IEEE Consumer Electronics Magazine - September/October 2019 - 10

Cover Article: Edge-AI

Deep Learning for
Consumer Devices and
Services 2-AI Gets
Embedded at the Edge
Peter Corcoran, Joseph Lemley,
Claudia Costache, and Viktor Varkarakis
National University of Ireland Galway (NUIG)

Abstract-The recent explosive growth of deep learning is enabling a new generation
of intelligent consumer devices. Specialized deep learning inference now provides data
analysis capabilities that once required an active cloud connection, while reducing
latency and enhancing data privacy. This paper addresses current progress in Edge
artificial intelligence (AI) technology in several consumer contexts including privacy,
biometrics, eye gaze, driver monitoring systems, and more. New developments and
challenges in edge hardware and emerging opportunities are identified. Our previous
article, "Deep learning for consumer devices and services," introduced many of the basics
of deep learning and AI. In this paper, we explore the current paradigm shift of AI from the
data center into CE devices-"Edge-AI."

& THIS

the earlier publication,1
"Deep learning for consumer devices and services: Pushing the limits for machine learning,
and computer vision." That article introduced
the basics of deep learning along with the supporting tools and methodologies. Our vision at
PAPER FOLLOWS

Digital Object Identifier 10.1109/MCE.2019.2923042
Date of current version 30 August 2019.

10

2162-2248 ß 2019 IEEE

that time was that new embedded hardware solutions would enable advanced capabilities and
features incorporating convolutional neural network (CNN)-based AI across a broad range of
Consumer Electronic (CE) devices and services.
Since that time, there has been a growing interest and investment by industry into moving key
elements of AI away from the cloud toward the
sensors and the embedded devices themselves.
The movement of AI closer to the device was

Published by the IEEE Consumer Electronics Society

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IEEE Consumer Electronics Magazine - September/October 2019

Table of Contents for the Digital Edition of IEEE Consumer Electronics Magazine - September/October 2019

Contents
IEEE Consumer Electronics Magazine - September/October 2019 - Cover1
IEEE Consumer Electronics Magazine - September/October 2019 - Cover2
IEEE Consumer Electronics Magazine - September/October 2019 - Contents
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