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https://github.com/halilugur/subtitletranslator
This repository contains a Python project for recognizing subtitles in games and displaying them in the desired language. The project utilizes computer vision, natural language processing, and user interface development techniques.
https://github.com/halilugur/subtitletranslator
huggingface opencv pyhton text-recognition transformer translation
Last synced: 8 days ago
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This repository contains a Python project for recognizing subtitles in games and displaying them in the desired language. The project utilizes computer vision, natural language processing, and user interface development techniques.
- Host: GitHub
- URL: https://github.com/halilugur/subtitletranslator
- Owner: halilugur
- License: mit
- Created: 2023-06-08T13:11:11.000Z (over 1 year ago)
- Default Branch: master
- Last Pushed: 2023-06-08T13:36:53.000Z (over 1 year ago)
- Last Synced: 2024-05-02T06:11:56.665Z (7 months ago)
- Topics: huggingface, opencv, pyhton, text-recognition, transformer, translation
- Language: Python
- Homepage:
- Size: 11.7 KB
- Stars: 1
- Watchers: 2
- Forks: 1
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
- License: LICENSE
Awesome Lists containing this project
README
# Game Subtitle Recognition and Translation
This repository contains a Python project for recognizing subtitles in games and displaying them in the desired language. The project utilizes computer vision, natural language processing, and user interface development techniques.
## Features
- Extracts subtitles from game screens using computer vision techniques.
- Performs optical character recognition (OCR) on the extracted subtitle text.
- Detects the language of the subtitles.
- Translates the subtitles into the desired language using pre-trained models.
- Displays the translated subtitles in real-time on the game screen.
## Requirements
- Python 3.7 or higher
- OpenCV (`cv2`) - Install using `pip install opencv-python`
- Tkinter - Included with Python (no additional installation required)
- MSS (`mss`) - Install using `pip install mss`
- NumPy - Install using `pip install numpy`
- PyTesseract - Install using `pip install pytesseract`
- Transformers - Install using `pip install transformers`
## Usage
1. Clone the repository:
``` git clone https://github.com/your-username/game-subtitle-recognition.git ```
2. Install the required libraries (if not installed already):
``` pip install -r requirements.txt ```
3. Run the main script:
``` python SubtitleTranslator.py ```
4. Follow the on-screen instructions to configure the desired language and view the translated subtitles.
## License
This project is licensed under the [MIT License](LICENSE).
## Acknowledgments
- [OpenCV](https://opencv.org/)
- [Tesseract OCR](https://github.com/tesseract-ocr/tesseract)
- [Hugging Face Transformers](https://huggingface.co/transformers)
## Contributing
Contributions are welcome! If you find any issues or have suggestions for improvements, please open an issue or submit a pull request.