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Towards a Rodent Tracking and Behaviour Detection System in Real Time

机译:实时建立啮齿动物追踪和行为检测系统

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To analyze rodent behaviors in non-conditioned animal models is an important task that enables a researcher to elaborated conclusions about the effects in the behavior after drug application. Because the amount of data generated in the use of this kind of test, an automatized system that can record these behaviors becomes relevant. There are several proposals aiming at identifying and tracking the rodent in the open field maze, however, behavior identification is a highly desirable feature that is not included. Other works can identify behaviors, but due to high computational costs, special computers or devices are required. In this work, we propose an automatic system based on features computed by a stochastic filter that allows the development of rules to detect specific behaviors exhibited in the open field maze. We demonstrate that it is possible to track a rodent and identify behaviors in real-time (30 fps) and also in high speed (>100Hz) without the need of powerful devices or special conditions for the environment.
机译:分析非条件动物模型中的啮齿动物行为是一项重要任务,它使研究人员能够详细阐述有关药物应用后行为影响的结论。由于使用这种测试产生的数据量很大,因此可以记录这些行为的自动化系统变得很重要。有几种提议旨在识别和跟踪野外迷宫中的啮齿动物,但是,行为识别是非常需要的特征,没有包括在内。其他作品可以识别行为,但是由于计算成本高,需要特殊的计算机或设备。在这项工作中,我们提出了一个基于由随机滤波器计算的特征的自动系统,该系统允许制定规则以检测在开放领域迷宫中表现出的特定行为。我们证明,无需强大的设备或环境的特殊条件,就可以实时(30 fps)以及高速(> 100Hz)跟踪啮齿动物并识别行为。

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