Dream Diffusion SD3 Likeness is the closest I could get to a similar render to SD3. The ADHERENCE is pretty good to. I've been to different websites that have published the prompts for the SD3 model and tested a lot of them on this model and it does very well. Obviously its hard to know how many tries the SD3 model took to get those images you see online. But this model for example with the 4 bottles took around 5 tries to get it spot on. Baring in mind no other checkpoints have done that ever.

Unlock the full potential of your Stable Diffusion AI with my comprehensive guide on integrating over 260 free art styles. This tutorial is designed for both Forge UI and Automatic 1111 users, ensuring a seamless experience in enhancing your digital art creations. Follow my step-by-step instructions to install these styles effortlessly, and explore the vast possibilities they offer for your projects.

Enhance your digital art with over 260 free art styles for Stable Diffusion, compatible with both Forge UI and Automatic 1111. My tutorial guides you through the easy installation process and demonstrates how to maximize these styles for your artwork. From a simple 'cat' to complex 'portrait cinematic' and 'pet photography' styles, learn how to apply, edit, and combine styles to refine your creations.

Explore a variety of art categories, including photography, painting, illustrations, 3D renders, and more, each offering unique styles to ignite your creativity. Get tips on using unconventional styles like 'microscopic' and 'experimental' for diverse effects. Discover how to produce high-quality images with 3D render styles and experiment with vector, line art, and design-oriented styles for comprehensive art projects.

Download the new art styles from this link:

https://drive.google.com/file/d/1gtIaIGH2mUFcN2QjIOw7wKfRhQw3PDCv/view

and enhance your digital artwork today.

Lets take a moment to disscuss The Upcoming model we have all be waiting for..

Here are a few pro's and cons about SD3 you may not of known...

Performance

Stable Diffusion 3 can generate a 1024×1024 image with 50 steps in less than 35 seconds on an Nvidia RTX 4090 GPU with 24GB vRAM. Since the model is huge, it requires more GPU compute for faster image generation. 

Sampling

Stability AI has given a lot of thought to implementing effective sampling to make it faster and better quality. They discovered a noise schedule that sampled the middle part of the path and produced higher-quality images. The Stable Diffusion 3 model relies on Rectified Flow Sampling, which is the fastest way to go from a noisy to a clear image—at the moment! 

Better Text Generation

One of the huge pluses of Stable Diffusion 3 is that it can generate legible, long texts in images, unlike its predecessors, which cannot generate legible texts or are not perfect. SD3 model offers much better text rendering overall.

Text Encoder

Stable Difussion 3 has 3 encoders, unlike its predecessors, which had fewer. They are as follows: 

• CLIP l/14

• OpenCLIP bigG/14 and 

• T5-v1.1 XXL

Safer

With the chances of generating inappropriate images, Stability AI is taking the safer route by completely removing the generation of NSFW images on their latest model, Stable Diffusion.

Noise Predictor

Noise Predictor estimates the amount of noise in the latent space and subtracts the from the image. This process is repeated for a specific number of times, reducing noise according to user-specific steps. Older Stable Diffusion models like Stable Diffusion 1 and 2 use the U-Net Noise predictor architecture. On the other hand, Stable Diffusion 3 uses a repeating stack of Diffusion Transformers meaning it uses multiple transformers for the diffusion process when compared to previous SD models.

Limitations of Stable Diffusion 3

Although Stable Diffusion 3 is an impressive architecture and performs much better than its predecessors, it still has a few drawbacks. 

• One such drawback is that SD3 feels more aligned with individual creators than enterprises, unlike its competitors like Dall-E, which can work for companies.

• Stable Diffusion requires powerful hardware like an NVIDIA RTX 3060 or an RTX 4020 for optimal performance and results.

• It may not be suitable for all types of images like noisy images or poor contrast images.

• It can be computationally demanding and also time-consuming especially with large visual data.

• This cannot be called an issue but rather a common enemy of all image generative models—misuse. This involves making the models less prone to misuse, like wrongful political imagery or fictitious imagery of celebrities. Although Stable DIiffusion 3 would likely generate only SFW images, making the models less prone to misuse, it is still not completely free from it!

To give you some idea on the render capabilites of this model ive posted below the images and prompts from stability Ai website and the same prompts used with this model side by side.

You can find the images on there website https://stability.ai/news/stable-diffusion-3

Stable Diffusion 3

PROMPT: Epic artwork of a wizard on top a mountain at night casting a cosmic spell into the dark sky, The text in the sky says "Stable Diffusion 3" made out of colorful energy

Dream Diffusion SD3 Likeness

Stable Diffusion 3

Dream Diffusion SD3 Likeness

Stable Diffusion 3

Dream Diffusion SD3 Likeness

Stable Diffusion 3

The Prompt: Studio photograph closeup of a chameleon over a black background

Dream Diffusion SD3 Likeness

Stable Diffusion 3

Prompt: “Resting on the kitchen table is an embroidered cloth with the text ‘good night’ and an embroidered baby tiger. Next to the cloth there is a lit candle. The lighting is dim and dramatic.”

Dream Diffusion SD3 Likeness

Stable Diffusion 3

Prompt: “Photo of a 90's desktop computer on a work desk. On the computer screen it says ‘welcome.’ On the wall in the background we see beautiful graffiti with the text ‘SD3’ very large on the wall.”

Dream Diffusion SD3 Likeness

The model runs nicely around 1 to 5 CFG and the text it creates is really good especially graffiti art.

It will create any style you want to try on it.

Runs nicely with Loras to and loves controlnet and batch filing.

Also works really well with outpainting v2 or poor mans outpainting. Below is a quick example of a before and after outpainting without any controlnet extensions..

This was just made to show how good the current tools can be when pushed hard and trained in different ways.

I hope you enjoy using it and I really like to know what you think about it....