Smart Traffic
Edge AI Traffic Classification for Smart Cities
On-device vehicle classification and junction analytics for Malaysian smart cities, built for outdoor tropical conditions.
The Problem
Manual traffic counts are periodic and expensive, leaving city planners with stale or incomplete data.
Junction congestion and incidents are often reported by the public well after they start, not detected in real time.
Cloud-based video analytics for every junction camera becomes bandwidth- and cost-prohibitive at city scale.
Our Approach
- On-device inference classifies vehicles (car, motorcycle, heavy vehicle, bus) and counts flow per lane in real time, without streaming continuous video to the cloud.
- Junction-level analytics support congestion monitoring and give planners a continuous dataset instead of periodic manual counts.
- Same hybrid edge/cloud architecture as our Edge AI Camera line — real-time decisions at the edge, historical analysis and model updates in the cloud.
- Hardware designed for tropical outdoor conditions, variable power, and 4G/LTE backhaul where fibre isn't available.
- Feeds the same IOC dashboard as our other smart city modules, alongside smart parking and environmental data.
Use Cases
Vehicle Classification & Counts
Continuous, per-lane vehicle type and volume data.
Junction Analytics
Congestion patterns to support infrastructure and signal-timing planning.
Incident Signals
Anomaly detection at junctions surfaced to the operations dashboard.
Frequently Asked Questions
What does Cre8 IOT's smart traffic system measure?+
Our Edge AI cameras classify vehicles by type (car, motorcycle, heavy vehicle, bus) and count traffic flow per lane in real time, plus surface junction-level congestion patterns — all processed on-device rather than streamed continuously to the cloud.
Why use edge processing instead of sending video to the cloud for traffic analysis?+
Edge processing avoids the bandwidth and storage costs of streaming continuous video from every junction camera, and it keeps working over constrained 4G/LTE backhaul where fibre isn't available — which matters at city scale in Malaysia.
How does smart traffic data get used by city operators?+
Traffic classification and junction analytics feed into the same IOC (Intelligent Operations Center) dashboard used across our smart city modules, so operators see traffic alongside parking and environmental data in one place.
Talk to our team
Tell us about your smart traffic project — we'll follow up directly.