TY - GEN
T1 - Specific Shape Feature for Fast Pedestrian Detection in Cascade Way
AU - He, Yuqing
AU - Yang, Tao
AU - Lu, Ya
AU - Liu, Mingqi
AU - Zhai, Xiangyang
N1 - Publisher Copyright:
© 2018 IEEE.
PY - 2018/9/20
Y1 - 2018/9/20
N2 - A113 various effective pedestrian detection methods have been put forward, it is still a challenging work to detect people with accuracy and speed. This paper proposed a fast pedestrian detector with novel features and effective classifier. Firstly, the shape based luminance comparison (SLC) features were proposed, which can represent the image information well, and compute fast. Secondly, the random trees classifier was trained in a cascade way, which also can reduce compute time. Additionally, several implementation strategies were employed to improve the performance of our detector. This method is evaluated on challenging dataset which demonstrated some improvements to the state of the art of pedestrian detector method.
AB - A113 various effective pedestrian detection methods have been put forward, it is still a challenging work to detect people with accuracy and speed. This paper proposed a fast pedestrian detector with novel features and effective classifier. Firstly, the shape based luminance comparison (SLC) features were proposed, which can represent the image information well, and compute fast. Secondly, the random trees classifier was trained in a cascade way, which also can reduce compute time. Additionally, several implementation strategies were employed to improve the performance of our detector. This method is evaluated on challenging dataset which demonstrated some improvements to the state of the art of pedestrian detector method.
KW - cascade
KW - pedestrian detection
KW - random trees classifier
KW - shape based luminance comparison
UR - http://www.scopus.com/inward/record.url?scp=85055687691&partnerID=8YFLogxK
U2 - 10.1109/IMCEC.2018.8469565
DO - 10.1109/IMCEC.2018.8469565
M3 - Conference contribution
AN - SCOPUS:85055687691
T3 - Proceedings of 2018 2nd IEEE Advanced Information Management, Communicates, Electronic and Automation Control Conference, IMCEC 2018
SP - 335
EP - 339
BT - Proceedings of 2018 2nd IEEE Advanced Information Management, Communicates, Electronic and Automation Control Conference, IMCEC 2018
A2 - Xu, Bing
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 2nd IEEE Advanced Information Management, Communicates, Electronic and Automation Control Conference, IMCEC 2018
Y2 - 25 May 2018 through 27 May 2018
ER -