| 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 | 2023-01-11 15:50 Improvement of Composite SVM in HSI Classification Tamura Akito, Kitamura Takuya (NIT)  MSS2022-61 SS2022-46 |
|
| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | In this paper, we propose an improved method of composite support vector machines for hyper-spectral image classification problems. In the proposed method, the pixels centered on an input pixel are filterd by a 3D filter. Then, the filter is optimized by support vector machines using composite kernel. Thus, an input pixel can be classified into a class by considering the surrounding pixels. In addition, by including the generated data by inverting or randomly changing the placement of the surrounding pixels in training, the generalization capability can be high regardless of the filtered image direction. |
|
| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | Composite kernel / Hyper-spectral Image / Support Vector Machines / / / / / | |
| Reference Info. | IEICE Tech. Rep., vol. 122, no. 329, MSS2022-61, pp. 96-100, Jan. 2023. | |
| Paper # | MSS2022-61 | |
| Date of Issue | 2023-01-03 (MSS, SS) | |
| 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 | MSS2022-61 SS2022-46 |
|
| Conference Information | |
| Committee | MSS SS |
| Conference Date | 2023-01-10 - 2023-01-11 |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Paper Information | |
| Registration To | MSS |
| Conference Code | 2023-01-MSS-SS |
| Language | Japanese |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Improvement of Composite SVM in HSI Classification |
| Sub Title (in English) | |
| Keyword(1) | Composite kernel |
| Keyword(2) | Hyper-spectral Image |
| Keyword(3) | Support Vector Machines |
| Keyword(4) | |
| Keyword(5) | |
| Keyword(6) | |
| Keyword(7) | |
| Keyword(8) | |
| 1st Author's Name | Tamura Akito |
| 1st Author's Affiliation | National Institute of Technology, Toyama College (NIT) |
| 2nd Author's Name | Kitamura Takuya |
| 2nd Author's Affiliation | National Institute of Technology, Toyama College (NIT) |
| 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 | 2023-01-11 15:50:00 |
| Presentation Time | 25 minutes |
| Registration for | MSS |
| Paper # | MSS2022-61, SS2022-46 |
| Volume (vol) | vol.122 |
| Number (no) | no.329(MSS), no.330(SS) |
| Page | pp.96-100 |
| #Pages | 5 |
| Date of Issue | 2023-01-03 (MSS, SS) |
[Return to Top Page]