Title :
An Autonomous Driving System for Unknown Environments Using a Unified Map
Author :
Inwook Shim ; Jongwon Choi ; Seunghak Shin ; Tae-Hyun Oh ; Unghui Lee ; Byungtae Ahn ; Dong-Geol Choi ; Shim, David Hyunchul ; In So Kweon
Author_Institution :
Dept. of Electr. Eng., Korea Adv. Inst. of Sci. & Technol., Daejeon, South Korea
Abstract :
Recently, there have been significant advances in self-driving cars, which will play key roles in future intelligent transportation systems. In order for these cars to be successfully deployed on real roads, they must be able to autonomously drive along collision-free paths while obeying traffic laws. In contrast to many existing approaches that use prebuilt maps of roads and traffic signals, we propose algorithms and systems using Unified Map built with various onboard sensors to detect obstacles, other cars, traffic signs, and pedestrians. The proposed map contains not only the information on real obstacles nearby but also traffic signs and pedestrians as virtual obstacles. Using this map, the path planner can efficiently find paths free from collisions while obeying traffic laws. The proposed algorithms were implemented on a commercial vehicle and successfully validated in various environments, including the 2012 Hyundai Autonomous Ground Vehicle Competition.
Keywords :
automobiles; collision avoidance; control engineering computing; intelligent transportation systems; mobile robots; pedestrians; 2012 Hyundai autonomous ground vehicle competition; autonomous driving system; collision-free paths; future intelligent transportation systems; onboard sensors; pedestrians; prebuilt maps; self-driving cars; traffic laws; traffic signals; traffic signs; unified map; unknown environments; virtual obstacles; Cameras; Detection algorithms; Laser radar; Mobile robots; Roads; Sensors; Vehicles; Autonomous driving system; autonomous vehicle; detection for traffic information; local map representation;
Journal_Title :
Intelligent Transportation Systems, IEEE Transactions on
DOI :
10.1109/TITS.2015.2389237