Multi-class precision
Separate NMS per class prevents cars from suppressing buses or trucks in overlapping traffic lanes.
Innomium Vision · Edge YOLO
Vehicle detection
built for the road.
Vantage is Innomium's cutting-edge YOLO model for multi-class vehicle detection — very light, very strong, and tuned for highways, intersections, and high-throughput traffic scenes with 93% accuracy.
- Accuracy
- 93%
- Model size
- 19 MB
- Runtime
- Edge / Browser
Live detection
Urban traffic · Multi-class vehicles
Proven performance
From raw scene to classified vehicles.
Vantage detects cars, buses, trucks, and motorcycles with per-class NMS and TTA consensus — keeping counts accurate even in busy traffic.
TTA confidence boost
Horizontal-flip test-time augmentation merges views and boosts scores when both agree on a detection.
Edge-ready ONNX
A compact ~19 MB model deploys on roadside cameras, toll systems, and in-browser demos without a GPU farm.
Capabilities
Traffic intelligence, without the overhead.
4 vehicle classes
Detects bus, car, truck, and motorcycle with class-aware remapping and per-class post-processing tuned for validator scoring.
Ultra-light ONNX
~19 MB footprint runs on CPU via ONNX Runtime Web in the browser or on edge hardware at the camera.
False-positive control
Box sanity filters, per-class hard NMS, and confidence thresholds reduce spurious detections in complex road scenes.
Privacy-first demo
Inference runs entirely in your browser. Frames never leave your device — ideal for regulated traffic and surveillance pilots.
Use cases
Where Vantage delivers.
Traffic monitoring
Vehicle counts, lane occupancy, and flow analysis on highways and arterials.
Intersections & toll plazas
Classify vehicle types at gates, toll booths, and busy city intersections.
Yards & depots
Track trucks, buses, and cars across loading bays and fleet staging areas.
Smart mobility
Power traffic analytics, congestion alerts, and multimodal counting pipelines.
Interactive demo
Upload your own scene.
Run the production ONNX model in your browser — TTA and per-class NMS included.
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Detection JSON
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Deploy Vantage in your traffic stack.
Very light. Very strong. 93% accuracy on the road. Multi-class vehicle detection for highways, toll systems, and edge deployments that need reliable counts by vehicle type.