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Real-time Multicopter Detection Using Pixel-level Digital Filters for Frame-Interpolated High-frame-rate Images

机译:使用像素级数字滤波器对帧插值高帧率图像进行实时多直升机检测

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This study proposes a fast algorithm for vision-based vibration source localization that can detect vibration sources at hundreds of Hertz by inspecting time-varying brightness signals at each pixel in high frame rate (HFR) images. Our algorithm can significantly reduce the computational complexity of pixel-level digital filters for vibration source localization by virtually adjusting the sampling rate to twice the vibration frequency of a target object to be tracked using downsampled HFR images with frame interpolation. We confirmed that a target object vibrating at 200 Hz or less can be localized in real time with pixel-level digital filters using$pmb{512}imes pmb{512}$images at 1000 fps without degrading the filter properties when our algorithm was implemented by software on a personal computer. The effectiveness of our algorithm was demonstrated by showing the experimental results for a flying multicopter with four dual-blade propellers rotating at 95 rps in an outdoor location.
机译:这项研究提出了一种基于视觉的振动源定位的快速算法,该算法可以通过检查高帧频(HFR)图像中每个像素的时变亮度信号来检测数百赫兹的振动源。我们的算法可以通过将采样率虚拟地调整为使用带帧插值的下采样HFR图像跟踪的目标对象的振动频率的两倍,从而显着降低用于振动源定位的像素级数字滤波器的计算复杂性。我们确认,可以使用像素级数字滤波器实时地以200 Hz或以下的频率振动定位目标物体。 $ \ pmb {512} \倍\ pmb {512} $ 当我们的算法由个人计算机上的软件实现时,可以在1000 fps的速度下拍摄图像而不会降低滤镜属性。我们的算法的有效性通过展示在室外位置使用四台双叶片螺旋桨以95 rps旋转的飞行多旋翼飞机的实验结果来证明。

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