| IEICE Technical Committee Submission System Conference Paper's Information |
Online Proceedings [Sign in] Tech. Rep. Archives |
| Go Top Page | Go Previous | [Japanese] / [English] |
| Paper Abstract and Keywords | ||
| Presentation | 2018-08-21 09:15 On Structural Constraint for Convolutional Layers in CNN Shota Kayamori, Shogo Muramatsu (Niigata Univ.)  SIP2018-63 |
|
| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | This work investigates Convolutional Neural Network (CNN) constituted by convolution layers imposed structural constraint. A specific convolutional structure is constructed based on NonSeparable Oversampled Lapped Transforms (NSOLT) and convolutional layers satisfying the linear phase property and Parseval tight frame property is constructed. NSOLT, which the authors proposed in previous works, achieves sparse representation performance equivalent or superior to Sparse K-SVD of Rubinstein et al. Moreover, because of the structural constraint, the number of optimization parameters can be significantly reduced from normal CNN, and convergence acceleration of learning can be expected. In this research, the performance of proposed CNN and usual CNN are compared by using CIFAR-10 data set and the significance of the proposed method is verified. | |
| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | CNN / Convolutional layers / Structural constraint / NSOLT / / / / | |
| Reference Info. | IEICE Tech. Rep., vol. 118, no. 182, SIP2018-63, pp. 33-36, Aug. 2018. | |
| Paper # | SIP2018-63 | |
| Date of Issue | 2018-08-13 (SIP) | |
| ISSN | Print edition: ISSN 0913-5685 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 | SIP2018-63 |
|
| Conference Information | |
| Committee | SIP |
| Conference Date | 2018-08-20 - 2018-08-21 |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Takushoku Univ. Bunkyo Campus. |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Paper Information | |
| Registration To | SIP |
| Conference Code | 2018-08-SIP |
| Language | Japanese |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | On Structural Constraint for Convolutional Layers in CNN |
| Sub Title (in English) | |
| Keyword(1) | CNN |
| Keyword(2) | Convolutional layers |
| Keyword(3) | Structural constraint |
| Keyword(4) | NSOLT |
| Keyword(5) | |
| Keyword(6) | |
| Keyword(7) | |
| Keyword(8) | |
| 1st Author's Name | Shota Kayamori |
| 1st Author's Affiliation | Niigata University (Niigata Univ.) |
| 2nd Author's Name | Shogo Muramatsu |
| 2nd Author's Affiliation | Niigata University (Niigata Univ.) |
| 3rd Author's Name | |
| 3rd Author's Affiliation | () |
| 4th Author's Name | |
| 4th Author's Affiliation | () |
| 5th Author's Name | |
| 5th Author's Affiliation | () |
| 6th Author's Name | |
| 6th Author's Affiliation | () |
| 7th Author's Name | |
| 7th Author's Affiliation | () |
| 8th Author's Name | |
| 8th Author's Affiliation | () |
| 9th Author's Name | |
| 9th Author's Affiliation | () |
| 10th Author's Name | |
| 10th Author's Affiliation | () |
| 11th Author's Name | |
| 11th Author's Affiliation | () |
| 12th Author's Name | |
| 12th Author's Affiliation | () |
| 13th Author's Name | |
| 13th Author's Affiliation | () |
| 14th Author's Name | |
| 14th Author's Affiliation | () |
| 15th Author's Name | |
| 15th Author's Affiliation | () |
| 16th Author's Name | |
| 16th Author's Affiliation | () |
| 17th Author's Name | |
| 17th Author's Affiliation | () |
| 18th Author's Name | |
| 18th Author's Affiliation | () |
| Speaker | Author-1 |
| Date Time | 2018-08-21 09:15:00 |
| Presentation Time | 25 minutes |
| Registration for | SIP |
| Paper # | SIP2018-63 |
| Volume (vol) | vol.118 |
| Number (no) | no.182 |
| Page | pp.33-36 |
| #Pages | 4 |
| Date of Issue | 2018-08-13 (SIP) |
[Return to Top Page]