Scaling In-Cabin Safety: From Sensors to System-Level Integration
Scale in-cabin safety with AI, multi-modal sensing, and system-level integration. Insights from Magna and Brighter Signals on data, architecture, and safety.
Why Context Matters More Than Detection in Driver Monitoring
Most driver monitoring systems are built on rule-based logic and fixed thresholds.
These approaches are straightforward to implement and validate, but they struggle to capture the variability of real-world driving. The same behaviour can represent very different levels of risk depending on vehicle dynamics, road environment, and task load.
From Monitoring to Understanding: The Next Phase of In-Cabin Safety
Discover how Smart Eye is tackling the shift from driver monitoring to full cabin understanding and adaptive safety systems at InCabin USA 2026.
Real-Time In-Cabin Safety in Software-Defined Vehicles
In-cabin safety is shifting to integrated, AI-driven systems that interpret occupant behaviour in real time to improve safety and experience.
Is Cabin Lighting Now a Safety‑Critical System?
Why cabin lighting is becoming a safety-critical system for driver monitoring, occupant sensing, and AI-powered in-cabin safety technologies.
Engineering for Adaptability: Lessons from China’s Fastest-Moving Automotive Market with Autoliv
In this interview, Autoliv shares insights on how its engineering teams are meeting the challenges of integration, functional safety, and user-centric design — and why collaboration platforms like InCabin are vital for advancing innovation and ensuring the future of safe, adaptive mobility.
Roundtables at InCabin USA 2025: Safety, Sensing & System Architecture
Ahead of InCabin USA 2025, we spotlight unmissable roundtables that will shape the conversation around the future of vehicle safety and compute infrastructure.