Anatomy of Deep Learning Image Classification and Object Detection on Commercial Edge Devices: A Case Study on Face Mask Detection

Anatomy of Deep Learning Image Classification and Object Detection on Commercial Edge Devices: A Case Study on Face Mask Detection

Developing efficient on-the-edge Deep Learning (DL) applications is a challenging and non-trivial task, as first different DL models need to be explored with different trade-offs between accuracy and complexity, second, various optimization options, frameworks and libraries are available that need t...

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Bibliographic Details
Main Authors: Dimitrios Kolosov, Vasilios Kelefouras, Pandelis Kourtessis, Iosif Mporas
Format: Article
Language:English
Published: IEEE 2022-01-01
Series:IEEE Access
Subjects:
Image classification
object detection
edge computing
computer vision
performance evaluation
Online Access:https://ieeexplore.ieee.org/document/9918067/
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