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# Overview
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**RealVis Medium** is a fine-tuned model with a focus on generating high-quality realistic and photorealistic images, based on **SD3.5 Medium**.
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# RealVis Medium 1.0b Training Status
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## Stage 1: Data Preparation
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- [ ☑ ] Dataset processing
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- [ ☑ ] Image captioning for the dataset
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## Stage 2: Model Training
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- [ ☑ ] Model training (Part 10 / Part 10)
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## Stage 3: Testing and Comparison
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# Overview
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**RealVis Medium** is a fine-tuned model with a focus on generating high-quality realistic and photorealistic images, based on **SD3.5 Medium**.
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> [!WARNING]
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> **Warning:** This is not the final version of the model. Work on improving the model is still ongoing.
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> ### You can support me directly on my <a href="https://boosty.to/sg_161222" style="color: #F15F2C"><b>Boosty</b></a>
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<strong>Check my exclusive models on Mage: </strong><a href="https://www.mage.space/play/4371756b27bf52e7a1146dc6fe2d969c" rel="noopener noreferrer nofollow"><strong>ParagonXL</strong></a><strong> / </strong><a href="https://www.mage.space/play/df67a9f27f19629a98cb0fb619d1949a" rel="noopener noreferrer nofollow"><strong>NovaXL</strong></a><strong> / </strong><a href="https://www.mage.space/play/d8db06ae964310acb4e090eec03984df" rel="noopener noreferrer nofollow"><strong>NovaXL Lightning</strong></a><strong> / </strong><a href="https://www.mage.space/play/541da1e10976ab82976a5cacc770a413" rel="noopener noreferrer nofollow"><strong>NovaXL V2</strong></a><strong> / </strong><a href="https://www.mage.space/play/a56d2680c464ef25b8c66df126b3f706" rel="noopener noreferrer nofollow"><strong>NovaXL Pony</strong></a><strong> / </strong><a href="https://www.mage.space/play/b0ab6733c3be2408c93523d57a605371" rel="noopener noreferrer nofollow"><strong>NovaXL Pony Lightning</strong></a><strong> / </strong><a href="https://www.mage.space/play/e3b01cd493ed86ed8e4708751b1c9165" rel="noopener noreferrer nofollow"><strong>RealDreamXL</strong></a><strong> / </strong><a href="https://www.mage.space/play/ef062fc389c3f8723002428290c1158c" rel="noopener noreferrer nofollow"><strong>RealDreamXL Lightning</strong></a></p>
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<hr>
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### Usage & Limitations
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- While this model can handle long prompts, you may observe artifacts on the edge of generations when T5 tokens go over 256. Pay attention to the token limits when using this model in your workflow, and shortern prompts if artifacts becomes too obvious.
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- The medium model has a different training data distribution than the large model, so it may not respond to the same prompt similarly.
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- We recommend sampling with **[Skip Layer Guidance](https://github.com/comfyanonymous/ComfyUI/pull/5404)** for better structure and anatomy coherency.
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