Smart City Gnosys

Smart city article details

Title A Survey On Big Multimedia Data Processing And Management In Smart Cities
ID_Doc 5227
Authors Usman M.; Jan M.A.; He X.; Chen J.
Year 2020
Published ACM Computing Surveys, 52, 3
DOI http://dx.doi.org/10.1145/3323334
Abstract Integration of embedded multimedia devices with powerful computing platforms, e.g., machine learning platforms, helps to build smart cities and transforms the concept of Internet of Things into Internet of Multimedia Things (IoMT). To provide different services to the residents of smart cities, the IoMT technology generates big multimedia data. The management of big multimedia data is a challenging task for IoMT technology. Without proper management, it is hard to maintain consistency, reusability, and reconcilability of generated big multimedia data in smart cities. Various machine learning techniques can be used for automatic classification of raw multimedia data and to allow machines to learn features and perform specific tasks. In this survey, we focus on various machine learning platforms that can be used to process and manage big multimedia data generated by different applications in smart cities. We also highlight various limitations and research challenges that need to be considered when processing big multimedia data in real-time. © 2019 Association for Computing Machinery. All rights reserved.
Author Keywords IoMT; Machine learning; Management; Multimedia; Smart cities


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