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README.md
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---
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license: apache-2.0
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language: en
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tags:
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- image-to-image
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- upscale
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- super-resolution
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- swin2sr
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- photography
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library_name: other
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---
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# Swin2SR Upscaler (x2 and x4) — Custom Trained
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Sharper skin. Better textures. Trained on AI-generated photorealistic images.
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**Swin2SR Upscaler** is a series of custom-trained super-resolution models based on the Swin2SR architecture. Unlike generic upscalers that smooth out fine detail, these were trained specifically on high-resolution photorealistic AI-generated images to preserve and enhance skin textures, hair detail, and fabric weave.
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Three variants are provided — all in safetensors format for easy integration with ComfyUI and other pipelines.
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## Gallery
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|---|
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## Available Versions
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| File | Scale | Training Data | Size |
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|------|-------|--------------|------|
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| `swin2sr-custom-x2.safetensors` | 2x | Custom photorealistic dataset | 58 MB |
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| `swin2sr-custom-x4.safetensors` | 4x | Custom photorealistic dataset | 58 MB |
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| `swin2sr-div2k-x2.safetensors` | 2x | DIV2K + Custom blend | 58 MB |
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## Usage
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These are standalone Swin2SR models, not LoRAs. Use them in any pipeline that supports Swin2SR upscale models.
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### In ComfyUI
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Load via the **UpscaleModelLoader** node and connect to **ImageUpscaleWithModel**.
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### Tips
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- **x2 custom** is the best general-purpose choice — sharp detail without artifacts
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- **x4 custom** for maximum upscale in one pass, though quality is slightly softer
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- **div2k + custom x2** blends academic training data with custom images — may produce different texture characteristics
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- **Best for photorealistic images** — these models were optimized for skin, hair, and fabric
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## Links
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- [Civitai](https://civitai.com/models/1330184)
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- [All Models](https://thalis.dev/models/)
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## About
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Created by [Thalis AI](https://thalis.dev).
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## License
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Released under the Apache 2.0 license.
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