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Big video data for light-field-based 3D telemedicine

机译:大视频数据用于基于光场的3D远程医疗

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摘要

Big data and 3D technologies have been successfully leveraged in a variety of industries to improve their efficiency and quality. The healthcare sector has lagged in the uptake of these new technologies. In this article, we propose a novel light field (LF)-based 3D telemedicine system. The proposed system is able to provide a life-like tele-consultation experience that provides a quality of experience far beyond conventional 2D telemedicine systems. In addition, its embedded 3D data in light field video (LFV) format can also facilitate a higher level of big data analysis, so-called big LFV data analysis. To solve the challenges in storage and analysis of LFV, we extend the standard multi-view video coding (MVC) approach to LF-MVC, which is able to achieve up to a 23 percent higher compression rate when compared to standard MVC. Furthermore, a big data analysis framework is proposed to integrate LFV into conventional telemedicine analysis, which can achieve improved classification, statistics gathering, prediction, and cognitive analysis for healthcare applications.
机译:大数据和3D技术已成功应用于各种行业,以提高其效率和质量。医疗保健部门对这些新技术的采用滞后。在本文中,我们提出了一种基于新型光场(LF)的3D远程医疗系统。所提出的系统能够提供栩栩如生的远程咨询体验,从而提供远远超过传统2D远程医疗系统的体验质量。此外,其以光场视频(LFV)格式嵌入的3D数据还可以促进更高级别的大数据分析,即所谓的大LFV数据分析。为了解决LFV的存储和分析挑战,我们将标准多视图视频编码(MVC)方法扩展到LF-MVC,与标准MVC相比,它可以实现高达23%的压缩率。此外,提出了一个大数据分析框架以将LFV集成到常规远程医疗分析中,从而可以改善医疗保健应用的分类,统计信息收集,预测和认知分析。

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