郭烈

个人信息Personal Information

副教授

博士生导师

硕士生导师

性别:男

毕业院校:吉林大学

学位:博士

所在单位:机械工程学院

学科:车辆工程. 载运工具运用工程

办公地点:海涵楼417A

联系方式:15524800674

电子邮箱:guo_lie@dlut.edu.cn

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Study on pedestrian detection and tracking with monocular vision

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论文类型:会议论文

发表时间:2010-11-02

收录刊物:EI、Scopus

页面范围:466-470

摘要:Pedestrian detection is a rapidly evolving topic in many computer vision applications such as intelligent vehicle, surveillance and advanced robotics. The pedestrian collision avoidance not only requires detection of pedestrian but also requires prediction by tracking to analyze its dynamics and behaviors. The objective of this paper is to provide a method realizing pedestrian detection and tracking based on monocular vision. The first part of the paper is to detect pedestrian from the image. Both the rectangle features and edge orientation features are calculated by integral image techniques and Adaboost is used to fulfill discriminative features selection and classifiers training. The second part contains a pedestrian tracking method based on Kalman filtering. Experiments are performed to test and verity the pedestrian detection and tracking method under normal urban environments. The experiment results show that the method can detect and track pedestrian ahead of vehicle with different sizes and postures. ? 2010 IEEE.