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A Probability-Based Algorithm Using Image Sensors to Track the LED in a Vehicle Visible Light Communication System

机译:基于概率的算法使用图像传感器跟踪车辆可见光通信系统中的LED

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摘要

This paper proposes a probability-based algorithm to track the LED in vehicle visible light communication systems using a camera. In this system, the transmitters are the vehicles’ front and rear LED lights. The receivers are high speed cameras that take a series of images of the LEDs. The data embedded in the light is extracted by first detecting the position of the LEDs in these images. Traditionally, LEDs are detected according to pixel intensity. However, when the vehicle is moving, motion blur occurs in the LED images, making it difficult to detect the LEDs. Particularly at high speeds, some frames are blurred at a high degree, which makes it impossible to detect the LED as well as extract the information embedded in these frames. The proposed algorithm relies not only on the pixel intensity, but also on the optical flow of the LEDs and on statistical information obtained from previous frames. Based on this information, the conditional probability that a pixel belongs to a LED is calculated. Then, the position of LED is determined based on this probability. To verify the suitability of the proposed algorithm, simulations are conducted by considering the incidents that can happen in a real-world situation, including a change in the position of the LEDs at each frame, as well as motion blur due to the vehicle speed.
机译:本文提出了一种基于概率的算法,利用摄像头跟踪车辆可见光通信系统中的LED。在此系统中,发射器是车辆的前后LED灯。接收器是高速相机,可拍摄一系列LED图像。通过首先检测这些图像中LED的位置来提取嵌入光中的数据。传统上,LED是根据像素强度检测的。然而,当车辆行驶时,LED图像中出现运动模糊,使得难以检测LED。特别是在高速下,某些帧会高度模糊,这使得无法检测LED以及提取嵌入在这些帧中的信息。所提出的算法不仅依赖于像素强度,而且依赖于LED的光流以及依赖于从先前帧获得的统计信息。基于该信息,计算像素属于LED的条件概率。然后,基于该概率确定LED的位置。为了验证所提出算法的适用性,通过考虑现实情况下可能发生的事件进行仿真,包括每帧LED位置的变化以及由于车速引起的运动模糊。

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