Neural Networks through Shared Maps in Mobile Devices

TitleNeural Networks through Shared Maps in Mobile Devices
Publication TypeJournal Article
Year of Publication2014
AuthorsRaveane, W., and M. A. G. Arrieta
JournalInternational Journal of Interactive Multimedia and Artificial Intelligence
ISSN1989-1660
IssueRegular Issue
Volume3
Number1
Date Published12/2014
Pagination28-35
Abstract

We introduce a hybrid system composed of a convolutional neural network and a discrete graphical model for image recognition. This system improves upon traditional sliding window techniques for analysis of an image larger than the training data by effectively processing the full input scene through the neural network in less time. The final result is then inferred from the neural network output through energy minimization to reach a more precize localization than what traditional maximum value class comparisons yield. These results are apt for applying this process in a mobile device for real time image recognition.

KeywordsComputer vision, Graphical Model, Image Recognition, Mobile Device, Neural Network
DOI10.9781/ijimai.2014.314
URLhttp://www.ijimai.org/journal/sites/default/files/files/2014/11/ijimai20143_1_4_pdf_46255.pdf
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IJIMAI20143_1_4.pdf805.9 KB