Intelligent perception technology of sensors in autonomous vehicles has been deeply integrated with the algorithm of autonomous driving.This paper provides a survey of the impact of sensing technologies on autonomous ...Intelligent perception technology of sensors in autonomous vehicles has been deeply integrated with the algorithm of autonomous driving.This paper provides a survey of the impact of sensing technologies on autonomous driving,including the intelligent perception reshaping the car architecture from distributed to centralized processing and the common perception algorithms being explored in autonomous driving vehicles,such as visual perception,3D perception and sensor fusion.The pure visual sensing solutions have shown the powerful capabilities in 3D perception leveraging the latest self-supervised learning progress,compared with light detection and ranging(LiDAR)-based solutions.Moreover,we discuss the trends on end-to-end policy decision models of high-level autonomous driving technologies.展开更多
文摘Intelligent perception technology of sensors in autonomous vehicles has been deeply integrated with the algorithm of autonomous driving.This paper provides a survey of the impact of sensing technologies on autonomous driving,including the intelligent perception reshaping the car architecture from distributed to centralized processing and the common perception algorithms being explored in autonomous driving vehicles,such as visual perception,3D perception and sensor fusion.The pure visual sensing solutions have shown the powerful capabilities in 3D perception leveraging the latest self-supervised learning progress,compared with light detection and ranging(LiDAR)-based solutions.Moreover,we discuss the trends on end-to-end policy decision models of high-level autonomous driving technologies.
