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Ember: Outdoor Fire Detection for Mission Sites
Fire and early-smoke detection tuned for outdoor fuel, logistics, and perimeter monitoring — now shipping with live demos and an active builder challenge.
Innomium Vision Team · July 8, 2026
Outdoor fire detection fails when models are trained only on controlled indoor flames. Ember targets the scenes operators actually worry about: forecourts, loading bays, storage yards, and perimeter lines.
Performance snapshot
- 90% accuracy on outdoor fire and smoke validation splits
- 19MB ONNX for edge deployment
- Browser demo for rapid evaluation by safety teams
Active challenge
The Ember Outdoor Fire Challenge on Innomium Arena invites builders to expand labeled outdoor data and push recall on hard negatives — glare, rain, and partial occlusion.
This is how we keep mission models honest: public benchmarks, open weights, and continuous improvement from the builder network.