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Demonstration of a Cloud-based Software Framework for Video Analytics Application using Low-Cost IoT Devices

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arxiv 2010.07680 v1 pith:L3VL6PNM submitted 2020-09-29 cs.CY cs.CVcs.DC

classification cs.CYcs.CVcs.DC
keywords analyticsdevicesvideoaddressdoorbelledgemodelsrequirements
verification ladder T0 review T1 audit T2 compute T3 formal

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The design of products and services such as a Smart doorbell, demonstrating video analytics software/algorithm functionality, is expected to address a new kind of requirements such as designing a scalable solution while considering the trade-off between cost and accuracy; a flexible architecture to deploy new AI-based models or update existing models, as user requirements evolve; as well as seamlessly integrating different kinds of user interfaces and devices. To address these challenges, we propose a smart doorbell that orchestrates video analytics across Edge and Cloud resources. The proposal uses AWS as a base platform for implementation and leverages Commercially Available Off-The-Shelf(COTS) affordable devices such as Raspberry Pi in the form of an Edge device.

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