Title :
Two-stage pedestrian classification in automotive radar systems
Author :
Heuel, Steffen ; Rohling, Hermann
Author_Institution :
Dept. of Telecommun., Hamburg Univ. of Technol., Hamburg, Germany
Abstract :
Road and city traffic is dangerous for all car drivers and especially for pedestrians. Latest accident statistics [1] show that in 25% of all accidents pedestrians are involved. It is therefore important to protect especially those vulnerable traffic participants, e.g. by acoustic alarm signals or outside airbags, in case of an unavoidable accident. 24 GHz radar sensors with their all-weather capability are already in use in vehicles, and have great advantages compared with other automotive sensor systems. It has been described in [2], how the Doppler spectrum and the range profile are analyzed in a target recognition system for pedestrian detection. To increase the probability of correct classification, additional signal features have to be used. Also, a very fast target recognition system is required to respond and react quickly in dangerous situations. This paper is focused on a two-stage target classification system. Initially, the Doppler spectrum and range profile are extracted from the radar echo signal and applied in the recognition system. In a second step, additional features are calculated from the tracker which are fed back to the target recognition system to improve the system performance and to increase the probability of correct classification.
Keywords :
Doppler radar; object detection; pattern classification; radar signal processing; road traffic; road vehicle radar; sensors; target tracking; Doppler spectrum extraction; accident statistics; all-weather capability; automotive radar system; city traffic; frequency 24 GHz; pedestrian detection; radar echo signal; radar sensor; range profile extraction; road traffic; target recognition system; two-stage pedestrian classification; two-stage target classification system; Accidents; Doppler effect; Feature extraction; Radar; Target recognition; Target tracking; Vehicles;
Conference_Titel :
Radar Symposium (IRS), 2011 Proceedings International
Conference_Location :
Leipzig
Print_ISBN :
978-1-4577-0138-2