| Paper Abstract and Keywords |
| Presentation |
2024-06-21 16:15
Ghost Octave Convolution Riku Kiuchi, Yuki Suzuki, Yukari Yamauchi (NU) NC2024-25 IBISML2024-25 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
Kai Han et al. proposed the Ghost module, an efficient method to create feature maps by dividing the conventional convolution process into two stages, and developed GhostNet, an efficient and lightweight model using this module. Yunpeng Chen et al. introduced Octave Convolution, a technique that splits input images into high-frequency and low-frequency components and processes them separately, then crosses the information. This method offers the advantage of reducing the computational cost of the model while improving accuracy. In this study, we propose Ghost Octave Convolution, which aims to further improve accuracy and reduce computational cost by replacing the convolutional part of the Ghost module with Octave Convolution. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
GhostNet / Octave Convolution / / / / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 124, no. 85, NC2024-25, pp. 161-164, June 2024. |
| Paper # |
NC2024-25 |
| Date of Issue |
2024-06-13 (NC, IBISML) |
| 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) |
| Download PDF |
NC2024-25 IBISML2024-25 |
| Conference Information |
| Committee |
IBISML NC IPSJ-BIO IPSJ-MPS |
| Conference Date |
2024-06-20 - 2024-06-22 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
OIST |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
|
| Paper Information |
| Registration To |
NC |
| Conference Code |
2024-06-IBISML-NC-BIO-MPS |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Ghost Octave Convolution |
| Sub Title (in English) |
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| Keyword(1) |
GhostNet |
| Keyword(2) |
Octave Convolution |
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| 1st Author's Name |
Riku Kiuchi |
| 1st Author's Affiliation |
Nihon Univercity (NU) |
| 2nd Author's Name |
Yuki Suzuki |
| 2nd Author's Affiliation |
Nihon Univercity (NU) |
| 3rd Author's Name |
Yukari Yamauchi |
| 3rd Author's Affiliation |
Nihon Univercity (NU) |
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| Speaker |
Author-1 |
| Date Time |
2024-06-21 16:15:00 |
| Presentation Time |
25 minutes |
| Registration for |
NC |
| Paper # |
NC2024-25, IBISML2024-25 |
| Volume (vol) |
vol.124 |
| Number (no) |
no.85(NC), no.86(IBISML) |
| Page |
pp.161-164 |
| #Pages |
4 |
| Date of Issue |
2024-06-13 (NC, IBISML) |