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Novel and Robust Vision- and System-on-chip-based Sensor for Fall Detection

机译:新型,坚固的基于视觉和片上系统的跌倒检测传感器

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摘要

In this paper, we propose a novel and robust vision- and system-on-chip (SoC)-based system as a sensor to effectively detect falls of the elderly. The proposed method consists of five steps: initial light stability confirmation, gradient-difference-based foreground detection, dilation-and multiframe-based foreground construction, false fall detection problem solving, and fall detection determination with a general-purpose input/output-based fall warning transmission. Real test videos have shown that our comprehensive experiments justify the low power, low hardware cost, and high detection accuracy merits of the proposed method when compared with related fall detection methods.
机译:在本文中,我们提出了一种新颖而强大的基于视觉和片上系统(SoC)的系统,作为可以有效检测老年人跌倒的传感器。所提出的方法包括五个步骤:初始光稳定性确认,基于梯度差的前景检测,基于膨胀和多帧的前景构建,错误跌倒检测问题解决以及基于通用输入/输出的跌倒检测确定跌落警告传输。实际测试视频表明,与相关的跌倒检测方法相比,我们的综合实验证明了该方法的低功耗,低硬件成本和高检测精度的优点。

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