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Public research release

Innomium Vantage

Vehicle-detection skill for roadways and logistics scenes — compact ONNX with a public demo.

Research-grade evaluationProduction-minded engineeringResponsible handover
Internal Productvision

About this release

Vantage is an internal product: a sub-20MB ONNX vehicle detector with ~93% accuracy on Innomium highway validation splits. Site acceptance still requires your held-out scenes.

This item is labeled by project type so internal products and technical demonstrations are never confused with approved client case studies. Published metrics follow Innomium evaluation protocols — validate on your own data before production use.

Need to adapt this release to your environment?

We partner on evaluation, adaptation, integration, and production handover — starting from operating constraints, not a slide deck.

Built for accountable delivery

Clear scope. Technical evidence. A team that can ship.

We begin with the operating constraint, agree on what success looks like, and build a delivery path your technical and business teams can review.

01

Defined outcomes

Scope, constraints, milestones, and decision owners before build work starts.

02

Evidence at every stage

Evaluation plans, working artifacts, and reviewable technical decisions—not presentation-only progress.

03

Production handover

Integration, observability, documentation, and an operating path for the teams who own the result.