| Paper Abstract and Keywords |
| Presentation |
2016-08-19 09:25
Generalized Combined Segmentation-Verification for Multi-Script Signatures using Random-Impostor Training Keigo Matsuda, Wataru Ohyama, Tetsushi Wakabayashi (Mie Univ.) BioX2016-14 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
In this paper, we propose an improvement to the method of combined segmentation verification for multi-script signature verification. Our proposed multi-script signature verification method uses a training dataset that contains no skilled-forgery signatures.This method uses the genuine signatures of third persons as training samples of the forgery class for SVM training.We also introduce an effective sampling method that uses a one-class SVM and k-means clustering to reduce the sample number for the training dataset.The results of evaluation experiments using the SigComp multi-script signature dataset show that the performance of the proposed method is competitive with that of the method trained with a skilled-forgery dataset for multi-script signature verification. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Signature verification / Combined segmentation verification / SVM / Random-forgery training / / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 116, no. 182, BioX2016-14, pp. 39-43, Aug. 2016. |
| Paper # |
BioX2016-14 |
| Date of Issue |
2016-08-11 (BioX) |
| 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 |
BioX2016-14 |
| Conference Information |
| Committee |
BioX |
| Conference Date |
2016-08-18 - 2016-08-19 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
|
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
Biometrics, etc. |
| Paper Information |
| Registration To |
BioX |
| Conference Code |
2016-08-BioX |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Generalized Combined Segmentation-Verification for Multi-Script Signatures using Random-Impostor Training |
| Sub Title (in English) |
|
| Keyword(1) |
Signature verification |
| Keyword(2) |
Combined segmentation verification |
| Keyword(3) |
SVM |
| Keyword(4) |
Random-forgery training |
| Keyword(5) |
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| Keyword(6) |
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| 1st Author's Name |
Keigo Matsuda |
| 1st Author's Affiliation |
Mie University (Mie Univ.) |
| 2nd Author's Name |
Wataru Ohyama |
| 2nd Author's Affiliation |
Mie University (Mie Univ.) |
| 3rd Author's Name |
Tetsushi Wakabayashi |
| 3rd Author's Affiliation |
Mie University (Mie Univ.) |
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| Speaker |
Author-1 |
| Date Time |
2016-08-19 09:25:00 |
| Presentation Time |
25 minutes |
| Registration for |
BioX |
| Paper # |
BioX2016-14 |
| Volume (vol) |
vol.116 |
| Number (no) |
no.182 |
| Page |
pp.39-43 |
| #Pages |
5 |
| Date of Issue |
2016-08-11 (BioX) |