WiseCam:明智地调整无线泛倾斜相机的成本效益的移动对象跟踪

Jinlong E, Lin He, Zhenhua Li, Yunhao Liu
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引用次数: 1

摘要

由于具有理想的运动目标跟踪功能,无线平移摄像机能够在日益多样化的监控环境中发挥关键作用。然而,今天的平移相机在跟踪像人类这样频繁移动的物体时往往表现不佳——它们容易失去物体的视线,并带来过度的机械旋转,这对那些能量有限的户外场景尤其有害。最先进的跟踪方法的低效和高成本根源于它们坚持行业的简单原则,这导致了它们的无状态性质,仅基于最新的目标检测执行框架旋转。为了解决这些问题,我们设计并实现了WiseCam,它明智地调整了平移倾斜相机,以最大限度地减少机械旋转成本,同时保持长期的目标跟踪。我们通过在两种不同电机的平移相机上进行实验来检验WiseCam的性能。结果表明,WiseCam在跟踪时间和功耗方面都明显优于最先进的跟踪方法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
WiseCam: Wisely Tuning Wireless Pan-Tilt Cameras for Cost-Effective Moving Object Tracking
With desired functionality of moving object tracking, wireless pan-tilt cameras are able to play critical roles in a growing diversity of surveillance environments. However, today's pan-tilt cameras oftentimes underperform when tracking frequently moving objects like humans – they are prone to lose sight of objects and bring about excessive mechanical rotations that are especially detrimental to those energy-constrained outdoor scenarios. The ineffectiveness and high cost of state-of-the-art tracking approaches are rooted in their adherence to the industry's simplicity principle, which leads to their stateless nature, performing gimbal rotations based only on the latest object detection. To address the issues, we design and implement WiseCam that wisely tunes the pan-tilt cameras to minimize mechanical rotation costs while maintaining long-term object tracking. We examine the performance of WiseCam by experiments on two types of pan-tilt cameras with different motors. Results show that WiseCam significantly outperforms the state-of-the-art tracking approaches on both tracking duration and power consumption.
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