DocumentCode
2904588
Title
Analysis and assessment of far infrared sensor performance parameters and their impact on pedestrian detection
Author
Franz, Stefan ; Schweiger, Roland ; Löhlein, Otto ; Kroschel, Kristian
Author_Institution
Group Res., Daimler AG, Ulm, Germany
fYear
2010
fDate
19-22 Sept. 2010
Firstpage
119
Lastpage
124
Abstract
In this contribution four different far infrared sensor setups with different optical configurations are evaluated based on their performance for pedestrian detection. The focus of the measurements is on the impact of resolution and sensitivity on the detection performance. To overcome the expensive and time consuming process of ground truth generation for multiple sensors, an approach for reusing available high sensitivity reference data is presented. Each of the sensors is evaluated at its basic and two simulated resolutions. Classifiers are trained on specially transformed reference data with characteristics of sensors with degraded performance parameters. For the evaluation of the classifiers, data of real world road scenarios is collected with the target sensors mounted in parallel in a test vehicle, following a detailed script for recording a pedestrian scene test catalogue. This allows for a direct analysis and comparison of the different sensors and their impact on the detection performance.
Keywords
image classification; infrared imaging; object detection; sensor fusion; traffic engineering computing; transportation; classifiers evaluation; far infrared sensor performance parameters; ground truth generation; multiple sensors; pedestrian detection; pedestrian scene test catalogue; sensitivity reference data; Finite impulse response filter; Image sensors; Optical imaging; Optical sensors; Sensitivity; Sensor phenomena and characterization;
fLanguage
English
Publisher
ieee
Conference_Titel
Intelligent Transportation Systems (ITSC), 2010 13th International IEEE Conference on
Conference_Location
Funchal
ISSN
2153-0009
Print_ISBN
978-1-4244-7657-2
Type
conf
DOI
10.1109/ITSC.2010.5625274
Filename
5625274
Link To Document