论文标题

使用低成本物联网设备的视频分析应用程序的基于云的软件框架演示

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

论文作者

Joshi, Bhavin, Pathak, Tapan, Patel, Vatsal, Kanani, Sarth, Patel, Pankesh, Ali, Muhammad Intizar, Breslin, John

论文摘要

产品和服务的设计,例如智能门铃,展示视频分析软件/算法功能,有望解决一种新的要求,例如设计可扩展解决方案,同时考虑成本和准确性之间的权衡;随着用户需求的发展,一种灵活的体系结构,用于部署新的基于AI的模型或更新现有模型;以及无缝集成了不同种类的用户界面和设备。为了应对这些挑战,我们提出了一个智能门铃,该门铃在边缘和云资源上精心策划视频分析。该提案将AWS用作实施的基本平台,并以Edge设备的形式使用市售的现成(COTS)负担得起的设备,例如Raspberry Pi。

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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