### 🚀Get Warlock-Studio Installer You can download the .exe file (latest version **2.1**) from any of this platforms:
Download from SourceForge Download from Itch.io Download from Google Drive
![Warlock-Studio logo](rsc/banner.png) ![Build Status](https://img.shields.io/badge/build-Stable_Release-blue?style=for-the-badge) ![Version](https://img.shields.io/badge/%20Version-2.1-darkred?style=for-the-badge) ![Last Update](https://img.shields.io/badge/Last%20Update-06%2023%202025-purple?style=for-the-badge) ### AI-Powered Media Enhancement & Upscaling Suite 2.1 **Warlock-Studio** is an **open-source desktop application** that consolidates the power of [**MedIA-Witch**](https://github.com/Ivan-Ayub97/MedIA-Witch.git) and [**MedIA-Wizard**](https://github.com/Ivan-Ayub97/MedIA-Wizard.git) into a single, seamless platform for AI-driven image and video enhancement. It features integration with state-of-the-art models for upscaling, restoration, and frame interpolation—all within an intuitive and streamlined user interface. Warlock-Studio delivers **professional-grade media processing** capabilities to everyone. Version 2.1 introduces major improvements, including: - Advanced **AI frame interpolation** using **RIFE** - **Slow-motion video generation** - Optimized **GPU management** - A **modular and scalable UI** architecture for better flexibility and performance --- ## 📸 Interface Previews ### 🔹 Main Interface ![Screenshot of Warlock-Studio](rsc/Capture.png) ### 🔹 RIFE (Frame Interpolation) Options ![Screenshot of Warlock-Studio](rsc/CaptureRIFE.png) ### 🔹 Icon App ## ![Screenshot of Warlock-Studio](logo.ico) ## 🛠️ Development Status — v2.1 | Component | Status | Notes | | ----------------------------------- | ---------------- | -------------------------------------------------------------------- | | **Upscaling Models (ESRGAN, etc.)** | 🟢 **Stable** | Fully integrated support for key enhancement and restoration models. | | **Frame Interpolation (RIFE)** | 🟢 **New** | Includes slow-motion and intermediate frame generation capabilities. | | **Batch Processing** | 🟢 **Stable** | Reliable processing for multiple files at once. | | **User Interface (UI/UX)** | 🟢 **Improved** | Modular and scalable interface enhanced in version 2.0. | | **GPU Management** | 🟢 **Optimized** | Refined resource handling and device support. | | **Installer and Packaging** | 🟢 **Stable** | Easy-to-use installer for Windows platforms. | --- ## ✨ Recent Enhancements (v2.1) - ✅ **Stability Overhaul:** Major improvements in error handling for model loading, frame extraction, and video encoding. - ✅ **Resilient Processing:** Added fallbacks for video encoding and pre-checks for file operations to prevent crashes. - ✅ **Safe Thread Management:** Upgraded to a safe `threading.Event` for stopping background tasks reliably. - ✅ **UI Refinements:** Updated color palette for a new look and feel. --- ## 🗂️ Project Structure ``` Warlock-Studio/ ├──AI-onnx/ │ └──├──BSRGANx2_fp16.onnx ├──BSRGANx4_fp16.onnx ├──IRCNN_Lx1_fp16.onnx ├──IRCNN_Mx1_fp16.onnx ├──RealESR_Animex4_fp16.onnx ├──RealESR_Gx4_fp16.onnx ├──RealESRGANx4_fp16.onnx ├──RealESRNetx4_fp16.onnx ├──RealSRx4_Anime_fp16.onnx ├──RIFE_fp32.onnx └──RIFE_Lite_fp32.onnx ├──Assets/ │ └──├──clear_icon.png ├──exiftool.exe ├──ffmpeg.exe ├──info_icon.png ├──logo.ico ├──logo.png ├──stop_icon.png └──upscale_icon.png │ ├──rsc/ │ └──├──banner.png ├──Capture.png ├──CaptureRIFE.png └──Image_comparison.png │ ├──CHANGELOG.md ├──CODE_OF_CONDUCT.md ├──CONTRIBUTING.md ├──LICENSE ├──NOTICE.md ├──README.md # This File ├──SECURITY.md ├──Setup.iss ├──Warlock-Studio.py # Main ├──Warlock-Studio.spec ├──Warlock-Studio.py └──logo.ico ``` ## Installation To get started with Warlock-Studio: 1. **Run the installer** and follow the setup instructions. 2. **Launch the application** by opening `Warlock-Studio.exe`. 3. **Begin enhancing** your images and videos with just a few clicks! Warlock-Studio uses [PyInstaller](https://www.pyinstaller.org/) and [Inno Setup](http://www.jrsoftware.org/isinfo.php) for a seamless packaging and installation experience. ## Key Features - **State-of-the-Art AI Models** Real-ESRGAN, SRGAN, BSRGAN, IRCNN, Waifu2x, Anime4K, **RIFE**, and others for denoising, resolution enhancement, detail restoration, and smooth frame interpolation. - **AI Frame Interpolation & Slow Motion** Generate new in-between frames using RIFE to create smooth **2x/4x/8x** motion or dramatic slow-motion effects. - **Batch Processing** Simultaneously process multiple images or videos—ideal for large-scale media projects. - **Customizable Workflows** Choose your preferred AI model, output resolution, format (PNG, JPEG, MP4, etc.), and quality settings for full creative control. - **Intuitive Interface** Designed for both beginners and professionals—simple, clean, and efficient. - **Open-Source & Extensible** Licensed under the MIT License. Additional usage terms can be found in the [NOTICE](NOTICE) file. --- ## How to Use 1. **Run as Administrator** (optional but recommended for optimal performance). 2. **Load your media**: select your images and videos into the app. 3. **Configure settings**: - Select an **AI Model** (e.g., Real-ESRGAN, SRGAN, BSRGAN, IRCNN, Waifu2x, Anime4K, RIFE) - Set the **output resolution**, **file format**, and toggle features such as **interpolation** or **slow-motion** 4. **Start Processing**: click **Start** to begin enhancement. 5. **Retrieve your files**: processed outputs will be saved in your chosen destination folder. --- ## Quality Comparison ![Quality Comparison](rsc/Image_comparison.png) --- ## System Requirements - **Operating System:** Windows 10 or later - **Memory (RAM):** Minimum 4 GB (8 GB or more recommended) - **Graphics Card:** NVIDIA or DirectML-compatible GPU highly recommended for performance - **Storage:** Sufficient disk space for input and output media files --- ### Integrated Technologies & Licenses | Technology | License | Author / Maintainer | Source Code / Homepage | | ------------- | -------------------------------- | ------------------------------------------------------- | ---------------------------------------------------------- | | QualityScaler | MIT | [Djdefrag](https://github.com/Djdefrag) | [GitHub](https://github.com/Djdefrag/QualityScaler) | | RealScaler | MIT | [Djdefrag](https://github.com/Djdefrag) | [GitHub](https://github.com/Djdefrag/RealScaler) | | FluidFrames | MIT | [Djdefrag](https://github.com/Djdefrag) | [GitHub](https://github.com/Djdefrag/FluidFrames) | | Real-ESRGAN | BSD 3-Clause / Apache 2.0 | [Xintao Wang](https://github.com/xinntao) | [GitHub](https://github.com/xinntao/Real-ESRGAN) | | RealESRGAN-G | BSD 3-Clause / Apache 2.0 | [Xintao Wang](https://github.com/xinntao) | [GitHub](https://github.com/xinntao/Real-ESRGAN) | | RealESR-Anime | BSD 3-Clause / Apache 2.0 | [Xintao Wang](https://github.com/xinntao) | [GitHub](https://github.com/xinntao/Real-ESRGAN) | | RealESR-Net | BSD 3-Clause / Apache 2.0 | [Xintao Wang](https://github.com/xinntao) | [GitHub](https://github.com/xinntao/Real-ESRGAN) | | RIFE | Apache 2.0 | [hzwer](https://github.com/hzwer) | [GitHub](https://github.com/megvii-research/ECCV2022-RIFE) | | SRGAN | CC BY-NC-SA 4.0 (Non-Commercial) | [TensorLayer Community](https://github.com/tensorlayer) | [GitHub](https://github.com/tensorlayer/srgan) | | BSRGAN | Apache 2.0 | [Kai Zhang](https://github.com/cszn) | [GitHub](https://github.com/cszn/BSRGAN) | | IRCNN | BSD / Mixed | [Kai Zhang](https://github.com/cszn) | [GitHub](https://github.com/cszn/IRCNN) | | Anime4K | MIT | [Tianyang Zhang (bloc97)](https://github.com/bloc97) | [GitHub](https://github.com/bloc97/Anime4K) | | ONNX Runtime | MIT | [Microsoft](https://github.com/microsoft) | [GitHub](https://github.com/microsoft/onnxruntime) | | PyTorch | BSD 3-Clause | [Meta AI](https://pytorch.org/) | [GitHub](https://github.com/pytorch/pytorch) | | FFmpeg | LGPL-2.1 / GPL (varies) | [FFmpeg Team](https://ffmpeg.org/) | [Official Site](https://ffmpeg.org) | | ExifTool | Perl Artistic License 1.0 | [Phil Harvey](https://exiftool.org/) | [Official Site](https://exiftool.org/) | | DirectML | MIT | [Microsoft](https://github.com/microsoft/) | [GitHub](https://github.com/microsoft/DirectML) | | Python | Python Software Foundation (PSF) | [Python Software Foundation](https://www.python.org/) | [Official Site](https://www.python.org) | | PyInstaller | GPLv2+ | [PyInstaller Team](https://github.com/pyinstaller) | [GitHub](https://github.com/pyinstaller/pyinstaller) | | Inno Setup | Custom Inno License | [Jordan Russell](http://www.jrsoftware.org/) | [Official Site](http://www.jrsoftware.org/isinfo.php) | --- ## Contributions We warmly welcome community contributions! 1. **Fork** this repository. 2. **Create a branch** for your feature or fix. 3. **Submit a Pull Request** with a detailed explanation of your changes. For bug reports, feature suggestions, or inquiries, contact us at: **[negroayub97@gmail.com](mailto:negroayub97@gmail.com)** **Warlock-Studio** merges cutting-edge artificial intelligence with a powerful yet accessible interface—empowering creators to elevate their media effortlessly. 🧙‍♂️ --- ## License © 2025 Iván Eduardo Chavez Ayub Distributed under the MIT License. Additional terms are available in the [NOTICE](NOTICE.md) file.