Thesis Nest built a real-time TSR system that detects, classifies, and tracks road signs from dashcams/CCTV to power driver-assist alerts and infrastructure analytics. Optimized for small, distant signs, it handles night, rain, glare, and regional icon sets.
Highlights:
- Multi-stage DL pipeline (detector → classifier/OCR → tracker)
- Edge-first deployment (Jetson/IPC) or cloud GPU
- Sub-second latency with live overlays & APIs
- Country profiles (km/h / mph), configurable alerts, searchable event logs
- Privacy by design: on-prem processing, minimal data retention
Impact: Safer driving, better speed compliance, and actionable route insights—without replacing your existing cameras.
