DocumentCode :
497563
Title :
Evidence based evaluation method for grid-based environmental representation
Author :
Grabe, Baerbel ; Ike, Thorsten ; Hoetter, Michael
Author_Institution :
Inst. of Innovation-Transfer, Univ. of Appl. Sci. & Arts Hannover, Hannover, Germany
fYear :
2009
fDate :
6-9 July 2009
Firstpage :
1234
Lastpage :
1240
Abstract :
Future driver assistance applications and safety systems require a high reliable and comprehensive description of the surrounding environment. The quality of this environmental description depends on the accuracy, reliability and the interpretation of the sensor´s measurements. In this paper an evaluation method is introduced based on two quality metrics derived from the Dempster-Shafer theory. Applying these quality metrics different inverse sensor models are evaluated and compared in order to determine which inverse sensor model represents the most reliable and the most comprehensive interpretation, which application area (near, middle, far field) is optimal and which discrepancy to an optimal representation is achieved.
Keywords :
driver information systems; inference mechanisms; safety systems; sensor fusion; Dempster-Shafer theory; driver assistance; evidence based evaluation method; grid-based environmental representation; inverse sensor models; safety systems; Art; Environmentally friendly manufacturing techniques; Inverse problems; Layout; Navigation; Object detection; Safety; Sensor fusion; Sensor phenomena and characterization; State estimation; Data fusion; evidence theory; occupancy grid; sensor evaluation;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Information Fusion, 2009. FUSION '09. 12th International Conference on
Conference_Location :
Seattle, WA
Print_ISBN :
978-0-9824-4380-4
Type :
conf
Filename :
5203655
Link To Document :
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