Paper Title:
Study on Pedestrian Detection Method Based on HOG Features and SVM
  Abstract

The research of pedestrian detection ahead of vehicle is the front direction in the field of vehicle safety assistant driving at present. The method of SVM pedestrian detection based on HOG features is studied in this paper. Firstly, the histograms of oriented gradient features between pedestrian and non-pedestrian samples are extracted. Then the features are used as an input vector of SVM algorithm, getting pedestrian classifier with a higher recognition by training. Finally the trained classifier is loaded into the online pedestrian detection system to detect the transport road image. The experimental results show that the algorithm can effectively identify the different scales and attitude pedestrian in complex background.

  Info
Periodical
Advanced Materials Research (Volumes 268-270)
Edited by
Feng Xiong
Pages
1786-1791
DOI
10.4028/www.scientific.net/AMR.268-270.1786
Citation
H. Y. Xi, Z. T. Xiao, F. Zhang, "Study on Pedestrian Detection Method Based on HOG Features and SVM", Advanced Materials Research, Vols. 268-270, pp. 1786-1791, 2011
Online since
July 2011
Export
Price
$32.00
Share

In order to see related information, you need to Login.

In order to see related information, you need to Login.

Authors: Hong Wang, Xian Li, Shuang Liu
Abstract:Design and implement a car license plate identification system with the applications of Viola and Jones algorithm. This algorithm which is...
588
Authors: Yan Xi Zhang, Xiang Dong Gao
Machine Vision
Abstract:Pedestrian detection, which has a wide application in surveillance, advanced robotics, and especially intelligent vehicles, is an important...
877
Authors: Li Juan Duan, Ze Cheng Sun, Chun Peng Wu, Xue Bin Wang, Zhen Yang, Jian Li
Chapter 15: Automation Technology
Abstract:In this paper, a method of detecting adult images based on AdaBoost was proposed. We focused on the detection of the adult images that have...
1693
Authors: Zhong Hao Bai, Zhi Peng Ding, Qiang Yan
Chapter 1: Mechanical Engineering
Abstract:In order to improve automobile active safety performance, and reduce the traffic accidents between pedestrians and vehicles, a pedestrian...
118
Authors: Chih Hsien Hsia, Jen Shiun Chiang, Chin Yi Lin
Chapter 7: Contemporary Development for Optical Engineering, Image Processing, Quality and Analysis, Measurement, Instrumentation and Detection Technologies
Abstract:In this study, we propose a new solution based on Adaboost algorithm and Back Propagation Network (BPN) of Neural Network (NN) combining...
1309