Browsing Data Science Institute (Scholarly Articles) by Author "Yadav, Piyush"
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Knowledge graph driven approach to represent video streams for spatiotemporal event pattern matching in complex event processing
Yadav, Piyush; Salwala, Dhaval; Das, Dibya Prakash; Curry, Edward (World Scientific Publishing, 2020)Complex Event Processing (CEP) is an event processing paradigm to perform real-time analytics over streaming data and match high-level event patterns. Presently, CEP is limited to process structured data stream. Video ... -
Query-driven video event processing for the internet of multimedia things
Yadav, Piyush; Salwala, Dhaval; Arruda Pontes, Felipe; Dhingra, Praneet; Curry, Edward (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 ... -
VID-WIN: Fast video event matching with query-aware windowing at the edge for the internet of multimedia things
Yadav, Piyush; Salwala, Dhaval; Curry, Edward (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 ...