TY - GEN
T1 - An effective pedestrian detection method for driver assistance system
AU - Byun, Keun Yung
AU - Kim, Bo Sang
AU - Kim, Hyo Kak
AU - Shin, Jeong Eun
AU - Ko, Sung Jea
PY - 2012
Y1 - 2012
N2 - A driver assistance system typically adopts the wide-angle camera to obtain a wide-view image. However, the wide-angle camera often produces radial distortion. Since the conventional training-based pedestrian detection method uses distortion-free training samples, it is not suitable for distorted images. In this paper, we propose an effective pedestrian detection method that divides pedestrian training samples into several classes according to the amount of radial distortion, and trains each class separately. Likewise, a test image is divided into sub-regions and detection is performed for each sub-region separately. Experimental results show that our approach provides better performance compared to the conventional method.
AB - A driver assistance system typically adopts the wide-angle camera to obtain a wide-view image. However, the wide-angle camera often produces radial distortion. Since the conventional training-based pedestrian detection method uses distortion-free training samples, it is not suitable for distorted images. In this paper, we propose an effective pedestrian detection method that divides pedestrian training samples into several classes according to the amount of radial distortion, and trains each class separately. Likewise, a test image is divided into sub-regions and detection is performed for each sub-region separately. Experimental results show that our approach provides better performance compared to the conventional method.
UR - http://www.scopus.com/inward/record.url?scp=84863385535&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=84863385535&partnerID=8YFLogxK
U2 - 10.1109/ICCE.2012.6161841
DO - 10.1109/ICCE.2012.6161841
M3 - Conference contribution
AN - SCOPUS:84863385535
SN - 9781457702310
T3 - Digest of Technical Papers - IEEE International Conference on Consumer Electronics
SP - 229
EP - 230
BT - 2012 IEEE International Conference on Consumer Electronics, ICCE 2012
T2 - 2012 IEEE International Conference on Consumer Electronics, ICCE 2012
Y2 - 13 January 2012 through 16 January 2012
ER -