DMS: Dynamic Model Scaling for Quality-Aware Deep Learning Inference in Mobile and Embedded Devices
Sign Up to like & getrecommendations! Published in 2019 at "IEEE Access"
DOI: 10.1109/access.2019.2954546
Abstract: Recently, deep learning has brought revolutions to many mobile and embedded systems that interact with the physical world using continuous video streams. Although there have been significant efforts to reduce the computational overheads of deep… read more here.
Keywords: learning; mobile embedded; dms dynamic; learning inference ... See more keywords
A Generic Cryptographic Deep-Learning Inference Platform for Remote Sensing Scenes
Sign Up to like & getrecommendations! Published in 2023 at "IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing"
DOI: 10.1109/jstars.2023.3260867
Abstract: Deep learning plays an essential role in multidisciplinary research of remote sensing. We will encounter security problems during the data acquisition, processing, and result generation stages. Therefore, secure deep-learning inference services are one of the… read more here.
Keywords: platform; remote sensing; learning; deep learning ... See more keywords
Exploring Distributed Deep Learning Inference Using Raspberry Pi Spark Cluster
Sign Up to like & getrecommendations! Published in 2022 at "Future Internet"
DOI: 10.3390/fi14080220
Abstract: Raspberry Pi (Pi) is a versatile general-purpose embedded computing device that can be used for both machine learning (ML) and deep learning (DL) inference applications such as face detection. This study trials the use of… read more here.
Keywords: cluster; spark cluster; deep learning; inference ... See more keywords