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Poster Abstract: On-the-Fly Autoencoders as Subscriptions for Face Detection on a Publish/Subscribe System

Authors
Yoon, Y.Lee, S.
Issue Date
7-Nov-2022
Publisher
Association for Computing Machinery, Inc
Keywords
artificial neural network; autoencoder; face detection; publish/subscribe
Citation
Middleware 2022 - Proceedings of the 23rd International Middleware Conference Demos and Posters, Part of Middleware 2022, pp.3 - 4
Journal Title
Middleware 2022 - Proceedings of the 23rd International Middleware Conference Demos and Posters, Part of Middleware 2022
Start Page
3
End Page
4
URI
https://scholarworks.bwise.kr/hongik/handle/2020.sw.hongik/30768
DOI
10.1145/3565386.3565485
ISSN
0000-0000
Abstract
This paper presents a publish/subscribe system that accepts sample face images from the subscribers to autoencode a person in emergent pursuit or tracking. Autoencoders trained on the fly based on a convolutional neural network are deployed to publish/subscribe brokers in the form of subscriptions. Face captures sent from the surveillance cameras are injected into the autoencoders to detect the person in search. We discuss the matching accuracy and the overhead of the training process to obtain the autoencoders. © 2022 Owner/Author.
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