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

Autor:	Joshi, Bhavin, Pathak, Tapan, Patel, Vatsal, Kanani, Sarth, Patel, Pankesh, Ali, Muhammad Intizar, Breslin, John
Rok vydání:	2020
Předmět:	Computer Science - Computers and Society Computer Science - Computer Vision and Pattern Recognition Computer Science - Distributed Parallel and Cluster Computing
Druh dokumentu:	Working Paper
Popis:	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. Comment: arXiv admin note: substantial text overlap with arXiv:2009.09065
Databáze:	arXiv
Externí odkaz:	http://arxiv.org/abs/2010.07680 Zobrazit plný text záznamu View this record from Arxiv