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README.md
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---
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# For reference on model card metadata, see the spec: https://github.com/huggingface/hub-docs/blob/main/modelcard.md?plain=1
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# Doc / guide: https://huggingface.co/docs/hub/model-cards
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{}
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---
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# SD-Turbo Model Card
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<!-- Provide a quick summary of what the model is/does. -->
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![row01](output_tile.jpg)
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SD-Turbo is a fast generative text-to-image model that can synthesize photorealistic images from a text prompt in a single network evaluation.
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## Model Details
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### Model Description
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TODO: ADD DETAILED MODEL DESCRIPTION.
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- **Developed by:** Stability AI
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- **Funded by:** Stability AI
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- **Model type:** Generative text-to-image model
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- **Finetuned from model:** [Stable Diffusion 1.5](https://huggingface.co/runwayml/stable-diffusion-v1-5)
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### Model Sources
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For research purposes, we recommend our `generative-models` Github repository (https://github.com/Stability-AI/generative-models),
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which implements the most popular diffusion frameworks (both training and inference).
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- **Repository:** https://github.com/Stability-AI/generative-models
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- **Paper:** TODO
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## Evaluation
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![comparison](comparison.png)
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The chart above evaluates user preference for SD-Turbo over TODO.
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SDXL-Turbo is preferred by human voters in terms of image quality and prompt following.
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For details on the user study, we refer to the [research paper](TODO)
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## Uses
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### Direct Use
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The model is intended for research purposes only. Possible research areas and tasks include
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- Research on generative models.
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- Research on real-time applications of generative models.
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- Research on the impact of real-time generative models.
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- Safe deployment of models which have the potential to generate harmful content.
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- Probing and understanding the limitations and biases of generative models.
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- Generation of artworks and use in design and other artistic processes.
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- Applications in educational or creative tools.
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Excluded uses are described below.
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### Out-of-Scope Use
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The model was not trained to be factual or true representations of people or events,
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and therefore using the model to generate such content is out-of-scope for the abilities of this model.
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The model should not be used in any way that violates Stability AI's [Acceptable Use Policy](https://stability.ai/use-policy).
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## Limitations and Bias
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### Limitations
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- The generated images are of a fixed resolution (512x512 pix), and the model does not achieve perfect photorealism.
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- The model cannot render legible text.
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- Faces and people in general may not be generated properly.
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- The autoencoding part of the model is lossy.
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### Recommendations
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The model is intended for research purposes only.
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## How to Get Started with the Model
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Check out https://github.com/Stability-AI/generative-models
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