占用网格映射
计算机科学
稳健性(进化)
行人
移动机器人
跟踪(教育)
计算机视觉
人工智能
行人检测
跟踪系统
机器人
网格
航向(导航)
作者
Feng-Min Chang,Feng-Li Lian
出处
期刊:Society of Instrument and Control Engineers of Japan
日期:2012-10-04
卷期号:: 1558-1563
被引量:3
摘要
Autonomous mobile robots manipulating in human environments with the information about where the service target is and in which direction the target is heading typically can improve their interaction behaviors. By providing the capability of tracking the target pedestrian in an appropriate manner, the robot can assist people in various ways under different environments. In this paper, a pedestrian tracking system for indoor single laser range finder mounted robot is presented. The polar occupancy grid based DATMO system critically increases the performance of pedestrian detection. The multiple hypothesis tracking algorithm (MHT) is chose to perform robust pedestrian tracking. The key contribution of paper is the combination of polar grid based DATMO system and MHT which enhances the reliability and robustness of the pedestrian tracking especially when the target moves in complex motion patterns. Several experimental results will be shown to demonstrate the benefits of the proposed idea.
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