Paper Abstract and Keywords |
Presentation |
2018-06-29 10:20
Single-image Rain Removal Using Residual Deep Learning Takuro Matsui, Masaaki Ikehara, Takanori Fujisawa (Keio Univ.) IE2018-23 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
Most outdoor vision systems can be influenced by rainy weather conditions. In this paper, we address a rain removal problem from a single image. Some existing de-raining methods suffer from hue change due to neglect of the information in low frequency layer. Others fail in assuming enough rainy image models. To solve them, we propose a residual deep network architecture called ResDerainNet. Based on the deep convolutional neural network (CNN), we learn the mapping relationship between rainy and residual images from data. Furthermore, for training, we synthesize rainy images considering various rain models. Specifically, we mainly focus on the composite models as well as orientations and scales of rain streaks. The experiments demonstrate that our proposed model is applicable to a variety of images. Compared with state-of-the-art methods, our proposed method achieves better results on both synthetic and real-world images. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
rain removal / deep learning / convolutional neural networks / residual learning / batch normalization / / / |
Reference Info. |
IEICE Tech. Rep., vol. 118, no. 113, IE2018-23, pp. 13-18, June 2018. |
Paper # |
IE2018-23 |
Date of Issue |
2018-06-22 (IE) |
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 |
IE2018-23 |
Conference Information |
Committee |
IE |
Conference Date |
2018-06-29 - 2018-06-29 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
|
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
Image processing, coding, etc. |
Paper Information |
Registration To |
IE |
Conference Code |
2018-06-IE |
Language |
English (Japanese title is available) |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Single-image Rain Removal Using Residual Deep Learning |
Sub Title (in English) |
|
Keyword(1) |
rain removal |
Keyword(2) |
deep learning |
Keyword(3) |
convolutional neural networks |
Keyword(4) |
residual learning |
Keyword(5) |
batch normalization |
Keyword(6) |
|
Keyword(7) |
|
Keyword(8) |
|
1st Author's Name |
Takuro Matsui |
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 |
Takanori Fujisawa |
3rd Author's Affiliation |
Keio University (Keio Univ.) |
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 |
2018-06-29 10:20:00 |
Presentation Time |
25 minutes |
Registration for |
IE |
Paper # |
IE2018-23 |
Volume (vol) |
vol.118 |
Number (no) |
no.113 |
Page |
pp.13-18 |
#Pages |
6 |
Date of Issue |
2018-06-22 (IE) |
|