Title :
Real-Time SLAM with a High-Speed CMOS Camera
Author :
Gemeiner, Peter ; Ponweiser, Wolfgang ; Einramhof, Peter ; Vincze, Markus
Author_Institution :
Vienna Univ. of Technol., Vienna
Abstract :
A typical task in mobile robotics or augmented reality applications is self-localization in an unknown environment. In the robotics community the localization and mapping of the unknown environment is called SLAM (simultaneous localization and mapping). Important constraints in SLAM using visual input are real-time processing and robustness against motion blur or jitter. The contribution of this paper is in enhancing the performance of a well known SLAM method using a high-speed CMOS camera. Benefits of this camera are that it allows fast image processing, little motion blur and low localization uncertainty. SLAM performance with a high-speed camera is demonstrated on a robotic arm. The result of the experiments is that for SLAM applications in robotics, where the motion is not smooth, the high-speed CMOS camera is a more suitable sensor than a standard CCD camera.
Keywords :
SLAM (robots); cameras; image motion analysis; jitter; mobile robots; robot vision; robust control; sensors; high-speed CMOS camera; image processing; jitter; low localization uncertainty; mobile robot; motion blur; real-time SLAM; robotic arm; robustness; self-localization; sensor; simultaneous localization and mapping; Augmented reality; CMOS image sensors; Cameras; Charge-coupled image sensors; Jitter; Mobile robots; Robot sensing systems; Robot vision systems; Robustness; Simultaneous localization and mapping;
Conference_Titel :
Image Analysis and Processing, 2007. ICIAP 2007. 14th International Conference on
Conference_Location :
Modena
Print_ISBN :
978-0-7695-2877-9
DOI :
10.1109/ICIAP.2007.4362795