Internal Productvision
Innomium Sentinel
Compact person-detection skill for dense scenes — public ONNX package with a live browser demo.
Accuracy: ~92% (protocol)Size: 19 MBFormat: ONNX
Vision research program
Making every camera intelligent.
Innomium builds edge vision models that turn raw frames into reliable detections for mission-critical environments.
Research-grade evaluationProduction-minded engineeringResponsible handover
Delivery layers, public artifacts, and evaluation notes for this program. Published metrics follow Innomium protocols — validate on your own data before production use.
Delivery layers
From evaluation through inference — how this program is built and shipped.
1
Evaluation & Data
Benchmark datasets, hackathon tasks, and scene-specific tuning pipelines.
2
Training & Distillation
YOLO-based training with TTA and domain adaptation.
3
Edge Inference Stack
ONNX export and browser-native runtime under 20MB.
4
Mission Applications
Sentinel, Vantage, and Ember for production deployment.
Why Innomium Vision
Specialized skill sets
Object detection and edge deployment expertise.
Production-ready models
Live Hugging Face demos with documented metrics.
Efficient development
Compact architectures for CPU and edge.
Global builder network
Hackathon pipelines improve benchmarks.
Vision releases
Internal Productvision
Innomium Vantage
Vehicle-detection skill for roadways and logistics scenes — compact ONNX with a public demo.
Accuracy: ~93% (protocol)Size: ~19 MBFormat: ONNX
Internal Productvision
Innomium Ember
Outdoor fire and smoke detection skill — public demo and edge-oriented ONNX packaging.
Accuracy: ~90% (protocol)Size: 19 MBFormat: ONNX
Vision Arena challenge history
Closed challenge families from our public Arena program. Browse live Arena listings for current rules and leaderboards.
closedvision
Vantage Highway Detection Sprint
Completed Apr 2026 · 96 participants
View Arena challengesclosedvision
Sentinel Crowd Benchmark
Completed Mar 2026 · 128 participants · integrated into Sentinel QA
View Arena challengesVision insights
View all updatesFrequently Asked Questions
Sentinel, Vantage, and Ember on Hugging Face.
Partner with Innomium on Vision
Whether you need evaluation, adaptation, or production integration — start with the operating constraint.