Information: Join today and make your research activities more affordable! Technical workshop participation fees and annual registration fees are available at member rates.
Notice: [Important] Announcement of Changes to Registration Fee Payment and Manuscript Upload Procedures for IEICE Technical Meetings
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 2023-07-01 10:45
A Study on generating First-Person Video in moving daily space using variational auto encoders
Xu Chenfei (Osaka Univ.), Okadome Yuya (TUS), Ishiguro Hiroshi (Osaka Univ.), Nakamura Yutaka (RIKEN) NC2023-24 IBISML2023-24
Abstract (in Japanese) (See Japanese page) 
(in English) Current researches on robot navigation mainly emphasize on responsive behaviors, but it usually presents insufficient intelligence if we want robots be better integrated into human society. To cope with this issue, we are tackling to model the change of the state including other person’s motion by using a deep generative model. In terms of Variational Autoencoders, different factors like hyperparameters, the dimensions of latent space and loss function can directly influence the generation quality. However, the concrete effect of these factors still needs to be studied. Thus, this paper works out an investigation which goes deep in this problem. In particular, we built a VAE based generative model with 3D ConvNet for video reconstruction task. Then we have summarized and compared models’ performances with various combinations of influencing factors and discovered their disentangled representation. A Variational Autoencoder with Arbitrary Conditioning(VAEAC) based prediction model was also evaluated. Our results demonstrate how the performance of generative models was changed to offer a good instance for video prediction problem.
Keyword (in Japanese) (See Japanese page) 
(in English) Variational Autoencoder / Variational Autoencoder with Arbitrary Conditioning / disentangled representation / video generation / / / /  
Reference Info. IEICE Tech. Rep., vol. 123, no. 90, NC2023-24, pp. 153-158, June 2023.
Paper # NC2023-24 
Date of Issue 2023-06-22 (NC, IBISML) 
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 NC2023-24 IBISML2023-24

Conference Information
Committee NC IBISML IPSJ-BIO IPSJ-MPS  
Conference Date 2023-06-29 - 2023-07-01 
Place (in Japanese) (See Japanese page) 
Place (in English) OIST Conference Center 
Topics (in Japanese) (See Japanese page) 
Topics (in English)  
Paper Information
Registration To NC 
Conference Code 2023-06-NC-IBISML-BIO-MPS 
Language English 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) A Study on generating First-Person Video in moving daily space using variational auto encoders 
Sub Title (in English)  
Keyword(1) Variational Autoencoder  
Keyword(2) Variational Autoencoder with Arbitrary Conditioning  
Keyword(3) disentangled representation  
Keyword(4) video generation  
Keyword(5)  
Keyword(6)  
Keyword(7)  
Keyword(8)  
1st Author's Name Xu Chenfei  
1st Author's Affiliation Osaka Univeristy (Osaka Univ.)
2nd Author's Name Okadome Yuya  
2nd Author's Affiliation Tokyo University of Science (TUS)
3rd Author's Name Ishiguro Hiroshi  
3rd Author's Affiliation Osaka Univeristy (Osaka Univ.)
4th Author's Name Nakamura Yutaka  
4th Author's Affiliation RIKEN (RIKEN)
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 ()
21st Author's Name  
21st Author's Affiliation ()
22nd Author's Name  
22nd Author's Affiliation ()
23rd Author's Name  
23rd Author's Affiliation ()
24th Author's Name  
24th Author's Affiliation ()
25th Author's Name  
25th Author's Affiliation ()
26th Author's Name / /
26th Author's Affiliation ()
()
27th Author's Name / /
27th Author's Affiliation ()
()
28th Author's Name / /
28th Author's Affiliation ()
()
29th Author's Name / /
29th Author's Affiliation ()
()
30th Author's Name / /
30th Author's Affiliation ()
()
31st Author's Name / /
31st Author's Affiliation ()
()
32nd Author's Name / /
32nd Author's Affiliation ()
()
33rd Author's Name / /
33rd Author's Affiliation ()
()
34th Author's Name / /
34th Author's Affiliation ()
()
35th Author's Name / /
35th Author's Affiliation ()
()
36th Author's Name / /
36th Author's Affiliation ()
()
Speaker Author-1 
Date Time 2023-07-01 10:45:00 
Presentation Time 25 minutes 
Registration for NC 
Paper # NC2023-24, IBISML2023-24 
Volume (vol) vol.123 
Number (no) no.90(NC), no.91(IBISML) 
Page pp.153-158 
#Pages 6 
Date of Issue 2023-06-22 (NC, IBISML) 

[Return to Top Page]

[Return to IEICE Web Page]
The Institute of Electronics, Information and Communication Engineers (IEICE), Japan