Driver monitoring systems have become integral for ensuring road safety and improving the driving experience. These systems, which detect driver impairment like drowsiness or distraction, play a crucial role in accident prevention. However, as the automotive industry progresses, the demand for advanced safety features, such as adaptive restraint systems, is growing. These systems require sophisticated solutions to accurately assess occupants’ positions and deploy restraints accordingly. In this context, various camera technologies emerge with different solutions. The vision for future in-cabin sensing involves developing comprehensive solutions that not only address driver monitoring needs but also cater to the requirements of adaptive restraint systems. By leveraging innovative approaches, our goal is to create a robust single-camera solution for all in-cabin applications that enhances safety and redefines the driving experience.