Pixel-based motion detection fires on rain, headlights, shadows crossing a yard and a plastic bag. After two weeks of that nobody looks at the alerts, and the system is functionally switched off while still appearing to work.
North York mixes commercial office, institutional and remnant industrial along the 401 and Allen corridors, with Downsview in long transition. A high proportion of work here is retrofit into occupied buildings, where the practical constraints are working hours, tenant disruption and what can be run through an existing ceiling without opening it up.
Occupied-building retrofit is the norm. Install sequencing and after-hours access tend to drive the schedule more than the equipment does.
Analytics running on the camera cost no bandwidth and no server, and scale linearly as cameras are added — but they are fixed to that camera's capability. Server-side analytics allow richer search across the whole system and retrospective re-analysis, at the cost of hardware and network. Most commercial sites are best served by edge classification for alarms and server-side search for investigations.
Any analytic needs a settling period per scene — masking a flag, excluding the road beyond the fence, setting a loiter threshold that suits how your yard actually operates. A system handed over without that period generates false alarms and gets ignored, which is the same as not having it.
Plate recognition depends on the angle to the plate, the vehicle's speed and controlled infrared illumination — not on the analytics engine. Beyond roughly 30 degrees off-axis, accuracy degrades quickly. A general-purpose camera pointed at a gate will disappoint; a dedicated LPR camera at the right angle, shutter speed and IR wavelength will read reliably day and night. Budget one camera for plates and a separate one for the overview scene.
Specified by pixel density, not by megapixels
Read more →Retention you can actually prove, on hardware built for it
Read more →Credentials that cannot be copied in a parking lot
Read more →Protection on day one, before there is power or a fence
Read more →Someone watching, not just something recording
Read more →Under controlled conditions — a dedicated camera, a constrained lane, a reasonable angle and proper IR — it is reliable enough to drive gates and yard logs. Applied to a general camera watching a wide entrance, it is not. The install geometry matters more than the software.
No, but object classification removes the overwhelming majority of them — weather, light changes and animals. What remains is people and vehicles where they should not be, which is the alarm you wanted in the first place.
With server-side analytics, yes — by object type and attributes such as colour, across weeks. It turns a multi-hour scrub into a query, which is usually the moment a client realizes what the system is for.
Occupied-building retrofit is the norm. Install sequencing and after-hours access tend to drive the schedule more than the equipment does. North York mixes commercial office, institutional and remnant industrial along the 401 and Allen corridors, with Downsview in long transition.