| 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 | 2019-03-15 13:00 Non-blind image deblurring using deep image prior Takanori Fujisawa, Masaaki Ikehara (Keio Univ.)  IMQ2018-66 IE2018-150 MVE2018-97 |
|
| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | Deep learning has become a major tools for image generation and image restoration. General approach for deep learning is to extract a image feature from a large number of images. Recently, a method called deep image prior has shown that a generator network has an ability to hold a image's structure and it can be used as a prior information for image restoration problem such as denoising. This paper shows that combining the convolution operation to the deep image prior achieves the image restoration such as deblurring. The simulation over standard images and kernels shows that our method can achieve more accurate image restoration compared to other image deblurring methods. | |
| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | Image deblurring / Image restoration / Deep learning / / / / / | |
| Reference Info. | IEICE Tech. Rep., vol. 118, no. 501, IE2018-150, pp. 239-244, March 2019. | |
| Paper # | IE2018-150 | |
| Date of Issue | 2019-03-07 (IMQ, IE, MVE) | |
| 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 | IMQ2018-66 IE2018-150 MVE2018-97 |
|
| Conference Information | |
| Committee | IMQ IE MVE CQ |
| Conference Date | 2019-03-14 - 2019-03-15 |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Kagoshima University |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | media of five senses, multimedia, media experience, picture codinge, image media quality, network,quality and reliability, etc |
| Paper Information | |
| Registration To | IE |
| Conference Code | 2019-03-IMQ-IE-MVE-CQ |
| Language | Japanese |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Non-blind image deblurring using deep image prior |
| Sub Title (in English) | |
| Keyword(1) | Image deblurring |
| Keyword(2) | Image restoration |
| Keyword(3) | Deep learning |
| Keyword(4) | |
| Keyword(5) | |
| Keyword(6) | |
| Keyword(7) | |
| Keyword(8) | |
| 1st Author's Name | Takanori Fujisawa |
| 1st Author's Affiliation | Keio University (Keio Univ.) |
| 2nd Author's Name | Masaaki Ikehara |
| 2nd Author's Affiliation | Keio University (Keio 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 | () |
| Speaker | Author-1 |
| Date Time | 2019-03-15 13:00:00 |
| Presentation Time | 25 minutes |
| Registration for | IE |
| Paper # | IMQ2018-66, IE2018-150, MVE2018-97 |
| Volume (vol) | vol.118 |
| Number (no) | no.500(IMQ), no.501(IE), no.502(MVE) |
| Page | pp.239-244 |
| #Pages | 6 |
| Date of Issue | 2019-03-07 (IMQ, IE, MVE) |
[Return to Top Page]