Validating in-cabin monitoring systems raises essential questions across the system lifecycle. From development to integration to regulatory compliance, how do we ensure consistency and readiness for real-world use? This session explores the validation process through the lens of data — its generation, quality, and role in meeting diverse stakeholder needs. We have heard about using synthetic data for training, but how consistent and valid is synthetic data for validation? We’ll examine how robust validation pipelines can go beyond regulations to ensure systems that, not only comply, but also perform reliably for the end user.

Key questions that will be addressed:

• When it comes to in-cabin monitoring systems, is validation the same thing for all stakeholders in the lifecycle?
• How can you ensure that in-cabin monitoring systems comply with requirements during development and integration and at the same time comply with regulations at the end of the process?
• Do you have the final user in mind when you validate the system in different stages?
• Are we closer to some kind of standardization? Can we cover all in-cabin use cases, including different types of sensors?