JOURNAL ARTICLE

Intel OpenVINO� Toolkit: Performance Analysis of Generative Adversarial Neural Networks

V. V. ZuninA. E. Romanov

Year: 2021 Journal:   Problems of advanced micro- and nanoelectronic systems development Pages: 83-90

Abstract

Аннотация-В работе проводится обзор современного состояния реализации нейронных сетей, их способов выполнения, а также инструментария Intel® OpenVINO™ Toolkit для выполнения нейронных сетей на различных аппаратных платформах компании Intel (CPU, GPU, Neural Compute Stick 2).Описан выбор различных генеративно-состязательных нейронных сетей и наборах данных для их тестирования, а также дано описание эксперимента на аппаратной платформе.Дается анализ производительности и себестоимости выполнения генеративно-состязательных нейронных сетей с использованием инструментария OpenVINO™ Toolkit в обычном режиме, а также с использованием Multi-Device Plugin и Heterogeneous Plugin на несколько подключенных устройствах.Ключевые слова -Intel, OpenVINO, GAN, нейронные сети.the previously selected generative adversarial neural networks is carried out without the use of tools, using the OpenVINO ™ Toolkit in the usual mode, as well as using the Multi-Device Plugin and Heterogeneous Plugin on several connected devices.

Keywords:
Plug-in Computer science Artificial neural network Generative grammar Generative adversarial network Computer architecture Parallel computing Operating system Artificial intelligence Deep learning

Metrics

4
Cited By
0.41
FWCI (Field Weighted Citation Impact)
11
Refs
0.62
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Image and Signal Denoising Methods
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Advanced Image Processing Techniques
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Advanced Data Processing Techniques
Physical Sciences →  Engineering →  Control and Systems Engineering

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