Paper Abstract and Keywords |
Presentation |
2011-02-21 16:00
Automated Classification Method of Benthic Invertebrate Samples from Microscopic Images
-- A Note on Improvement of Classification Performance Based on Support Vector Data Description -- Takashi Hasegawa, Takahiro Ogawa, Hidemi Watanabe, Miki Haseyama (Hokkaido Univ.) ITS2010-45 IE2010-120 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
This paper proposes a method for automatic extraction and classification of organisms from microscopic images based on Support Vector Data Description (SVDD). In the proposed method, the species are classified from microscopic images including some species of benthoses based on SVDD. Since it is difficult to classify many species at once, a hierachical classification scheme is introduced into the above procedure. Then, based on the non-conventional scheme, the proposed method realizes high performance of the classification a highly accurate classification by removal species that classified high accuracy one by one and narrow down species. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
SVDD / Biodiversity / Automated Classification / Image Processing / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 110, no. 421, IE2010-120, pp. 125-129, Feb. 2011. |
Paper # |
IE2010-120 |
Date of Issue |
2011-02-14 (ITS, 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) |
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ITS2010-45 IE2010-120 |
Conference Information |
Committee |
ITS IE ITE-AIT ITE-HI ITE-ME |
Conference Date |
2011-02-21 - 2011-02-22 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Hokkaido University |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
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Paper Information |
Registration To |
IE |
Conference Code |
2011-02-ITS-IE-AIT-HI-ME |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Automated Classification Method of Benthic Invertebrate Samples from Microscopic Images |
Sub Title (in English) |
A Note on Improvement of Classification Performance Based on Support Vector Data Description |
Keyword(1) |
SVDD |
Keyword(2) |
Biodiversity |
Keyword(3) |
Automated Classification |
Keyword(4) |
Image Processing |
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1st Author's Name |
Takashi Hasegawa |
1st Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
2nd Author's Name |
Takahiro Ogawa |
2nd Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
3rd Author's Name |
Hidemi Watanabe |
3rd Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
4th Author's Name |
Miki Haseyama |
4th Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
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Speaker |
Author-1 |
Date Time |
2011-02-21 16:00:00 |
Presentation Time |
25 minutes |
Registration for |
IE |
Paper # |
ITS2010-45, IE2010-120 |
Volume (vol) |
vol.110 |
Number (no) |
no.420(ITS), no.421(IE) |
Page |
pp.125-129 |
#Pages |
5 |
Date of Issue |
2011-02-14 (ITS, IE) |
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