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Accuracy degradation aware bit rate allocation for layer-wise uniform quantization of weights in neural network Cover

Accuracy degradation aware bit rate allocation for layer-wise uniform quantization of weights in neural network

Journal of Electrical Engineering
Volume 75 (2024): Issue 6 (December 2024)
By: Jelena Nikolić,  Stefan Tomić,  Zoran Perić,  Aleksandra Jovanović and  Danijela Aleksić  
Open Access
|Dec 2024

Authors

Jelena Nikolić

jelena.nikolic@elfak.ni.ac.rs

Faculty of Electronic Engineering, University of Nis, Nis, Serbia

Stefan Tomić

stefan.tomic@actvet.gov.ae

Dept. of Electromechanical Eng. and Tech, Abu Dhabi Polytechnic, United Arab Emirates

Zoran Perić

zoran.peric@elfak.ni.ac.rs

Faculty of Electronic Engineering, University of Nis, Nis, Serbia

Aleksandra Jovanović

aleksandra.jovanovic@elfak.ni.ac.rs

Faculty of Electronic Engineering, University of Nis, Nis, Serbia

Danijela Aleksić

danijelaal@telekom.rs

Department of Mobile Network Nis, Serbia
DOI: https://doi.org/10.2478/jee-2024-0051 | Journal eISSN: 1339-309X | Journal ISSN: 1335-3632
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Language: English
Page range: 425 - 434
Submitted on: Aug 10, 2024
Published on: Dec 6, 2024
Published by: Slovak University of Technology in Bratislava
In partnership with: Paradigm Publishing Services
Publication frequency: 6 issues per year
Keywords:
accuracy degradation,
average bit rate,
bit rate allocation,
uniform quantization,
quantized neural networks
Related subjects:
Engineering,
Introductions and overviews,
Engineering, other

© 2024 Jelena Nikolić, Stefan Tomić, Zoran Perić, Aleksandra Jovanović, Danijela Aleksić, published by Slovak University of Technology in Bratislava
This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 License.

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