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Inspired by [Djdefrag](https://github.com/Djdefrag) tools such as **QualityScaler** and **FluidFrames**, Warlock-Studio provides a unified, high-performance platform for **upscaling, restoration, denoising, and frame interpolation**.
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## ๐ฅ Download Installer
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_### ๐งฉ Version 4.3 โ Fix Summary
Fixed missing **audio** in generated videos.
Corrected **dark output** issue in **GFPGAN** face restoration.
Improved overall stability and synchronization.
See **[CHANGELOG.md](CHANGELOG.md)** for full details._
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## ๐ผ๏ธ Interface Previews

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## ๐ผ๏ธ Quality Comparison
[WsvideovsGit.webm](https://github.com/user-attachments/assets/c72f389d-827e-49b9-91b7-fd13e5b59f22)
[WsvideovsGit2.webm](https://github.com/user-attachments/assets/6695cce2-f42f-4955-8b43-56ec6d7b0bd2)

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## โจ Key Features
- **AI Upscaling & Restoration** โ Utilize **Real-ESRGAN, BSRGAN, and IRCNN** models for denoising, super-resolution, and detail recovery.
- **Face Restoration (GFPGAN)** โ Recover facial details from low-resolution or blurry images and video frames.
- **Frame Interpolation (RIFE)** โ Smooth motion or generate slow-motion content with **2ร, 4ร, or 8ร interpolation**.
- **Advanced Hardware Acceleration** โ Intelligent provider selection prioritizes **CUDA**, falls back to **DirectML**, and finally **CPU** for maximum compatibility and performance.
- **Batch Processing** โ Process multiple media files simultaneously, saving time and effort.
- **Custom Workflows** โ Fine-grained control over models, resolution, output formats, and quality parameters.
- **Open-Source & Extensible** โ Fully MIT licensed, for contributors and developers.
---
## ๐ฅ๏ธ System Requirements
- **OS:** Windows 11 or higher (64-bit)
- **RAM:** 8GB+ recommended
- **GPU:** NVIDIA (for CUDA), AMD, or Intel GPU with up-to-date drivers recommended
- **Storage:** Sufficient free space for input and processed media
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## ๐ Model Comparison
| Model File | Use Case | Speed | Quality | Notes |
| :----------------- | :--------------------------- | :-------- | :-------- | :---------------------------------- |
| **GFPGANv1.4** | Face restoration | High | High | Optimal for portraits |
| **BSRGANx2** | 2ร upscale + denoising | Medium | Very High | Suitable for lightly degraded media |
| **BSRGANx4** | 4ร upscale + denoising | Low | Very High | For heavily degraded content |
| **RIFE** | Frame interpolation | High | High | Smooth motion, slow-motion support |
| **RIFE-Lite** | Lightweight interpolation | Very High | Medium | Faster, lower resource usage |
| **RealESRGANx4** | General 4ร upscaling | Medium | High | Balanced performance |
| **RealESRNetx4** | Subtle restoration | Medium | High | Preserves natural image texture |
| **RealSRx4_Anime** | Anime / line-art enhancement | Medium | High | Sharp edges for 2D art |
| **IRCNN_L** | Light denoising | High | Medium | Mild artifact removal |
| **IRCNN_M** | Medium denoising | High | Medium | Stronger artifact cleanup |
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## ๐ Project Structure
```
Warlock-Studio/
โโโ AI-onnx/ # Pre-trained ONNX models for AI processing
โ โโโ BSRGANx2_fp16.onnx
โ โโโ BSRGANx4_fp16.onnx
โ โโโ GFPGANv1.4.fp16.onnx
โ โโโ IRCNN_Lx1_fp16.onnx
โ โโโ IRCNN_Mx1_fp16.onnx
โ โโโ RealESR_Animex4_fp16.onnx
โ โโโ RealESR_Gx4_fp16.onnx
โ โโโ RealESRGANx4_fp16.onnx
โ โโโ RealESRNetx4_fp16.onnx
โ โโโ RealSRx4_Anime_fp16.onnx
โ โโโ RIFE_fp32.onnx
โ โโโ RIFE_Lite_fp32.onnx
โ
โโโ Assets/ # Application assets and third-party binaries
โ โโโ banner.png
โ โโโ clear_icon.png
โ โโโ exiftool.exe
โ โโโ ffmpeg.exe
โ โโโ ffmprobe.exe
โ โโโ ffmplay.exe
โ โโโ info_icon.png
โ โโโ logo.ico
โ โโโ logo.png
โ โโโ stop_icon.png
โ โโโ upscale_icon.png
โ โโโ wizard-image.bmp
โ โโโ wizard-small.bmp
โ
โโโ rsc/ # UI previews and branding resources
โ โโโ Capture.png
โ โโโ image_comparison.png
โ โโโ CaptureCONSOLE.png
โ โโโ GitHub_Logo_WS.png
โ
โโโ Warlock-Studio.py # Main application script
โโโ Warlock-Studio.spec # PyInstaller specification file
โโโ Setup.iss # Inno Setup installer script
โโโ README.md # Project overview
โโโ CHANGELOG.md # Version history and updates
โโโ LICENSE # MIT License information
โโโ NOTICE.md # Legal notices and attributions
โโโ CODE_OF_CONDUCT.md # Contributor guidelines
โโโ CONTRIBUTING.md # Contribution guide
โโโ SECURITY.md # Security reporting policies
```
---
## ๐ค Contributions
We welcome contributions from the community:
**Fork** the repository.
**Create a branch** for your feature or bug fix.
**Submit a Pull Request** with a detailed description and testing notes.
๐ง Contact: **[negroayub97@gmail.com](mailto:negroayub97@gmail.com)**
---
## ๐ License
ยฉ 2025 Ivรกn Eduardo Chavez Ayub
Licensed under **MIT**. Additional terms and attributions are provided in `NOTICE.md`.
### ๐ Integrated Technologies & Licenses
| Technology | License | Author / Maintainer | Source |
| ------------- | --------------------- | --------------------------------------- | ---------------------------------------------------------- |
| QualityScaler | MIT | [Djdefrag](https://github.com/Djdefrag) | [GitHub](https://github.com/Djdefrag/QualityScaler) |
| FluidFrames | MIT | [Djdefrag](https://github.com/Djdefrag) | [GitHub](https://github.com/Djdefrag/FluidFrames) |
| Real-ESRGAN | BSD 3-Clause / Apache | Xintao Wang | [GitHub](https://github.com/xinntao/Real-ESRGAN) |
| GFPGAN | Apache 2.0 | TencentARC / Xintao Wang | [GitHub](https://github.com/TencentARC/GFPGAN) |
| RIFE | Apache 2.0 | hzwer | [GitHub](https://github.com/megvii-research/ECCV2022-RIFE) |
| BSRGAN | Apache 2.0 | Kai Zhang | [GitHub](https://github.com/cszn/BSRGAN) |
| IRCNN | BSD / Mixed | Kai Zhang | [GitHub](https://github.com/cszn/IRCNN) |
| ONNX Runtime | MIT | Microsoft | [GitHub](https://github.com/microsoft/onnxruntime) |
| FFmpeg | LGPL / GPL | FFmpeg Team | [Official Site](https://ffmpeg.org) |
| ExifTool | Artistic License | Phil Harvey | [Official Site](https://exiftool.org/) |
| Python | PSF License | Python Software Foundation | [Official Site](https://www.python.org) |
| PyInstaller | GPLv2+ | PyInstaller Team | [GitHub](https://github.com/pyinstaller/pyinstaller) |
| Inno Setup | Custom | Jordan Russell | [Official Site](http://www.jrsoftware.org/isinfo.php) |