DocumentCode
1835147
Title
Cost-effective camera based ground truth for indoor localization
Author
Becker, Daniel ; Thiele, Fabian ; Sawade, Oliver ; Radusch, Ilja
Author_Institution
Daimler Center for Automotive Inf. Technol. Innovations (DCAITI), Berlin, Germany
fYear
2015
fDate
7-11 July 2015
Firstpage
885
Lastpage
890
Abstract
One of the key requirements for the evaluation of indoor localization systems is an accurate and reliable ground truth. Existing ground truth systems are often expensive due to high hardware cost and complex deployment. In this work, we present a simple yet highly accurate approach for a cost-effective ground truth system based on off-the-shelf infrastructure cameras and printable markers. We developed a marker detection algorithm and systematic 3-layer projection approach between multiple coordinate systems which achieves a median accuracy of 0.48cm, 0.05 degrees and a minimum accuracy of 0.75cm, 0.27 degrees for 2D position and orientation.
Keywords
cameras; edge detection; mobile robots; robot vision; 2D orientation; 2D position; 3-layer projection approach; complex deployment; cost-effective camera based ground truth; hardware cost; indoor localization system evaluation; marker detection algorithm; median accuracy; multiple coordinate systems; off-the-shelf infrastructure cameras; printable markers; Accuracy; Cameras; Image edge detection; Measurement uncertainty; Robot kinematics; Vehicles;
fLanguage
English
Publisher
ieee
Conference_Titel
Advanced Intelligent Mechatronics (AIM), 2015 IEEE International Conference on
Conference_Location
Busan
Type
conf
DOI
10.1109/AIM.2015.7222650
Filename
7222650
Link To Document