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Video Analytics and Licence Plate Recognition · Markham

Video Analytics and Licence Plate Recognition in Markham

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.

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20+years in the field
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HomeLocationsMarkham › Video Analytics and Licence Plate Recognition
Underground parking structure at night
REC 00:00:00
CAM 01Parking Lot
Local conditions

Analytics and LPR for Markham sites

Markham's employment base skews toward technology and electronics rather than heavy industry, which changes what the security system is being asked to do. The valuable items are portable and the premises are usually multi-tenant office or flex space. Access records, after-hours entry logging and server-room control carry more weight than yard perimeter coverage — and IT departments here tend to have strong opinions about what goes on their network, which is worth accommodating at design rather than arguing about at install.

What that means for Analytics and LPR

Portable high-value equipment in multi-tenant buildings with shared common areas. Access control audit trails and interior coverage are usually the priority.

Employment areas we work in around Markham: Markham Industrial Park, Milliken, Denison Street corridor, Woodbine 404 corridor.

What we do

Detail that changes the outcome

Edge or server

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.

Expect tuning, not magic

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.

LPR is a geometry problem before it is a software problem

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.

Markham employment areas

Markham Industrial ParkMillikenDenison Street corridorWoodbine 404 corridor

Other systems in Markham

Analytics and LPR in Markham

How accurate is licence plate recognition?

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.

Will analytics stop false alarms completely?

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.

Can we search old footage for a specific vehicle?

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.

Why does Markham need a different approach?

Portable high-value equipment in multi-tenant buildings with shared common areas. Access control audit trails and interior coverage are usually the priority. Markham's employment base skews toward technology and electronics rather than heavy industry, which changes what the security system is being asked to do.

Analytics and LPR nearby

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