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π‘οΈ Smart Helmet Project
Overview
The Smart Helmet is a wearable safety device designed to protect and assist users in high-risk environments such as motorcycling, construction, and industrial work. It integrates sensors, AI, and cloud connectivity to detect accidents, monitor drowsiness, and provide real-time alerts.
This project was developed for a 24-hour hackathon, focusing on accuracy, explainability, and demo-ready visualization to impress judges with both technical depth and societal impact.
β¨ Features
- Impact Detection: Accelerometers and gyroscopes detect crashes or falls.
- Emergency Alerts: Sends GPS location and status to emergency contacts.
- Drowsiness Monitoring: Eye-tracking cameras + ML models to detect fatigue.
- Environmental Awareness: Gas, temperature, and air-quality sensors.
- Connectivity: Bluetooth/Wi-Fi for communication and navigation.
- Explainable AI: Heatmaps and anomaly visualization for transparency.
- Dashboard UI: Real-time sensor data displayed via Streamlit/React.
βοΈ System Architecture
Hardware Layer
- Helmet with sensors (accelerometer, gyroscope, camera, gas sensor).
- Raspberry Pi/Arduino for edge data collection.
AI Layer
- Drowsiness detection using OpenCV + dlib.
- Anomaly detection with deep learning models.
- Visualization with heatmaps for explainability.
Cloud Integration
- Azure/GCP for storage, dashboards, and emergency notifications.
- APIs built with FastAPI/Flask for backend services.
Frontend
- Streamlit/React dashboard for judges and demo interaction.
- Firebase Hosting or Cloud Run for deployment.
π Getting Started
Prerequisites
- Python 3.8β3.12
- Libraries:
opencv-python,dlib,numpy,matplotlib,tensorflow/keras - Hardware: Raspberry Pi/Arduino, sensors, helmet prototype
Installation
# Clone the repository
git clone https://github.com/your-username/smart-helmet.git
cd smart-helmet
# Install dependencies
pip install -r requirements.txt
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