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Pixying Behavior: A Versatile Real-Time and Post Hoc Automated Optical Tracking Method for Freely Moving and Head Fixed Animals

机译:烦人的行为:一种自由移动和头部固定的动物的多功能实时和事后自动光学跟踪方法

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摘要

Here, we describe an automated optical method for tracking animal behavior in both head-fixed and freely moving animals, in real time and offline. It takes advantage of an off-the-shelf camera system, the Pixy camera, designed as a fast vision sensor for robotics that uses a color-based filtering algorithm at 50 Hz to track objects. Using customized software, we demonstrate the versatility of our approach by first tracking the rostro-caudal motion of individual adjacent row (D1, D2) or arc whiskers (β, γ), or a single whisker and points on the whisker pad, in head-fixed mice performing a tactile task. Next, we acquired high-speed video and Pixy data simultaneously and applied the pixy-based real-time tracking to high-speed video data. With this approach, we expand the temporal resolution of the Pixy camera and track motion (post hoc) at the limit of high-speed video frame rates. Finally, we show that this system is flexible: it can be used to track individual whisker or limb position without any sophisticated object tracking algorithm, it can be used in many lighting conditions including infrared (IR); it can be used to track head rotation and location of multiple animals simultaneously. Our system makes behavioral monitoring possible in virtually any biological setting.
机译:在这里,我们描述了一种自动光学方法,可以实时和离线地跟踪固定和自由移动的动物中的动物行为。它利用了现成的摄像头系统Pixy摄像头,该摄像头被设计为机器人的快速视觉传感器,该摄像头使用基于颜色的50 Hz滤波算法来跟踪物体。使用定制软件,我们通过首先跟踪单个相邻行(D1,D2)或弧须(β,γ)或单个晶须和晶须垫上点的头部的尾状尾运动来证明我们方法的多功能性固定的老鼠执行触觉任务。接下来,我们同时获取了高速视频和Pixy数据,并将基于pixy的实时跟踪应用于高速视频数据。通过这种方法,我们扩展了Pixy摄像机的时间分辨率,并在高速视频帧速率的限制下跟踪运动(事后)。最后,我们证明了该系统的灵活性:无需任何复杂的对象跟踪算法即可将其用于跟踪各个晶须或四肢的位置,并可在包括红外(IR)在内的许多照明条件下使用;它可用于同时跟踪多个动物的头部旋转和位置。我们的系统几乎可以在任何生物学环境中进行行为监控。

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