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A newer version of the Streamlit SDK is available: 1.67.0
π Quick Start Guide - Sign Language Interpreter
This guide will help you get started with the Sign Language Interpreter system quickly.
π Prerequisites
- Python 3.8 or higher
- Webcam
- Git (optional)
π οΈ Installation
- Setup Environment
# Clone repository (if using git)
git clone https://github.com/yourusername/sign-language-interpreter.git
cd sign-language-interpreter
# Create virtual environment
python -m venv venv
# Activate virtual environment
# On Windows:
venv\Scripts\activate
# On macOS/Linux:
source venv/bin/activate
# Run setup script
python setup.py
π― Using the Application
1. Quick Demo
To try the system with a pre-trained model:
streamlit run app.py
This will launch the web interface where you can:
- Adjust confidence threshold
- Toggle hand landmark visualization
- See real-time sign language interpretation
2. Collect Your Own Data
To create a custom dataset:
python data_collection.py
Follow the on-screen instructions to:
- Choose signs to collect
- Record sequences of hand gestures
- Save data for training
3. Train Custom Model
To train a model on your collected data:
python train_model.py
This will:
- Load your collected dataset
- Train a new model
- Save the trained model
- Generate performance metrics
π Troubleshooting
Camera not working?
- Check if another application is using the camera
- Ensure camera permissions are granted
- Try closing and reopening the application
Poor recognition?
- Ensure good lighting
- Keep hands within camera frame
- Try adjusting the confidence threshold
- Collect more training data
Installation issues?
- Check Python version:
python --version - Update pip:
python -m pip install --upgrade pip - Install requirements manually:
pip install -r requirements.txt
- Check Python version:
π Additional Resources
- Check
README.mdfor detailed documentation - View example signs in
examples/directory - See training tips in
docs/training_guide.md
π Need Help?
- Check the issues section on GitHub
- Join our Discord community
- Email support at: support@signlanguage.ai
π Updates
To update the application:
git pull # If using git
pip install -r requirements.txt # Update dependencies
π Notes
- The system works best in well-lit environments
- Position yourself 2-3 feet from the camera
- Keep your hand gestures clear and deliberate
- Practice with the sample signs first