---
license: mit
language:
- en
pipeline_tag: image-to-image
tags:
- coreml
- mlpackage
- coremltools
- ios
- macos
- apple-silicon
- super-resolution
- realesrgan
- img2img
- image-enhancement
- upscale
- denoise
- xcode
- neural-engine
---
A curated collection of CoreML (`.mlpackage`) models
These Models Can be used easily inside of Xcode projects targeting across apple products

If you have link/download issues, my GitHub collection is here:
https://github.com/marshiyar/CoreML-Model-Zoo (downloads in Releases)

## RealESRGAN x2

<details>
<summary><strong>Model contract</strong></summary>

- **Predictions:** <code>1x3x256x256 -> 1x3x512x512</code>
- **Filename mapping:** <code>&lt;model_id&gt;.mlpackage</code>

</details>
  
  The File Sizes are based on it's zipped packaging

| Model ID | Size | Input | Output | Profile |
| --------------------------------------- | ------- | ----- | ------ | ------- |
| [RealESRGAN_x2plus&nbsp;<sup>⬇️</sup>](https://huggingface.co/marshiyar/RealESRGAN_x2_CoreML/resolve/main/RealESRGAN_x2plus.mlpackage.zip) | 31.1 MB | <img src="https://github.com/marshiyar/CoreML-Model-Zoo/releases/download/readme-assets/RealESRGAN_x2_model_Input1.png" width="120" /> | <img src="https://github.com/marshiyar/CoreML-Model-Zoo/releases/download/readme-assets/RealESRGAN_x2plus.png" width="120" /> | base |
| [RealESRGAN_x2plus_pal-4&nbsp;<sup>⬇️</sup>](https://huggingface.co/marshiyar/RealESRGAN_x2_CoreML/resolve/main/RealESRGAN_x2plus_pal-4.mlpackage.zip) | 7.48 MB |  | <img src="https://github.com/marshiyar/CoreML-Model-Zoo/releases/download/readme-assets/RealESRGAN_x2plus_pal-4.png" width="120" /> | pal-4 |
| [RealESRGAN_x2plus_pal-6&nbsp;<sup>⬇️</sup>](https://huggingface.co/marshiyar/RealESRGAN_x2_CoreML/resolve/main/RealESRGAN_x2plus_pal-6.mlpackage.zip) | 12.4 MB |  | <img src="https://github.com/marshiyar/CoreML-Model-Zoo/releases/download/readme-assets/RealESRGAN_x2plus_pal-6.png" width="120" /> | pal-6 |
| [RealESRGAN_x2plus_pal-8&nbsp;<sup>⬇️</sup>](https://huggingface.co/marshiyar/RealESRGAN_x2_CoreML/resolve/main/RealESRGAN_x2plus_pal-8.mlpackage.zip) | 16 MB |  | <img src="https://github.com/marshiyar/CoreML-Model-Zoo/releases/download/readme-assets/RealESRGAN_x2plus_pal-8.png" width="120" /> | pal-8 |
| [RealESRGAN_x2plus_Q-8&nbsp;<sup>⬇️</sup>](https://huggingface.co/marshiyar/RealESRGAN_x2_CoreML/resolve/main/RealESRGAN_x2plus_Q-8.mlpackage.zip) | 13.3 MB |  | <img src="https://github.com/marshiyar/CoreML-Model-Zoo/releases/download/readme-assets/RealESRGAN_x2plus_Q-8.png" width="120" /> | Q-8 |



## Author

Arshiya Rahgozar  
[GitHub](https://github.com/marshiyar)

## Attributions

Thanks to the authors of Real-ESRGAN
Real-world image super-resolution. Original project: [xinntao/Real-ESRGAN](https://github.com/xinntao/Real-ESRGAN) (BSD-3-Clause).