A beginner’s guide to the Stable-Diffusion-Xl-Base-1.0 model by Stabilityai on Huggingface

This content originally appeared on DEV Community and was authored by Mike Young

This is a simplified guide to an AI model called Stable-Diffusion-Xl-Base-1.0 maintained by Stabilityai. If you like these kinds of analysis, you should join AImodels.fyi or follow us on Twitter.

Model overview

The stable-diffusion-xl-base-1.0 is a text-to-image generative model developed by Stability AI. It is a Latent Diffusion Model that uses two fixed, pretrained text encoders - OpenCLIP-ViT/G and CLIP-ViT/L. The model can be used to generate and modify images based on text prompts. It is part of the SDXL ensemble of experts pipeline for latent diffusion, which includes a specialized refinement model for the final denoising steps.

Similar models include oot_diffusion_dc, a full body version, kandinsky-2, a text2img model trained on LAION HighRes and fine-tuned on internal datasets, and pixart-sigma, a model for 4K text-to-image generation.

Model inputs and outputs

The stable-diffusion-xl-base-1.0 model takes text prompts as input and generates corresponding images as output. The model can be used as a standalone module or as part of a two-stage pipeline, where the base model generates latents that are then further refined by a specialized high-resolution model.

Inputs

• Text prompt: A description of the desired image, such as "a beautiful sunset over a mountain landscape".

Outputs

• Generated image: An image that corresponds to the input text prompt, generated using the model's diffusion-based text-to-image capabilities.

Capabilities

The stable-diffusion-xl-base-1.0 mod...

Click here to read the full guide to Stable-Diffusion-Xl-Base-1.0

This content originally appeared on DEV Community and was authored by Mike Young

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Mike Young | Sciencx (2024-11-12T00:12:15+00:00) A beginner’s guide to the Stable-Diffusion-Xl-Base-1.0 model by Stabilityai on Huggingface. Retrieved from https://www.scien.cx/2024/11/12/a-beginners-guide-to-the-stable-diffusion-xl-base-1-0-model-by-stabilityai-on-huggingface/

MLA

" » A beginner’s guide to the Stable-Diffusion-Xl-Base-1.0 model by Stabilityai on Huggingface." Mike Young | Sciencx - Tuesday November 12, 2024, https://www.scien.cx/2024/11/12/a-beginners-guide-to-the-stable-diffusion-xl-base-1-0-model-by-stabilityai-on-huggingface/

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Mike Young | Sciencx Tuesday November 12, 2024 » A beginner’s guide to the Stable-Diffusion-Xl-Base-1.0 model by Stabilityai on Huggingface., viewed ,<https://www.scien.cx/2024/11/12/a-beginners-guide-to-the-stable-diffusion-xl-base-1-0-model-by-stabilityai-on-huggingface/>

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IEEE

" » A beginner’s guide to the Stable-Diffusion-Xl-Base-1.0 model by Stabilityai on Huggingface." Mike Young | Sciencx [Online]. Available: https://www.scien.cx/2024/11/12/a-beginners-guide-to-the-stable-diffusion-xl-base-1-0-model-by-stabilityai-on-huggingface/. [Accessed: ]

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» A beginner’s guide to the Stable-Diffusion-Xl-Base-1.0 model by Stabilityai on Huggingface | Mike Young | Sciencx | https://www.scien.cx/2024/11/12/a-beginners-guide-to-the-stable-diffusion-xl-base-1-0-model-by-stabilityai-on-huggingface/ |

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