The integration of advanced camera embedded systems is revolutionizing autonomous transportation by enhancing vehicle perception and decision-making capabilities. These sophisticated systems provide real-time, high-definition imaging that allows self-driving cars to navigate complex environments with precision. By leveraging cutting-edge technologies like AI and machine learning, these camera systems enable vehicles to detect obstacles, recognize traffic signals, and assess road conditions with remarkable accuracy. As autonomous transportation continues to evolve, camera embedded systems will play a pivotal role in improving safety, reliability, and efficiency, paving the way for smarter, safer, and more efficient transportation networks worldwide.