Paper Abstract and Keywords |
Presentation |
2023-03-02 13:00
[Poster Presentation]
Influence of Data Hiding for Transformer Encoder of ViT Using DM-QIM Shuntaro Fukuoka, Shoko Imaizumi (Chiba Univ.) EMM2022-68 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
In this paper, we evaluate the influence of data hiding for vision transformer (ViT) models. Specifically, we embed a payload into the transformer encoder and investigate the influence on the classification accuracy and the convergence of the training. The previous studies embedded a payload into the multilayer perceptron (MLP) layer of a convolutional neural network (CNN) model. They proved that the data hiding had little influence on the convergence of the training. We extend the previous studies to apply to a ViT model and reveal the influences. Through our simulations, we confirm the validity of the proposed method in terms of the classification accuracy, the transition of loss function, and the number of epochs for convergence. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Vision Transformer / watermarking / copyright protection / data hiding / DM-QIM / loss function / / |
Reference Info. |
IEICE Tech. Rep., vol. 122, no. 412, EMM2022-68, pp. 7-12, March 2023. |
Paper # |
EMM2022-68 |
Date of Issue |
2023-02-23 (EMM) |
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 |
EMM2022-68 |
Conference Information |
Committee |
EMM |
Conference Date |
2023-03-02 - 2023-03-03 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Fukue culture hall |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
|
Paper Information |
Registration To |
EMM |
Conference Code |
2023-03-EMM |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Influence of Data Hiding for Transformer Encoder of ViT Using DM-QIM |
Sub Title (in English) |
|
Keyword(1) |
Vision Transformer |
Keyword(2) |
watermarking |
Keyword(3) |
copyright protection |
Keyword(4) |
data hiding |
Keyword(5) |
DM-QIM |
Keyword(6) |
loss function |
Keyword(7) |
|
Keyword(8) |
|
1st Author's Name |
Shuntaro Fukuoka |
1st Author's Affiliation |
Chiba University (Chiba Univ.) |
2nd Author's Name |
Shoko Imaizumi |
2nd Author's Affiliation |
Chiba University (Chiba 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 |
() |
19th Author's Name |
|
19th Author's Affiliation |
() |
20th Author's Name |
|
20th Author's Affiliation |
() |
Speaker |
Author-1 |
Date Time |
2023-03-02 13:00:00 |
Presentation Time |
75 minutes |
Registration for |
EMM |
Paper # |
EMM2022-68 |
Volume (vol) |
vol.122 |
Number (no) |
no.412 |
Page |
pp.7-12 |
#Pages |
6 |
Date of Issue |
2023-02-23 (EMM) |
|