3D multi-car tracking based on monocular video

Paris Kaimakis, S. I. Hill, W. Fitzgerald, J. Bacon
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引用次数: 1

Abstract

We propose a system that can reliably track multiple cars in congested traffic environments. Our system's key basis is the implementation of a sequential Monte Carlo algorithm, which introduces robustness against problems arising due to the proximity between vehicles. By directly modelling occlusions and collisions between cars we obtain promising results on an urban traffic dataset. Extensions to this initial framework are also suggested.
基于单目视频的3D多车跟踪
我们提出了一种能够在拥挤的交通环境中可靠地跟踪多辆汽车的系统。我们的系统的关键基础是实现了一个顺序蒙特卡罗算法,该算法引入了鲁棒性,以防止由于车辆之间的接近而产生的问题。通过直接模拟车辆之间的遮挡和碰撞,我们在城市交通数据集上获得了有希望的结果。还建议对这个初始框架进行扩展。
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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