| Paper Abstract and Keywords |
| Presentation |
2017-10-05 14:50
Segmentation of Campus Images based on Image Features for Building Recognition Kenta Yamanishi, Shun Hattori, Yukinori Suzuki (Muroran-IT) IE2017-51 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
We have been studying building recognition in natural images by taking picture in a college campus. Itis difficult to recognize buildings accurately because the campus image contains various objects other than buildings in a campus such as people, trees, grass, cars, bicycles and roads. We therefore carried out an image segmentation using image features for accurate building recognition. Two segmentation algorithms were examined: (1) supervised segmentation using Gabor features and a support vector machine and (2) unsupervised segmentation using statistical geometrical features. Segmentation was carried out after converting a color image to a gray scale image. An effective gray scale conversion for image segmentation was also investigated. Computational experiments showed that the supervised segmentation was not able to divide the test images (which were not used to train SVM) satisfactorily. On the other hand, the unsupervised segmentation was able to divide the test images roughly in both cases of luminance and MSB conversion, respectively. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
SGF / Gabor feature / image features / region segmentation / Gray scale conversion / SVM / / |
| Reference Info. |
IEICE Tech. Rep., vol. 117, no. 228, IE2017-51, pp. 25-30, Oct. 2017. |
| Paper # |
IE2017-51 |
| Date of Issue |
2017-09-28 (IE) |
| 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 |
IE2017-51 |
| Conference Information |
| Committee |
IE ITE-ME ITE-AIT |
| Conference Date |
2017-10-05 - 2017-10-06 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
|
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
|
| Paper Information |
| Registration To |
IE |
| Conference Code |
2017-10-IE-ME-AIT |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Segmentation of Campus Images based on Image Features for Building Recognition |
| Sub Title (in English) |
|
| Keyword(1) |
SGF |
| Keyword(2) |
Gabor feature |
| Keyword(3) |
image features |
| Keyword(4) |
region segmentation |
| Keyword(5) |
Gray scale conversion |
| Keyword(6) |
SVM |
| Keyword(7) |
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| Keyword(8) |
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| 1st Author's Name |
Kenta Yamanishi |
| 1st Author's Affiliation |
Muroran Institute of Technology (Muroran-IT) |
| 2nd Author's Name |
Shun Hattori |
| 2nd Author's Affiliation |
Muroran Institute of Technology (Muroran-IT) |
| 3rd Author's Name |
Yukinori Suzuki |
| 3rd Author's Affiliation |
Muroran Institute of Technology (Muroran-IT) |
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| Speaker |
Author-1 |
| Date Time |
2017-10-05 14:50:00 |
| Presentation Time |
25 minutes |
| Registration for |
IE |
| Paper # |
IE2017-51 |
| Volume (vol) |
vol.117 |
| Number (no) |
no.228 |
| Page |
pp.25-30 |
| #Pages |
6 |
| Date of Issue |
2017-09-28 (IE) |