Paper Abstract and Keywords |
Presentation |
2015-09-15 11:15
Evaluation of Active Appearance Models using AutoEncoder Takuya Watanabe, Kouichi Katsurada (TUT), Tsuneo Nitta (WU), Yurie Iribe (APU) PRMU2015-85 IBISML2015-45 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
Active Appearance Models (AAM) is a synthetic model of facial images, which reduces dimension of feature space constructed from facial shape and facial texture information. AAM uses principal component analysis (PCA) for dimension compression. However, because PCA is based on linear calculation, the synthesized facial images using AAM is restricted by the limitation of expressive power. Synthesis performance may be improved by introducing a non-linear calculation. In this study, we propose an AAM using AutoEncoder that is a kind of Deep Neural Network in which non-linear calculation is carried out. We compare facial image synthesis performance of the AAM using PCA with that using AutoEncoder. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Active Appearance Models / AutoEncoder / Facial image processing / / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 115, no. 224, PRMU2015-85, pp. 135-140, Sept. 2015. |
Paper # |
PRMU2015-85 |
Date of Issue |
2015-09-07 (PRMU, IBISML) |
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 |
PRMU2015-85 IBISML2015-45 |
Conference Information |
Committee |
PRMU IBISML IPSJ-CVIM |
Conference Date |
2015-09-14 - 2015-09-15 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
|
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
|
Paper Information |
Registration To |
PRMU |
Conference Code |
2015-09-PRMU-IBISML-CVIM |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Evaluation of Active Appearance Models using AutoEncoder |
Sub Title (in English) |
|
Keyword(1) |
Active Appearance Models |
Keyword(2) |
AutoEncoder |
Keyword(3) |
Facial image processing |
Keyword(4) |
|
Keyword(5) |
|
Keyword(6) |
|
Keyword(7) |
|
Keyword(8) |
|
1st Author's Name |
Takuya Watanabe |
1st Author's Affiliation |
Toyohashi University of Technology (TUT) |
2nd Author's Name |
Kouichi Katsurada |
2nd Author's Affiliation |
Toyohashi University of Technology (TUT) |
3rd Author's Name |
Tsuneo Nitta |
3rd Author's Affiliation |
Waseda University (WU) |
4th Author's Name |
Yurie Iribe |
4th Author's Affiliation |
Aichi Prefectural University (APU) |
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 |
2015-09-15 11:15:00 |
Presentation Time |
30 minutes |
Registration for |
PRMU |
Paper # |
PRMU2015-85, IBISML2015-45 |
Volume (vol) |
vol.115 |
Number (no) |
no.224(PRMU), no.225(IBISML) |
Page |
pp.135-140 |
#Pages |
6 |
Date of Issue |
2015-09-07 (PRMU, IBISML) |
|