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Vision-based parking lot occupancy evaluation system using 2D separable discrete wavelet transform

机译:基于二维可分离离散小波变换的基于视觉的停车场占用评价系统

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摘要

A simple system for rough estimation of the occupancy of an ad-hoc organized parking lot is presented. A reasonably simple microprocessor hardware with a low resolution monochrome video camera observing the parking lot from the location high above the parking surface is capable of running the proposed 2-D separable discrete wavelet transform (DWT)-based algorithm, reporting the percentage of the observed parking area occupied by cars. A simple calibration is needed – the mask covering all the areas outside the parking lot must be prepared. The proposed system has been tested on the dedicated FPGA-based hardware in real conditions and proven immune to scene and light changes. As it is discussed in the paper, it can be used in low-power wireless sensor networks.
机译:提出了一种简单的系统,用于粗略估计临时组织的停车场的占用率。一个合理的简单微处理器硬件,具有一个低分辨率的单色摄像机,可以从停车场表面上方的高处观察停车场,并且能够运行所提出的基于2D可分离离散小波变换(DWT)的算法,从而报告观察到的百分比停车场被汽车占用。需要进行简单的校准-必须准备覆盖停车场外所有区域的面罩。所提出的系统已经在基于专用FPGA的硬件上进行了实际测试,并被证明不受场景和光线变化的影响。正如本文所讨论的,它可用于低功耗无线传感器网络。

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