Poultry tracking system with camera using particle filters

Toshiyuki Fujii, H. Yokoi, T. Tada, Kotaro Suzuki, K. Tsukamoto
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引用次数: 11

Abstract

We developed a poultry tracking system for analyzing the behavior of poultry infected with avian influenza using a camera. The trackers employed in our system robustly track poultry that make contact and occlude each other in a narrow isolator during infection experiment using a particle filtering algorithm. This system has two kinds of trackers: poultry trackers and the exploring trackers. We used one poultry tracker for each target in the isolator. An exploring tracker searches and corrects a poultry tracker that failed. Further, complete overlap among trackers is avoided marking tracker positions on an image. We evaluated this system using 5 min video data on 10 healthy poultry. The results showed that our system can recognize and track poultry effectively; however, the durations for which poultry were tracked were not sufficient.
家禽跟踪系统与相机使用粒子过滤器
我们开发了一种家禽跟踪系统,用于用摄像机分析感染禽流感的家禽的行为。该跟踪器采用粒子滤波算法对感染实验中在狭窄隔离箱内相互接触和遮挡的家禽进行鲁棒跟踪。该系统有两种跟踪器:家禽跟踪器和探索性跟踪器。我们对隔离器中的每个目标使用了一个家禽追踪器。探索跟踪器搜索并纠正失败的家禽跟踪器。此外,避免了在图像上标记跟踪器位置的跟踪器之间的完全重叠。我们使用10只健康家禽的5分钟视频数据对该系统进行了评估。结果表明,该系统能够有效地识别和跟踪家禽;然而,对家禽进行追踪的时间是不够的。
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