Advanced Driver Assistance System for Enhanced Road Safety
SmartDrive ADAS is a comprehensive Advanced Driver Assistance System that combines computer vision, machine learning, and vehicle diagnostics to create a safer driving experience. Built for real-world deployment, it provides multiple safety features in an affordable, retrofittable package.
- Real-time lane line detection using deep learning
- Intelligent lane departure alerts
- Adaptive to various road conditions and markings
- Advanced object detection (vehicles, pedestrians, cyclists)
- Distance estimation and collision risk assessment
- Real-time audio and visual warnings
- Automatic low-light detection
- Image enhancement for better visibility
- Adaptive processing algorithms for night driving
- Real-time vehicle data monitoring
- Aggressive driving behavior detection
- Diagnostic trouble code reading and analysis
- Multi-sensor data integration
- Comprehensive safety assessment scoring
- Smart alert prioritization and conflict resolution
SmartDrive-ADAS/
│
├── hardware/ # Hardware components and schematics
│ ├── schematics/ # Circuit diagrams and wiring
│ ├── component-list.md # Bill of materials
│
├── software/ # Core application code
│ ├── vision/ # Computer vision modules
│ │ ├── lane_detection.py # Lane detection system
│ │ ├── object_detection.py # Object detection and tracking
│ │ └── night_mode.py # Night vision enhancement
│ ├── obd/ # Vehicle data integration
│ │ └── obd_reader.py # OBD-II data acquisition
│ ├── fusion/ # Sensor fusion and decision making
│ │ └── sensor_fusion.py # Multi-sensor data fusion
│ └── main.py # Main application entry point
│
├── models/ # Machine learning models
│ ├── lane_model.tflite # Lane detection model
│ ├── object_model.tflite # Object detection model
│ │
└── README.md # This file