Driver Behaviour Monitoring
Prevent fatigue-related accidents and distracted driving in real-time. Binimise DMS leverages cutting-edge cabin edge-AI to track eye closure, yawning rate, visual attention, and phone handling—providing instantaneous warnings in the cabin.
- Fatigue & Drowsiness Alert: Detects drooping eyelids, microsleeps, and yawning rates to warn the driver before a crash occurs.
- Distracted driving checking: Tracks head posture (yaw/pitch/roll) to alert when eyes look away from the road for >1.5 seconds.
- Phone use prevention: Identifies phone handsets held near ears or hand gestures raised to the face.
- Bypass-Proof Driver ID Check: Verifies driver identity on startup using un-bypassable passive liveness verification. Rejects bypass attempts via iPhone Live Photos, prints, or 3D frames.
Cabin AI Detection Capabilities
Advanced algorithms monitoring four critical driver metrics locally inside the vehicle.
Fatigue & Eye Closure Tracking
Our model measures eyelid closure speed, blink rate, and duration (PERCLOS). When eye closure thresholds are breached beyond fatigue limit values, real-time cabin alerts are broadcast instantly to wake the driver.
Yawning & Micro-sleep Monitoring
Tracks physical dimensions of mouth coordinates and yawning rates. Flags consecutive micro-yawns to forecast driving fatigue stages early, recommending driver rest intervals before dangerous highway microsleeps occur.
Distraction & Head Pose Estimation
Calculates 3D head rotation vectors (yaw, pitch, roll) to monitor visual focus alignment. Warns if the driver turns away from the road (such as checking mirrors, dropping eyes to dashboard) for more than 1.5 seconds.
Phone Use & Hand-Held Detection
Edge-optimized object-classification models look for phone hardware coordinates held in proximity to ears or hand positions raised to the face. Immediately records compliance warnings with timestamp logs for logistics dispatch managers.
Safety & Performance Benefits
Deploying AI cabin safety yields measurable improvements across driver security and operational compliance.
Accident Reduction
Significant decrease in crash risks and collisions triggered by driver fatigue or lane distraction on motorways.
In-Cabin Response
Zero-latency local edge inference guarantees audio prompts fire the instant eyes drift from safe driving posture.
Offline Autonomy
AI models execute 100% locally on vehicle hardware, alerting drivers in remote valleys without cellular network connectivity.
Insurance Savings
Lower corporate logistics liability premiums by demonstrating active hardware safety compliance records to insurers.
Target Fleet Use Cases
Flexible Cabin AI deployment configurations tailored across multiple enterprise sectors.
Long-Haul Logistics & Cargo
High Risk ProfileHeavy cargo trucks operating long night journeys face high drowsiness risks. Our near-infrared (NIR) tracking ensures stable face mesh telemetry in pitch-black cabins and under sunglasses, triggering buzzers locally to save lives.
Municipal Waste Management
Medium Risk ProfileSanitation trucks operate early morning shifts in dense residential spaces with high pedestrian risks. The DMS checks visual attention alignment, alerting the driver when looking away, while buffering performance telemetry logs to city dispatch systems.
Corporate & School Shuttles
Safety CompliantEnsuring passenger safety is paramount. The DMS performs un-bypassable facial liveness checks at startup to verify authorized driver credentials, blocking identity spoofing from prints or iPhone Live Photos, and audits attention metrics in real-time to prevent mobile device usage during transit.
Chemical & Oil Tanker Fleets
Critical Risk ProfileTransporting fuel or chemicals leaves zero margin for error. Visual distraction for even 1.5 seconds triggers alarms immediately. Telemetry records sync automatically with corporate logistics consoles to maintain strict safety audits.
HOW IT WORKS
Cabin Safety Pipeline
Real-time attention audits executed on the edge.
Infrared Feed
Integrates with dashcams or IR cameras to ensure reliable face tracking during nighttime driving and under sunglasses.
Local Face Mesh
Plots vector landmarks around the eyes, mouth, and head axis. Measures face posture and blinking speed on-device.
Cabin Alert Prompt
If drowsiness or phone usage exceeds thresholds, visual notifications and speech alarms trigger locally instantly.
Cloud Sync Logs
Critical warnings and safety indexes sync to the AURA Central Console to give fleet managers audit reports.