A Genetic Particle Filter for Moving Object Tracking

Ming-Che Ho, C. Chiang, Yu-Long Chen
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引用次数: 9

Abstract

Among the many techniques for tracking moving objects, the particle filter strongly attracts the researchers and developers for its simplicity and effectiveness. Two major problems suffered from the particle filter are the slow tracking speed caused by the examination of a large number of randomly generated particle samples and the position drifting of the tracked object caused by the interference from outlier particle samples. This paper proposes an improved solution to the above problems. Several experiments are conducted to verify the improvements over the conventional particle filter method.
运动目标跟踪的遗传粒子滤波
在众多跟踪运动物体的技术中,粒子滤波以其简单、有效的特点受到了研究人员的广泛关注。粒子滤波存在的两个主要问题是由于检测大量随机生成的粒子样本导致跟踪速度慢,以及由于离群粒子样本的干扰导致被跟踪对象的位置漂移。本文针对上述问题提出了一种改进的解决方案。通过实验验证了该方法对传统粒子滤波方法的改进。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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