Overview
AI-Based Driver Monitoring System (DMS)
EDS-India's AI-powered Driver Monitoring System runs real-time face detection, face recognition and behavior analysis on-edge to identify driver fatigue, distraction and unsafe actions — triggering instant alerts before accidents happen.
DRIVER MONITORING SYSTEM
Machine Learning Models Used
| Model File Name |
Description |
| face_detection.tflite |
Used for driver face detection |
| face_landmark.tflite |
Used for getting 468 face landmark points |
| iris_landmark.tflite |
Used for getting iris landmark points |
| facenet_512_int_quantized.tflite |
Used for driver face recognition |
| yolov5s_320_uint8_phone_smoke.tflite |
Used for driver smoking/calling detection (RGB input) |
Key Capabilities
- Real-time AI-based driver behavior monitoring, fully edge-processed
- Detects fatigue, distraction and unsafe actions instantly
- Face detection, 468-point face landmarks and iris tracking on-device
- Driver face recognition against local database for valid/invalid driver check
- Phone usage and smoking detection via camera (RGB input)
- Instant alerts to prevent accidents before they happen
- Operates continuously without any manual input
Use Cases
| Monitor Status |
Comments |
| Fatigue Detection |
Eyelid closure, Yawning |
| Distraction Detection |
Head movement, turning left or right |
| Dangerous Driving |
Phone call, smoking |
