Paper Abstract and Keywords |
Presentation |
2022-08-04 10:00
Investigation on Applying Data Augmentation to CycleGAN Syuhei Kanzaki, Hidehiro Nakano (Tokyo City Univ.) CCS2022-26 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
In machine learning and deep learning, a huge amount of data is required for training. The image generation model GAN exists as a method to supplement the huge amount of training data. Data Augmentation is one of the methods to increase the number of data. It has been shown that the application of Data Augmentation to GANs can improve the performance of GANs. This research proposes a method to apply Data Augmentation to CycleGAN, which uses two GANs, and verify the effectiveness of the method on the model. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Deep Learning / GAN / Data Augmentation / / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 122, no. 145, CCS2022-26, pp. 1-5, Aug. 2022. |
Paper # |
CCS2022-26 |
Date of Issue |
2022-07-28 (CCS) |
ISSN |
Online edition: ISSN 2432-6380 |
Copyright and reproduction |
All rights are reserved and no part of this publication may be reproduced or transmitted in any form or by any means, electronic or mechanical, including photocopy, recording, or any information storage and retrieval system, without permission in writing from the publisher. Notwithstanding, instructors are permitted to photocopy isolated articles for noncommercial classroom use without fee. (License No.: 10GA0019/12GB0052/13GB0056/17GB0034/18GB0034) |
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CCS2022-26 |
Conference Information |
Committee |
IN CCS |
Conference Date |
2022-08-04 - 2022-08-05 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Hokkaido University(Centennial Hall) |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
Network Science, Future Network, Cloud/SDN/Virtualization, Contents Delivery/Contents Exchange, and others |
Paper Information |
Registration To |
CCS |
Conference Code |
2022-08-IN-CCS |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Investigation on Applying Data Augmentation to CycleGAN |
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Deep Learning |
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GAN |
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Data Augmentation |
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1st Author's Name |
Syuhei Kanzaki |
1st Author's Affiliation |
Tokyo City University (Tokyo City Univ.) |
2nd Author's Name |
Hidehiro Nakano |
2nd Author's Affiliation |
Tokyo City University (Tokyo City Univ.) |
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Speaker |
Author-1 |
Date Time |
2022-08-04 10:00:00 |
Presentation Time |
20 minutes |
Registration for |
CCS |
Paper # |
CCS2022-26 |
Volume (vol) |
vol.122 |
Number (no) |
no.145 |
Page |
pp.1-5 |
#Pages |
5 |
Date of Issue |
2022-07-28 (CCS) |
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