What is Driver Fatigue Detection?

Best Driver Fatigue Detection for Bus Operators

Date Time: November 02, 2026
Reading volume: 16
Author: YUWEI

What is Driver Fatigue Detection?


Driver Fatigue Detection is an active safety technology that utilizes in-vehicle cameras and intelligent computer vision to monitor driver status in real-time and identify fatigue risks.

For long-distance passenger transport, tour bus, and public transit operators, drivers are required to maintain focus over long periods, especially during night trips and intercity routes where driver fatigue can significantly increase the risk of traffic accidents.

A DMS (Driver Monitoring System) uses a camera installed inside the cabin to capture images of the driver's face and head, analyzing the following behaviors:

1.Eye Closure: Detects prolonged eye closure and abnormal blinking patterns.

2.Yawning Detection: Identifies fatigue signs such as frequent yawning.

3.Head Pose Detection: Recognizes abnormal postures such as head dipping or nodding off.

4.Gaze Monitoring: Tracks line-of-sight shifts and distraction.

5.Phone Use Detection: Identifies dangerous behaviors such as using a phone while driving.

When the system detects abnormal behaviors, it can trigger in-cabin voice alerts and upload alarm events alongside relevant data to the fleet management platform.

Therefore, driver fatigue detection not only helps drivers become aware of fatigue risks in a timely manner, but also enables fleet managers to detect dangerous behaviors earlier and take corrective interventions.

Driver Fatigue Detection for Bus Operators

Driver Fatigue is the Primary Factor in Passenger Bus Accidents

Fatigue driving and driver distraction are the major safety challenges facing passenger transportation. Passenger vehicles carry a large number of occupants, and any accident can lead to severe consequences.

According to 2024 traffic crash statistics released by the U.S. National Highway Traffic Safety Administration (NHTSA):

1.Total road traffic fatalities in the U.S. in 2024 reached 39,254.

2.Fatalities in crashes involving drowsy drivers totaled 644, accounting for 1.6% of total fatalities.

3.Fatalities in crashes involving distracted drivers totaled 3,208, accounting for 8.2% of total fatalities.


In Europe, survey data published by the European Transport Workers' Federation (ETF) in 2026 shows:

1.66% of surveyed bus and coach drivers reported regularly driving while fatigued.

2.One in four surveyed drivers reported having fallen asleep at the wheel while driving.

It should be noted that the above data represent accident statistics and driver self-reported surveys respectively, and cannot be directly equated to the exact proportion of passenger bus accidents caused by fatigue driving. However, they fully demonstrate the critical importance of driver fatigue management.

Traditional dashcams are primarily designed to record driving trips and generally cannot actively detect driver fatigue or distraction. For passenger transport operators, relying solely on manual inspections and post-event video reviews can no longer satisfy the active safety management requirements of modern fleets.


Features of Driver Monitoring System (DMS)

Feature

Detection Item

Value to Passenger Transport Enterprises

Fatigue Driving Detection

Prolonged eye closure, yawning

Timely identification of fatigue risks

Distracted Driving Detection

Gaze offset, abnormal head turning

Reduction of attention distraction

Phone Use Detection

Using a phone while driving

Standardization of driving behaviors

Smoking Detection

Smoking while driving

Strengthening of cabin management

Abnormal State Detection

Preset abnormal driving behaviors

Enhancement of safety monitoring capability

Event Recording & Alarms

Alarm timestamp and related video

Support for remote management and accident traceability


Y13: High-Definition Driver Monitoring Camera

When choosing driver fatigue detection equipment, image quality, night monitoring capabilities, installation flexibility, and compatibility with AI host units are all crucial considerations.

The Y13 (DSM-A720PS-Y13) is an HD camera designed for in-vehicle driver state monitoring applications, serving as the image acquisition device for DMS systems.

Y13 Detection Functions

1.Fatigue Driving Detection: Fatigue driving detection.

2.Smoking Detection: Smoking behavior detection.

3.Phone Call Detection: Making/receiving phone calls detection.

4.Distracted Driving Detection: Distracted driving detection.

5.Abnormal State Detection: Abnormal driver state detection.


Y13 Main Technical Specifications

Technical Parameter

Specification

Product Model

DSM-A720PS-Y13

Image Sensor

1/2.7-inch CMOS

Pixels

2 Megapixels

Video Output

AHD 720P

Resolution

1280 × 720

Frame Rate

25fps

Field of View (FOV)

Diagonal 65°, Horizontal 56°, Vertical 31°

Effective IR Distance

0–1.2 meters

Operating Voltage

DC 9–16V

Operating Temperature

-20℃ to 70℃

Power Consumption

Approx. 1.68W

Installation Method

3M adhesive mount or screw fixation


Why Choose YUWEI Y13?

HD Image Capture: Features a 2-megapixel CMOS sensor to provide clear image inputs for driver status recognition.

Adapted for Vehicle Environments: Supports a wide voltage input of DC 9–16V and operates across temperatures from -20℃ to 70℃, suitable for diverse vehicle environments.

Flexible Installation: Supports angle adjustment, allowing selection of appropriate installation positions based on different passenger vehicle cabin layouts.

Multi-Behavior Monitoring: Works in tandem with AI algorithms to achieve detection of fatigue, distraction, smoking, and mobile phone usage.

Note: The Y13 primarily handles image capture. Full AI recognition, voice alarms, event storage, and remote uploading require pairing with a compatible AI host, MDVR, and management platform.


Intelligent Fleet Management Solution for Passenger Transport

For large passenger transport enterprises, simply monitoring driver status is not enough. Companies also need real-time insight into vehicle positions, driving routes, interior conditions, and surrounding road risks.


The YUWEI Bus Fleet GPS Tracking Management System integrates DMS, ADAS, BSD, MDVR, GPS positioning, and a cloud management platform to deliver a comprehensive safety management solution for long-distance coaches, tour buses, and public transit vehicles.


Real-Time GPS Positioning & Route Tracking

Through GPS/BDS positioning and 4G communication, managers can:

1.View real-time vehicle locations.

2.Query historical driving tracks.

3.Monitor parking durations and operational status.

4.Set geofences.

5.Detect abnormal situations such as vehicle deviations from preset routes.


DMS Driver Status Monitoring

Utilizing in-vehicle DSM cameras, the system recognizes behaviors like fatigue, distraction, smoking, and phone usage. Working together with the onboard host, it enables local voice alerts, event logging, and remote uploads.


ADAS Forward Driving Assistance

Monitoring the road environment via a forward-facing camera, the system achieves the following functions based on system configuration:

1.Forward Collision Warning: Forward collision warning.

2.Lane Departure Warning: Lane departure warning.

3.Safe Following Distance Warning: Safe following distance warning.

4.Pedestrian Collision Warning: Pedestrian collision warning (depending on configuration).

While DMS primarily monitors the driver, ADAS focuses on the road ahead of the vehicle. Combining both provides more comprehensive active safety protection.


BSD Blind Spot Detection

Large buses are prone to visual blind spots during turns, lane changes, and reversing. The BSD system uses side-mounted cameras to monitor vehicles, pedestrians, and obstacles within specific blind spots, issuing alerts when risks are detected.


Multi-Channel Video Surveillance

By connecting cameras across the cabin, passenger area, doors, front/rear, and sides of the vehicle, multi-angle video monitoring is achieved.

Primary applications include:

1.Driver status monitoring.

2.Passenger area cabin monitoring.

3.Boarding and alighting door area monitoring.

4.Vehicle perimeter (front, rear, and sides) monitoring.

5.Historical video playback and event traceability.


Cloud Fleet Management Platform

Uploading vehicle video, positioning, and alarm data to the management platform via 4G/5G networks, the platform supports:

1.Real-time GPS positioning and historical track query.

2.Real-time video monitoring and video playback.

3.Fatigue driving and dangerous behavior alarms.

4.Driver behavior statistics.

5.Vehicle operational status monitoring.

6.Remote two-way voice intercom.

7.Emergency panic alerts and event logging.

Through a unified platform, fleet managers can simultaneously oversee driver status, vehicle location, and overall fleet operations.


Hardware Configuration for Passenger Transport Solutions

Recommended Hardware Configuration

Hardware Device

Main Function

DSM Camera Y13

Driver fatigue and abnormal behavior monitoring

F4 AI Mobile DVR

Multi-channel video capture, storage, and processing

ADAS Forward Camera

Forward collision and lane departure warnings

BSD Cameras

Vehicle side blind spot monitoring

Cabin Cameras

Passenger cabin area surveillance

Door Cameras

Passenger boarding and alighting area surveillance

Front/Rear/Side Cameras

Vehicle perimeter video surveillance

GPS/BDS Module

Real-time positioning and historical track logging

4G/5G Communication Module

Video and alarm data transmission

Display Monitor

Video display and alarm message viewing

Emergency Panic Button

Driver emergency SOS alert

Driver Identification Device

Driver identity verification

Additionally, storage devices, speakers, microphones, and communication antennas can be configured according to specific project requirements.


F4 AI MDVR

The YUWEI F4 AI Mobile DVR is a core component of professional passenger vehicle solutions.

According to product technical documentation, its key capabilities include:

1.Support for 4G and Wi-Fi communication.

2.Support for GPS/BDS dual-mode positioning.

3.Support for up to 6 channels of analog video input and 2 channels of 1080P HD video input.

4.Support for H.264/H.265 video compression.

5.Support for HDD/SSD and SD card storage.

6.Support for ADAS, BSD, and DSM intelligent monitoring.

7.Support for CAN bus data acquisition.

8.Support for remote video streaming, video playback, and downloading.

The F4 integrates multi-channel onboard video and intelligent monitoring data, making it suitable for large passenger vehicles requiring driver monitoring, passenger area surveillance, and vehicle perimeter monitoring.


Configuration Recommendations for Fleets of Different Scales

Basic Configuration: Small Tour Buses & Regional Passenger Vehicles

  • DSM driver monitoring camera.

  • 4G onboard video recording device.

  • GPS positioning module.

  • ADAS forward camera.

  • Local storage device.

  • In-cabin alert device.

Focuses primarily on implementing fatigue driving detection, GPS positioning, and abnormal behavior alarms.

Standard Configuration: Long-Distance Coaches & Airport Shuttle Fleets

1.DSM driver monitoring camera.

2.ADAS forward camera.

3.YUWEI V5 4G Fleet Dash Cam.

4.Passenger cabin monitoring camera.

5.GPS/BDS positioning module.

6.4G communication and cloud management platform.

7.Emergency panic button.

The V5 supports GPS/BDS positioning, 4G communication, up to 4 camera inputs, dual TF card storage, and ADAS/DSM features, making it ideal for fleets needing unified positioning and video surveillance.

Professional Configuration: Large Passenger Transport Groups & Double-Decker Tour Buses

1.DSM Camera Y13.

2.F4 AI Mobile DVR.

3.ADAS forward camera.

4.BSD blind spot monitoring cameras.

5.Passenger cabin, door, front, rear, and side cameras.

6.GPS/BDS positioning module.

7.4G/5G communication equipment.

8.Onboard display monitor.

9.Emergency panic button.

10.Driver identification device.

11.Cloud fleet management platform.

This complete tier achieves driver monitoring, multi-channel video recording, vehicle positioning, and centralized fleet management.

Actual hardware configurations should be confirmed based on vehicle interfaces, camera counts, storage requirements, and regional operating regulations.


How to Choose the Best Driver Fatigue Detection Solution?

For passenger transport operators, choosing the best driver fatigue detection solution requires comprehensive consideration of vehicle types, operating routes, driving hours, and fleet size.

If a company is primarily concerned with identifying fatigue driving, choosing a DSM camera paired with basic alert equipment may suffice. If the enterprise operates long-distance passenger lines, night buses, or large tour fleets, it is better suited for a comprehensive solution that integrates DMS, ADAS, BSD, MDVR, GPS/BDS, and a cloud management platform.

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Frequently Asked Questions (FAQ)

What is a passenger bus driver fatigue detection system?

It is an active safety system that uses in-vehicle cameras and AI computer vision recognition technology to monitor fatigue-related behaviors such as eye closure, yawning, and abnormal head pose, reminding drivers and fleet managers through voice alerts and remote management platforms.


How does a DMS camera detect driver fatigue?

DMS identifies fatigue-related actions by analyzing the driver's eye state, blink frequency, facial movements, and head pose. When preset alarm conditions are met, the system triggers an alert and logs the event.


What is the difference between DMS and ADAS?

DMS primarily monitors driver state, such as fatigue, distraction, and mobile phone usage; ADAS mainly monitors road risks ahead of the vehicle, such as forward collisions and lane departures. Combining the two provides more comprehensive driving safety protection.


What driver behaviors can the Y13 detect?

The YUWEI Y13 supports detection of fatigue driving, smoking, phone calling, distracted driving, and abnormal status, requiring usage alongside a compatible AI host unit and management platform.

Can the Y13 perform fatigue detection independently?

No, the Y13 cannot simply be viewed as a standalone AI detection system. It is primarily responsible for image acquisition; AI recognition, voice alarms, and remote data uploading require integration with a compatible AI algorithm host unit, MDVR, and cloud platform.

What monitoring equipment needs to be installed on passenger buses?

Common configurations include a DSM camera, ADAS forward camera, BSD blind spot cameras, MDVR, GPS/BDS positioning module, 4G communication hardware, cabin cameras, and a cloud management platform. The exact hardware count depends on the vehicle model and monitoring requirements.


Can DMS work at night?

Yes, by employing infrared fill light and camera sensors suited for night operations. The YUWEI Y13 product specifications list an effective infrared distance of 0–1.2 meters; actual recognition performance also depends on installation position, facial visibility of the driver, and algorithm configuration.


Can fleet managers monitor drivers remotely?

Yes. Through MDVR, GPS positioning, 4G/5G communication, and cloud platforms, management personnel can view vehicle locations, live video feeds, driver alarm events, and historical driving tracks.


Can DMS completely prevent traffic accidents?

No. DMS helps identify fatigue and dangerous driving behaviors, but it cannot eliminate all accident risks, nor can it replace reasonable scheduling, driver rest policies, and safety training programs.


Why do passenger transport enterprises need an integrated solution of DMS, GPS, and MDVR?

DMS monitors the driver, GPS tracks vehicle location, MDVR manages video recording and data transmission, while ADAS and BSD monitor risks on the road and around the vehicle perimeter. Integrating them enables enterprises to manage drivers, vehicles, and abnormal events far more comprehensively.


Which vehicles are YUWEI passenger fleet solutions suitable for?

Depending on project requirements, the solution can be applied to long-distance coaches, tour buses, airport shuttles, urban transit buses, double-decker buses, and other commercial passenger vehicles.


How do I choose the right DMS system for my fleet?

It is recommended to focus on vehicle type, fatigue detection capabilities, night monitoring performance, ADAS/BSD integration needs, video channel capacity, GPS positioning, remote communication, and platform management features.


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