Title :
Evaluation of fisheye-camera based visual multi-session localization in a real-world scenario
Author :
Muehlfellner, Peter ; Furgale, Paul ; Derendarz, Wojciech ; Philippsen, Rolland
Author_Institution :
Group Res., Volkswagen AG, Wolfsburg, Germany
Abstract :
The European V-Charge project seeks to develop fully automated valet parking and charging of electric vehicles using only low-cost sensors. One of the challenges is to implement robust visual localization using only cameras and stock vehicle sensors. We integrated four monocular, wide-angle, fisheye cameras on a consumer car and implemented a mapping and localization pipeline. Visual features and odometry are combined to build and localize against a keyframe-based three dimensional map. We report results for the first stage of the project, based on two months worth of data acquired under varying conditions, with the objective of localizing against a map created offline.
Keywords :
SLAM (robots); electric vehicles; image sensors; mobile robots; pose estimation; European V-Charge project; Visual SLAM; consumer car; electric vehicle charging; fisheye camera evaluation; fully automated valet parking; localization pipeline; mobile robots; pose estimation; real-world scenario; robust visual localization; simultaneous localization and mapping; stock vehicle sensors; visual multisession localization; Cameras; Measurement; Robustness; Simultaneous localization and mapping; Vehicles; Visualization;
Conference_Titel :
Intelligent Vehicles Symposium (IV), 2013 IEEE
Conference_Location :
Gold Coast, QLD
Print_ISBN :
978-1-4673-2754-1
DOI :
10.1109/IVS.2013.6629447