实时移动云计算:人脸识别的案例研究

Marwa Ayad, M. Taher, Ashraf M. Salem
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引用次数: 27

摘要

近年来,人脸识别受到了研究领域的广泛关注。执法机构正在使用面部识别软件作为打击犯罪的工具。随着移动设备使用量的快速增长和移动应用的爆炸式增长,移动人脸识别是其中一个重要的应用。与此同时,移动设备在其资源方面面临着许多挑战,如低计算能力,电池寿命,有限的带宽和存储。移动云计算(MCC)已被引入为移动服务的潜在技术,并通过将数据的处理和存储从移动设备移到云来解决移动资源问题。MCC提供了丰富的计算能力,可以很容易地利用。本文阐述了人脸识别的定义,利用开源云操作系统构建私有云,人脸识别作为人脸识别的应用,并给出了人脸检测和人脸识别算法。我们的结果表明,通过减少整体处理时间,所提出的架构对于实时移动云计算是有希望的。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Real-Time Mobile Cloud Computing: A Case Study in Face Recognition
Face recognition has received attention from research communities recently. Law enforcement agencies are using facial recognition software as a crime-fighting tool. The quick increasing of Mobile Devices usage and the explosive growth of the mobile applications Mobile face recognition is one of important application. In the same time the mobile devices are facing many challenges in their resources as low computing power, battery life, limited bandwidth and storage. Mobile Cloud Computing (MCC) has been introduced to be a potential technology for mobile services and to solve the mobile resources problem by moving the processing and the storage of data out from mobile devices to the cloud. MCC offers abundant computing power that can be tapped easily. This paper gives explanation of MCC definition, Building private cloud with Open Source cloud OS, Face recognition as MCC Application with presenting the face detection and face recognition algorithms. Our results demonstrate that the proposed architecture is promising for real-time Mobile cloud computing by reducing the overall processing time.
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