TY - GEN
T1 - An experimental study on pedestrian classification using local features
AU - Paisitkriangkrai, Sakrapee
AU - Shen, Chunhua
AU - Zhang, Jian
PY - 2008
Y1 - 2008
N2 - This paper presents an experimental study on pedestrian detection using state-of-the-art local feature extraction and support vector machine (SVM) classifiers. The performance of pedestrian detection using region covariance, histogram of oriented gradients (HOG) and local receptive fields (LRF) feature descriptors is experimentally evaluated. The experiments are performed on both the benchmarking dataset used in [1] and the MIT CBCL dataset. Both can be publicly accessed. The experimental results show that region covariance features with radial basis function (RBF) kernel SVM and HOG features with quadratic kernel SVM outperform the combination of LRF features with quadratic kernel SVM reported in [1].
AB - This paper presents an experimental study on pedestrian detection using state-of-the-art local feature extraction and support vector machine (SVM) classifiers. The performance of pedestrian detection using region covariance, histogram of oriented gradients (HOG) and local receptive fields (LRF) feature descriptors is experimentally evaluated. The experiments are performed on both the benchmarking dataset used in [1] and the MIT CBCL dataset. Both can be publicly accessed. The experimental results show that region covariance features with radial basis function (RBF) kernel SVM and HOG features with quadratic kernel SVM outperform the combination of LRF features with quadratic kernel SVM reported in [1].
UR - http://www.scopus.com/inward/record.url?scp=51749107665&partnerID=8YFLogxK
U2 - 10.1109/ISCAS.2008.4542024
DO - 10.1109/ISCAS.2008.4542024
M3 - Conference contribution
SN - 9781424416844
T3 - Proceedings - IEEE International Symposium on Circuits and Systems
SP - 2741
EP - 2744
BT - 2008 IEEE International Symposium on Circuits and Systems, ISCAS 2008
T2 - 2008 IEEE International Symposium on Circuits and Systems, ISCAS 2008
Y2 - 18 May 2008 through 21 May 2008
ER -