Warehouse forklift
Forklift enters → Timer runs → Event
Source & credits
Footage: Oğuzhan Önal and Emre Dandıl, Video Dataset for Safe and Unsafe Behaviours, CC BY 4.0. Resized and annotated; audio removed. Replay details. Watch source video.
ZONE DWELL MONITORING
How long
inside the zone?
Time vehicles, forklifts & people.
Mark a zoneCount timeGet an event
Source & credits
Footage: Ramon Sanchez-Iborra and co-authors, Multi-perspective Traffic Video Recording, Scenario 3 roadside camera (no-fall recording), CC BY 4.0. Excerpted, resized, sampled and annotated; audio removed. Recorded for research, with no customer relationship or endorsement implied. No camera stabilisation or animated crop applied. Replay details. Watch source video.
REAL VIDEO DEMOS
See it in action.
Fixed cameras. Marked zones. Two-second demo threshold.
Fixed-camera loading aisle
Inside the loading zone → Time counts
Source & credits
Footage: NVIDIA, PhysicalAI-SmartSpaces, Warehouse_026 Camera_0001, CC BY 4.0. Resized and annotated; audio removed. Replay details. Watch source video.
People and forklifts
People & forklifts → Separate timers
Source & credits
Footage: NVIDIA, PhysicalAI-SmartSpaces, Warehouse_026 Camera_0002, CC BY 4.0. Resized and annotated; audio removed. Replay details. Watch source video.
No endorsement or customer relationship is implied.
YOUR ZONES. YOUR THRESHOLDS.
Mark. Time. Review.
Mark an area
Choose the part of the view that matters.
Set a threshold
Decide how long is too long.
Review the event
See which object reached the threshold.
How timing works & limitations
These fixed-camera clips have no panning, tilting or zooming. They run the forklift and general detectors together, followed by the same dwell rules used by camera sources. Each clip has a visibly marked zone and a short 2-second demonstration threshold. Dwell counts only while the bottom-centre marker of a detected object is inside the zone. The timer resets on an observed exit or missed observation. The footage demonstrates road-vehicle, forklift and person dwell. Evaluate site suitability using representative fixed-camera footage from your operation. These are evaluation examples, not accuracy or throughput benchmarks.
Dwell measures observed presence, including stationary objects. It does not confirm loading completion, driver identity, a handover, or an SLA breach. Handover reasoning and logistics-system integration require an agreed project scope.
Tracking is local to one camera and can split or switch IDs during occlusion, crowded movement or poor visibility. Missing observations restart the timer; time before the first detection is unknown. Test camera placement, sampling and thresholds using representative footage.
Processing runs on compatible customer hardware. Per-camera licensing applies; setup, integration and custom rules are scoped separately. This capability is for operational review and is not a certified safety system.