Model-Parallel Learning of Generative Adversarial Networks and Its Implementation

Hojung Lee; Jong Seok Lee

doi:10.1109/ICCE-Asia49877.2020.9277332

Model-Parallel Learning of Generative Adversarial Networks and Its Implementation

Hojung Lee, Jong Seok Lee

School of Integrated Technology

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Abstract

In this paper, we propose a novel model-parallel training approach for generative adversarial networks (GANs). We show that our method achieves faster training than the conventional method by implementing our method on an embedded single board computer. Code is available at https://github.com/hjdw2/GAN-model-parallel.

Original language	English
Title of host publication	2020 IEEE International Conference on Consumer Electronics - Asia, ICCE-Asia 2020
Publisher	Institute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)	9781728161648
DOIs	https://doi.org/10.1109/ICCE-Asia49877.2020.9277332
Publication status	Published - 2020 Nov 1
Event	2020 IEEE International Conference on Consumer Electronics - Asia, ICCE-Asia 2020 - Seoul, Korea, Republic of Duration: 2020 Nov 1 → 2020 Nov 3

Publication series

Name	2020 IEEE International Conference on Consumer Electronics - Asia, ICCE-Asia 2020

Conference

Conference	2020 IEEE International Conference on Consumer Electronics - Asia, ICCE-Asia 2020
Country/Territory	Korea, Republic of
City	Seoul
Period	20/11/1 → 20/11/3

Bibliographical note

Publisher Copyright:
© 2020 IEEE.

All Science Journal Classification (ASJC) codes

Computer Science Applications
Electrical and Electronic Engineering
Media Technology
Instrumentation

Access to Document

10.1109/ICCE-Asia49877.2020.9277332

Cite this

Lee, H., & Lee, J. S. (2020). Model-Parallel Learning of Generative Adversarial Networks and Its Implementation. In 2020 IEEE International Conference on Consumer Electronics - Asia, ICCE-Asia 2020 Article 9277332 (2020 IEEE International Conference on Consumer Electronics - Asia, ICCE-Asia 2020). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/ICCE-Asia49877.2020.9277332

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title = "Model-Parallel Learning of Generative Adversarial Networks and Its Implementation",

abstract = "In this paper, we propose a novel model-parallel training approach for generative adversarial networks (GANs). We show that our method achieves faster training than the conventional method by implementing our method on an embedded single board computer. Code is available at https://github.com/hjdw2/GAN-model-parallel.",

keywords = "Generative adversarial network (GAN), embedded system, model-parallel learning",

author = "Hojung Lee and Lee, {Jong Seok}",

note = "Publisher Copyright: {\textcopyright} 2020 IEEE.; 2020 IEEE International Conference on Consumer Electronics - Asia, ICCE-Asia 2020 ; Conference date: 01-11-2020 Through 03-11-2020",

year = "2020",

month = nov,

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doi = "10.1109/ICCE-Asia49877.2020.9277332",

language = "English",

series = "2020 IEEE International Conference on Consumer Electronics - Asia, ICCE-Asia 2020",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

booktitle = "2020 IEEE International Conference on Consumer Electronics - Asia, ICCE-Asia 2020",

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}

Lee, H & Lee, JS 2020, Model-Parallel Learning of Generative Adversarial Networks and Its Implementation. in 2020 IEEE International Conference on Consumer Electronics - Asia, ICCE-Asia 2020., 9277332, 2020 IEEE International Conference on Consumer Electronics - Asia, ICCE-Asia 2020, Institute of Electrical and Electronics Engineers Inc., 2020 IEEE International Conference on Consumer Electronics - Asia, ICCE-Asia 2020, Seoul, Korea, Republic of, 20/11/1. https://doi.org/10.1109/ICCE-Asia49877.2020.9277332

Model-Parallel Learning of Generative Adversarial Networks and Its Implementation. / Lee, Hojung; Lee, Jong Seok.
2020 IEEE International Conference on Consumer Electronics - Asia, ICCE-Asia 2020. Institute of Electrical and Electronics Engineers Inc., 2020. 9277332 (2020 IEEE International Conference on Consumer Electronics - Asia, ICCE-Asia 2020).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

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T1 - Model-Parallel Learning of Generative Adversarial Networks and Its Implementation

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AU - Lee, Jong Seok

PY - 2020/11/1

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N2 - In this paper, we propose a novel model-parallel training approach for generative adversarial networks (GANs). We show that our method achieves faster training than the conventional method by implementing our method on an embedded single board computer. Code is available at https://github.com/hjdw2/GAN-model-parallel.

AB - In this paper, we propose a novel model-parallel training approach for generative adversarial networks (GANs). We show that our method achieves faster training than the conventional method by implementing our method on an embedded single board computer. Code is available at https://github.com/hjdw2/GAN-model-parallel.

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KW - embedded system

KW - model-parallel learning

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M3 - Conference contribution

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T3 - 2020 IEEE International Conference on Consumer Electronics - Asia, ICCE-Asia 2020

BT - 2020 IEEE International Conference on Consumer Electronics - Asia, ICCE-Asia 2020

PB - Institute of Electrical and Electronics Engineers Inc.

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Lee H, Lee JS. Model-Parallel Learning of Generative Adversarial Networks and Its Implementation. In 2020 IEEE International Conference on Consumer Electronics - Asia, ICCE-Asia 2020. Institute of Electrical and Electronics Engineers Inc. 2020. 9277332. (2020 IEEE International Conference on Consumer Electronics - Asia, ICCE-Asia 2020). doi: 10.1109/ICCE-Asia49877.2020.9277332

Model-Parallel Learning of Generative Adversarial Networks and Its Implementation

Abstract

Publication series

Conference

Bibliographical note

All Science Journal Classification (ASJC) codes

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