HFR Driver Feedback System
AI Human Form Recognition Cameras
for Safer Fleets
Intelligent pedestrian detection for plant, HGVs and commercial fleets operating in high-risk environments.
AGL's Human Form Recognition (HFR) cameras use AI to detect people around vehicles and machinery. Clear visual and audible in-cab alerts help operators spot blind-spot risks and respond sooner.
Detection
Driver Alerts
Awareness
Safety
What Is Human Form Recognition?
Smarter Pedestrian Detection Around Vehicles and Plant
Human Form Recognition uses AI cameras to detect people in selected risk areas around vehicles and plant. The camera analyses video to recognise human form rather than treating every nearby object as the same hazard. It can then warn the operator when someone enters a monitored zone.
HFR is useful around excavators, dumpers, telehandlers, HGVs and specialist vehicles. Blind spots, reversing and work near ground crews can all increase risk.
HFR gives operators extra awareness. It does not replace mirrors, observation, risk assessments, training or safe systems of work.

Human-Focused Detection
AI analyses camera images to identify people within configured areas around the vehicle.
Real-Time Warnings
Operators can receive visual and audible warnings when a person is detected.
Configured Risk Zones
Coverage can be designed around vehicle blind spots and operational requirements.
More Relevant Alerts
Human recognition helps avoid treating every static object as a pedestrian risk.
How HFR Works
From Human Detection to Driver Warning
HFR monitors selected areas around a vehicle. It alerts the operator when it detects a person in a configured zone.
1. Monitor
AI cameras monitor selected areas around the vehicle or machine.
2. Analyse
The system analyses the camera image for human form.
3. Detect
A person entering the configured detection area is identified.
4. Alert
Visual and audible warnings draw the operator's attention.
5. Respond
The operator can assess the situation and take safe action.
HFR Camera Configuration
4-Camera or 5-Camera HFR Systems for Specialist Plant
Compatible plant can use a four-camera or five-camera HFR system. Where suitable, the setup can use existing vehicle cameras. Dedicated HFR cameras and driver monitoring can be added as required.

4-Camera Configuration
A dedicated front camera can work with compatible factory-fitted rear and side cameras. Together, they provide four monitored views around the machine.
5-Camera Configuration
The five-camera option adds an interior dome camera to the four-camera setup. This provides driver monitoring where required.
Configured In-Cab Display
Camera views can appear in a consistent order: front, rear, left, right and driver. This gives the operator a familiar layout.
Vehicle and plant layouts vary. Final camera positions, compatibility with factory-fitted cameras and the required HFR configuration are confirmed during specification and professional installation.
Recording & Connected Evidence
Add Multi-Camera Recording, GPS and Remote Access
Pair HFR with a compatible AGL MDVR to add video recording and vehicle data. Authorised fleet teams can then review the available evidence.


Driver Feedback
Clear Visual and Audible Alerts Inside the Cab
When HFR detects a person in a monitored area, it can alert the driver or plant operator. The in-cab monitor shows the relevant camera view. An audible warning draws attention to the potential hazard.
This extra warning can help when manoeuvring large vehicles or plant. Operators often need to watch mirrors, camera views and nearby activity at the same time.
Detection Zones & Blind Spots
Configure HFR Around Your Vehicle and Working Environment
No single camera layout suits every machine. The right HFR setup depends on the vehicle, existing cameras and working environment. It should focus on areas where people and moving vehicles are most likely to meet.

Target High-Risk Areas
Place cameras where visibility is limited or pedestrians are more likely to be nearby.
- Rear and side blind spots
- Areas affected by reversing movements
- Working zones beside plant and machinery
- Approach areas around specialist vehicles
Build the Right Configuration
AGL can specify a camera layout for each vehicle instead of using one setup across the whole fleet.
- HGV and specialist commercial vehicle options
- Excavators, dumpers and telehandlers
- Four-camera and expanded camera configurations
- Driver monitoring and recording options where required
External Pedestrian Warning
Thumbs Up LED Safety Indicator
The external red and green LED indicator adds a visual signal outside the cab. It can be useful where workers regularly approach plant or commercial vehicles.
The display shows ground workers the configured vehicle status before they approach. This can help operators and pedestrians communicate in busy or noisy areas.
Connected AGL Fleet Technology
HFR Can Form Part of a Wider Fleet Safety System
HFR can work alongside other fleet safety technology. AGL can combine cameras, recording, tracking and AI tools to suit your operation.
The setup depends on your fleet. Connected systems can help you review incidents, understand vehicle activity and manage safety requirements.
Fleet Camera Systems
Build wider vehicle visibility and incident evidence around your fleet requirements.
Explore cameras →MDVR Multi-Camera
Connect multiple camera channels through a mobile digital video recording system.
Explore MDVR →AI Fleet Technology
Explore intelligent fleet safety tools for drivers, vehicles and operational teams.
Explore AI technology →Fleet Tracking
Combine vehicle location, journey and telematics information with wider fleet technology.
Explore tracking →High-Risk Industries
HFR Camera Systems for Fleets Working Around People
HFR is useful where people work close to large vehicles and specialist machinery, especially when blind spots increase risk.
Construction & Plant
Support safer operation around excavators, dumpers, telehandlers and site vehicles.
Waste & Recycling
Improve awareness where refuse vehicles, loaders and people operate close together.
Rail & Engineering
Add pedestrian awareness around specialist rail vehicles, plant and infrastructure operations.
Utilities & Infrastructure
Help protect mobile teams working around vehicles, equipment and active sites.
Quarries & Aggregates
Improve operator awareness around heavy plant, haul roads and people working on quarry sites.
Logistics & Depots
Support safer interaction between forklifts, vehicles and pedestrians in busy yards and depots.
Why HFR?
Better Awareness Around High-Risk Vehicle Movements
HFR offers more than another camera view. It helps operators recognise when someone enters a monitored area around the vehicle.
Protect Drivers & Ground Workers
Add another layer of awareness where vehicles and people work in close proximity.
Improve Blind-Spot Awareness
Camera coverage helps operators monitor areas that can be difficult to see directly.
Make Alerts More Relevant
Human-focused detection can reduce unnecessary warnings caused by many non-human objects.
Support Safer Manoeuvring
Give operators additional warning information during reversing and other high-risk movements.
Configure Around Your Fleet
Build the camera and warning setup around vehicle type, risk and operating environment.
Connect Wider Safety Technology
Combine HFR with compatible cameras, recording, telematics and fleet technology where required.
Frequently Asked Questions
HFR Human Form Recognition Camera FAQs
Common questions about HFR cameras, AI pedestrian detection, driver warnings, plant safety and connected vehicle technology.
What is an HFR camera?
HFR stands for Human Form Recognition. Its cameras use AI to detect people in configured areas around a vehicle or machine. The system can then warn the operator.
How is HFR different from a standard vehicle camera?
A standard camera shows video. HFR also analyses the image to recognise people in selected areas. It can warn the operator when it detects someone.
How does HFR alert the driver or plant operator?
Depending on the setup, the operator can see a warning on the in-cab monitor and hear an alert when HFR detects a person.
Can HFR help reduce unnecessary alerts?
HFR is designed to tell people apart from many other objects. This can make warnings more relevant than alerts for every nearby object. Performance depends on the equipment, installation and conditions.
Which vehicles can HFR be fitted to?
HFR can suit excavators, dumpers, telehandlers, HGVs and other specialist vehicles. Camera positions depend on the vehicle and its operating risks.
Can HFR detection areas be configured around my vehicle?
Yes. Detection areas can be configured to suit the vehicle. Coverage depends on the equipment, camera positions and installation requirements.
What is the HFR Thumbs Up safety indicator?
The external red and green LED indicator shows a visual status signal to people near the vehicle or machine. It can help workers understand the configured status before approaching.
Can HFR integrate with other AGL fleet technology?
AGL can combine HFR with compatible cameras, recording, tracking and other fleet technology. Available integrations depend on the equipment and setup.
Does HFR replace normal site safety procedures?
No. HFR helps operators but does not replace safe systems of work, risk assessments, training, observation or other required safety controls.
Can HFR be supplied as a 4-camera or 5-camera system?
Yes. Compatible specialist plant can use four or five cameras. The five-camera option can add an interior dome camera for driver monitoring. AGL confirms compatibility and camera positions for each machine.
Can HFR use factory-fitted vehicle cameras?
Yes, on compatible machines. HFR can use suitable factory-fitted rear and side cameras alongside dedicated cameras. AGL checks compatibility during specification.
Can HFR footage be recorded through an MDVR?
Yes, with a compatible MDVR. Supported setups can record multiple 1080P camera channels and link video with GPS, G-sensor and other vehicle data for review.
Does AGL provide UK-wide HFR installation and support?
Yes. AGL Vehicle Solutions provides professional installation and ongoing fleet technology support across the UK.
Ready to Improve Vehicle & Site Safety?
Build the Right HFR System for Your Operation
Speak to AGL about HFR cameras, pedestrian detection and connected safety technology for your vehicles and plant.
