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AI detection · Abandoned object detection

Abandoned object detection

A bag left behind? We notice. Abandoned object detection flags unattended bags and packages the moment they separate from their carrier and stay unclaimed past a configurable dwell time.

  • Bags or packages separated from the person who was carrying them
  • Objects remaining unclaimed past a configurable dwell-time…
  • Unattended items in lobbies, entrances, and public waiting areas
Camera view of a lobby with an unattended bag highlighted by a detection bounding box
Abandoned object detection

This capability detects and alerts on:

  • • Bags or packages separated from the person who was carrying them
  • • Objects remaining unclaimed past a configurable dwell-time threshold
  • • Unattended items in lobbies, entrances, and public waiting areas
  • • Objects left in transit hubs, stations, or other high-traffic public areas
  • • Repeated abandonment activity at the same location over time
  • • A timestamped clip showing exactly when and where the item was left

Why abandoned object detection matters

An unattended bag in a busy lobby, station, or waiting area is a genuine security concern, but it's also easy to miss. Guards watching a floor in person can't track every bag in a crowded space continuously, and a package that's been sitting alone for several minutes doesn't stand out visually unless someone is specifically looking for it.

The legacy fallback is a staff member or bystander noticing and reporting it, or a security operator spotting it while reviewing footage after the fact across dozens of camera feeds. Both depend on someone happening to pay attention to the right frame at the right time, which does not scale as the number of cameras and the size of the space grows.

Continuous AI monitoring solves this by tracking the association between a person and what they're carrying automatically, the moment it starts a dwell timer as soon as separation happens. The alert fires when the object crosses the configured threshold, no one has to have been watching that exact spot for it to be caught.

Diagram showing an object separating from its carrier and a dwell timer counting toward an alert threshold
Carrier-object association

How it works

Associating an object with its carrier

Built on multi-object tracking, the model associates carried objects with the person holding them, maintaining that link frame over frame as they move through the scene.

The dwell timer

When an object separates and its carrier moves away, a dwell timer starts on the object. If it remains stationary and unclaimed past the configured threshold, an alert fires with the object's location, a clip of the moment it was left, and the elapsed dwell time.

Alert delivery

Alerts route through the platform's notification system for the assigned guard to investigate.

Configuration

Abandoned object detection is enabled per camera or zone. Configurable options include:

  • • Dwell-time threshold before an alert fires
  • • Object types monitored, e.g. bags, boxes, packages
  • • Zone-specific thresholds, e.g. shorter in high-security areas
  • • Notification window per camera: notifications only in the hours you set
  • • Per-camera instance licensing
Configuration panel showing dwell-time threshold and monitored object types for a camera zone
Dwell-time configuration
Facility map showing abandoned object detection coverage across lobbies and entrances
Public space monitoring

Common scenarios

  • • A transit station platform where an unattended bag sits past the dwell threshold
  • • An airport or event venue lobby with high foot traffic and many bags in transit
  • • A bank lobby where a package left near a teller line triggers immediate review
  • • A campus building entrance monitored for unattended items after hours
  • • A government building checkpoint with a short dwell threshold for heightened security
  • • A retail store where an abandoned shopping bag sits unclaimed near an exit

In a patrol round

During a virtual patrol round, an unresolved abandoned object at a monitored location contributes to the compliance assessment at that camera stop and is logged alongside the checklist results in the patrol report.

FAQ

Frequently asked questions

The system tracks the moment an object separates from the person who was carrying it and starts a configurable dwell timer. If the object remains unclaimed past that threshold, an alert fires, filtering out items briefly set down and immediately picked back up.

The model relies on multi-object tracking to associate an object with the person who dropped it, which holds up in moderately busy areas. Very dense crowds can reduce tracking confidence, and confidence scores are included on every alert so a reviewer can judge reliability.

Bags, boxes, and packages that separate from their carrier and remain stationary and unclaimed past the configured dwell time. The threshold and object types monitored are configurable per site.

The base detection flags anything that separates from its carrier and stays unclaimed past the dwell threshold. Zones with expected drop-off activity, such as a loading dock or a designated parcel area, can be configured with a longer threshold or excluded from monitoring so routine deliveries don't generate alerts.

It's set per camera or zone based on how sensitive that area needs to be. Security teams commonly use a shorter threshold in high-security zones like transit platforms or government checkpoints, and a longer one in general public areas like a lobby or waiting room.

Motion and zone intrusion detection respond to people or objects moving through or into an area. Abandoned object detection specifically tracks the association between a person and the object they were carrying, and times how long that object stays unclaimed once separated, a different mechanism aimed at a different problem.

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