IEEE Network · 2016 · 47 citations · 15 references
ComputingData ScienceHealth InformaticsBig Data AnalyticsComputer VisionHealthcare Information SystemsReal-time Video ConsultationTelemedicineBig Data ArchitectureLight Field ImagingTelemedicine SystemsVideo Consultation Systems
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.
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The Inevitable Application of Big Data to Health Care
Travis B. Murdoch, Allan S. Detsky · JAMA · 2013 · 1.7K citations
Light Fields and Computational Imaging
Marc Levoy · Computer · 2006 · 467 citations
Arts, Visualization, Computer Vision +16
Big data-driven optimization for mobile networks toward 5G
Kan Zheng, Zhe Yang, Kuan Zhang et al. · IEEE Network · 2016 · 293 citations