Paper Abstract and Keywords |
Presentation |
2017-10-12 14:30
[Short Paper]
Research of Automatic Scene Segmentation for Video Summary Generation based on Deep Learning Yuki Futami, Masayuki Kashima, Shinya Fukumoto, Kiminori Sato, Mutsumi Watanabe (Kagoshima Univ.) PRMU2017-78 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
Huge amount of video contents are handled routinely.
The video is divided into scenes that consists of semantic clusters and, it becomes larger the necessity to present the scene user wants from the huge amount of videos.
In recent years, the efficacy of deep learning in image recognition has been shown.The purpose of this study was automatic segmentation of scenes based on deep learning, and to generate summary sentences of divided scenes.
In the first step, shots of videos are segmented.
In this paper, we propose the extraction method of shot points by comparing the similarity of the images based on feature vector extracted by CNN
Experimental results using a plurality of video contents have shown the effectiveness of the proposed method |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Deep Learning / Shot Detection / Scene Segmentation / Convolutional Neural Network / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 117, no. 238, PRMU2017-78, pp. 91-92, Oct. 2017. |
Paper # |
PRMU2017-78 |
Date of Issue |
2017-10-05 (PRMU) |
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 |
PRMU2017-78 |
Conference Information |
Committee |
PRMU |
Conference Date |
2017-10-12 - 2017-10-13 |
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 |
2017-10-PRMU |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Research of Automatic Scene Segmentation for Video Summary Generation based on Deep Learning |
Sub Title (in English) |
|
Keyword(1) |
Deep Learning |
Keyword(2) |
Shot Detection |
Keyword(3) |
Scene Segmentation |
Keyword(4) |
Convolutional Neural Network |
Keyword(5) |
|
Keyword(6) |
|
Keyword(7) |
|
Keyword(8) |
|
1st Author's Name |
Yuki Futami |
1st Author's Affiliation |
Kagoshima University (Kagoshima Univ.) |
2nd Author's Name |
Masayuki Kashima |
2nd Author's Affiliation |
Kagoshima University (Kagoshima Univ.) |
3rd Author's Name |
Shinya Fukumoto |
3rd Author's Affiliation |
Kagoshima University (Kagoshima Univ.) |
4th Author's Name |
Kiminori Sato |
4th Author's Affiliation |
Kagoshima University (Kagoshima Univ.) |
5th Author's Name |
Mutsumi Watanabe |
5th Author's Affiliation |
Kagoshima University (Kagoshima Univ.) |
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 |
2017-10-12 14:30:00 |
Presentation Time |
15 minutes |
Registration for |
PRMU |
Paper # |
PRMU2017-78 |
Volume (vol) |
vol.117 |
Number (no) |
no.238 |
Page |
pp.91-92 |
#Pages |
2 |
Date of Issue |
2017-10-05 (PRMU) |
|