Embedded vision systems are revolutionizing autonomous vehicles and traffic management by enabling real-time data processing and enhanced decision-making capabilities. These advanced systems combine computer vision, AI, and embedded hardware to interpret road conditions, recognize obstacles, and optimize traffic flow. With the ability to process visual data instantly, they play a pivotal role in improving safety, reducing traffic congestion, and enhancing overall transportation efficiency. As autonomous vehicles become more integrated into everyday life, embedded vision technology will be key in shaping smarter, safer, and more sustainable urban mobility solutions.