Eyeris Technologies Inc. announced its collaboration with Texas Instruments on an industry-first in-cabin sensing AI solution, using TI's Jacinto TDA4 processors and 2D RGB-IR image sensors, at the Consumer Electronics Show 2021. D3 Engineering designs products and integrates technologies from TI and the company using its DesignCore platform to show this advanced in-cabin monitoring solution for autonomous and highly automated vehicles. This fully integrated in-cabin sensing AI solution will be demonstratable to select customers. The TDA4 SoC processor enables efficient inference of the Eyeris deep neural network (DNN) portfolio from multiple RGB-IR cameras simultaneously. This complete in-cabin monitoring solution, integrated into the D3 Engineering DesignCore platform is designed for rugged, field-deployable and production-intent units. In addition, RGB-IR image sensors are quickly becoming an industry requirement because of their unique ability to accurately capture the in-cabin space under the widest range of lighting conditions. Eyeris DNNs are carefully designed for functional safety standards, flexible camera placements, and efficient inference on low-power edge processors. Eyeris in-cabin sensing portfolio of AI algorithms includes driver monitoring system and occupant monitoring system features that adhere to global NCAP requirements.