain the workflow in detail and how to achieve similar results with one's own image and prompts.
π» Nvidia's Open Source Contributions and GPU Recommendations
The video discusses Nvidia's involvement in the open-source community, highlighting their presence on Hugging Face and GitHub, where they share models and Tensor RT. It also covers the release of the RTX 4060 TI 16 gigabyte version and its availability on Amazon, with recommendations for different brands like Zotac, Gigabyte, and MSI. The video suggests that these GPUs would be suitable not only for artificial intelligence but also for video editing. It mentions the price points for the GPUs in the United States and the United Kingdom and notes the availability of an Overwatch 2 gaming bundle with some of the GPUs. The video concludes with a mention of a course discount for YouTube subscribers and aι’ε for more GPU recommendations and discussions on new detected leaks affecting CPU performance.
Mindmap
Keywords
π‘Stability AI
π‘Nvidia
π‘Stable Diffusion
π‘SDXL 1.0
π‘Image Upscaling
π‘AI Magic
π‘GPU Performance
π‘Hugging Face
π‘RTX 4060 TI
π‘Gaming Bundle
π‘YouTube Membership
Highlights
Stability AI collaborates with Nvidia to produce a new version of Stable Diffusion, SDXL 1.0.
The new version offers substantial improvements in speed and efficiency.
Nvidia's open-source project aims to enhance the performance of software applications.
Images produced with the new version of SDXL showcase high-quality results, such as a cyclist, fighter jet, cheetah, and a cat.
Significant performance improvements are observed with different Nvidia GPUs: A10, A100, and H100.
The H100 GPU shows an impressive 70% improvement in performance for image throughput.
The H100 GPU is banned from being sold in China, which the speaker finds concerning.
Stable Diffusion 1.5 can increase an image by up to 56 times, as demonstrated with the Mona Lisa and a statue in Atlantis.
A detailed workflow for image enlargement using Stable Diffusion 1.5 is available for YouTube members.
A new advanced course on Udemy covers the use of Stable Diffusion XL, offering a special discount for YouTube subscribers.
Nvidia, despite being a capitalistic company, has an open-source page on Hugging Face with numerous models.
Nvidia's RTX 4060 TI 16 gigabyte version is now widely available on Amazon.
MSI, Gigabyte, and Asus offer the RTX 4060 TI with various designs and price points.
The RTX 4060 TI is suitable not only for AI but also for video editing purposes.
Some GPUs come with an Overwatch 2 gaming bundle, available on select products.
The speaker plans to make more recommendations and discuss the impact of new detected leaks on CPU performance in future videos.