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Fast tracking of moving objects using single-pixel imaging

机译:使用单像素成像快速跟踪移动物体

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摘要

Successive images of a scene are captured and then further processed to achieve the moving object tracking. However, due to modulation rate limitations of the spatial light modulator in single-pixel imaging (SPI) system, the imaging frame rate cannot meet the high-resolution and real-time requirements for object tracking. In this paper, we demonstrate a fast object tracking technique based on SPI with an ultra-low sampling rate that is independent of imaging. We construct modulation information that satisfies the projection conditions and can transform 2D images into 1D projection curves. The 1D projection curves, which provide the location information of the moving object, can be obtained with high resolution in real-time, and then the tracking of the moving object is realized. A background subtraction technique for tracking moving objects that removes static components from a scene is also proposed. The proposed technique is verified by computational simulations and laboratory experiments. In the laboratory experiments, we demonstrate that the proposed method can be used to track moving objects with less than 0.2% of the measurements established by the Nyquist criterion, and it presents 256x256 pixels at similar to 177 fps. The reported technique accelerates the tracking speed of SPI and provides an efficient strategy for remote sensing and biomedical applications.
机译:捕获场景的连续图像,然后进一步处理以实现移动的对象跟踪。然而,由于单像素成像(SPI)系统中空间光调制器的调制率限制,成像帧速率不能满足对象跟踪的高分辨率和实时要求。在本文中,我们展示了一种基于SPI的快速对象跟踪技术,其超低采样率与成像无关。我们构建满足投影条件的调制信息,并且可以将2D图像转换为1D投影曲线。提供移动物体的位置信息的1D投影曲线可以实时高分辨率获得,然后实现移动物体的跟踪。还提出了一种用于跟踪从场景中去除静态分量的移动对象的后台减法技术。通过计算模拟和实验室实验验证所提出的技术。在实验室实验中,我们证明了所提出的方法可用于跟踪奈奎斯特标准所建立的小于0.2%的移动物体,并且它在类似于177 fps的256x256像素。报告的技术加速了SPI的跟踪速度,为遥感和生物医学应用提供了有效的策略。

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