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VID-WIN: Fast video event matching with query-aware windowing at the edge for the internet of multimedia things
(Institute of Electrical and Electronics Engineers (IEEE), 2021-04-23)
Efficient video processing is a critical component in many IoMT applications to detect events of interest. Presently, many window optimization techniques have been proposed in event processing with an underlying assumption ...
Query-driven video event processing for the internet of multimedia things
(VLDB Endowment, 2021-08)
Advances in Deep Neural Network (DNN) techniques have revolutionized video analytics and unlocked the potential for querying
and mining video event patterns. This paper details GNOSIS, an
event processing platform to ...
Toward distributed, global, deep learning using IoT devices
(Institute of Electrical and Electronics Engineers (IEEE), 2021-07-20)
Deep learning (DL) using large scale, high-quality IoT datasets can be computationally expensive. Utilizing such datasets to produce a problem-solving model within a reasonable time frame requires a scalable distributed ...