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Review of vision-based occupant information sensing systems for occupant-centric control

机译:审查以乘客为中心的乘客信息传感系统

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摘要

Vision-based (camera-based) systems, which can effectively sense occupant information, have garnered attention as a core technology in the Fourth Industrial Revolution. A detailed understanding of vision-based sensing systems is required to detect occupant information based on vision and use it for occupant-centric control. Therefore, in this study, we performed a comprehensive and structural literature review of vision-based occupant information systems. The contributions of this review can be summarized in the following six points: (1) a fivetier taxonomy of vision-based occupant information is proposed, (2) a systematic summary of vision-based occupant information is presented, (3) the quantitative and qualitative performance of sensing systems is reviewed, (4) an analysis of the applicability of deep-learning-based computer vision techniques is presented, (5) a summary of privacy-preserving techniques is included, and (6) a summary of vision-based control strategies and energy saving potential analysis is provided. The analysis in this review is an important contribution toward addressing the challenges in the field of research.
机译:基于视觉的(基于相机)系统,可以有效地感知乘员信息,在第四次工业革命中作为核心技术获得了关注。需要详细了解基于视觉的传感系统,以基于视觉检测乘员信息,并使用它以乘客为中心的控制。因此,在本研究中,我们对视觉的占用信息系统进行了全面而结构的文献综述。本综述的贡献可在以下六点概述:(1)提出了基于视觉的乘员信息的常规分类学分类,(2)展示了基于视觉的乘员信息的系统摘要,(3)定量和数量审查了传感系统的定性表现,(4)提出了基于深学习的计算机视觉技术的适用性的分析,(5)包括隐私保存技术的摘要,并且(6)视觉摘要 - 提供了基于的控制策略和节能潜在分析。本综述中的分析是对解决研究领域挑战的重要贡献。

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