Paper Abstract and Keywords |
Presentation |
2010-12-09 10:00
Detection of Granular Objects in Cell by Learning Kenta Aoki, Yaokai Feng, Seiichi Uchida (Kyushu Univ.), Masahiko Araseki, Yuki Saito, Toshiharu Suzuki (Hokkaido Univ.) PRMU2010-127 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
By the development of the microscope, it is now possible to observe the moving APP-GFPs in cells. By observing their movement, the elucidation of causes of diseases, such as Alzheimer, is expected. Presently, quantitative analysis is performed manually with the microscopes and eyes, consuming much effort of researchers. Therefore, in this report, we
attempt the detection of APP-GFPs in cells as the first step of the movement analysis of APP-GFPs. Specifically, we perform preprocessing to the cell image for background noise removal, and try the 2-class classification between background and APP-GPP in each pixel. For the classification, we use 1-class support vector machine (OCSVM), which has been often used for pattern detection problems. Through several experimental results, we will observe the difficulties of the detection problem and consider possible remedies for future research. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
object detection / bioimage-informatics / microscopic video image / intra-cell logistics / GFP / OC-SVM / / |
Reference Info. |
IEICE Tech. Rep., vol. 110, no. 330, PRMU2010-127, pp. 7-12, Dec. 2010. |
Paper # |
PRMU2010-127 |
Date of Issue |
2010-12-02 (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 |
PRMU2010-127 |
Conference Information |
Committee |
PRMU FM |
Conference Date |
2010-12-09 - 2010-12-10 |
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 |
2010-12-PRMU-FM |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Detection of Granular Objects in Cell by Learning |
Sub Title (in English) |
|
Keyword(1) |
object detection |
Keyword(2) |
bioimage-informatics |
Keyword(3) |
microscopic video image |
Keyword(4) |
intra-cell logistics |
Keyword(5) |
GFP |
Keyword(6) |
OC-SVM |
Keyword(7) |
|
Keyword(8) |
|
1st Author's Name |
Kenta Aoki |
1st Author's Affiliation |
Kyushu University (Kyushu Univ.) |
2nd Author's Name |
Yaokai Feng |
2nd Author's Affiliation |
Kyushu University (Kyushu Univ.) |
3rd Author's Name |
Seiichi Uchida |
3rd Author's Affiliation |
Kyushu University (Kyushu Univ.) |
4th Author's Name |
Masahiko Araseki |
4th Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
5th Author's Name |
Yuki Saito |
5th Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
6th Author's Name |
Toshiharu Suzuki |
6th Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
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 |
2010-12-09 10:00:00 |
Presentation Time |
30 minutes |
Registration for |
PRMU |
Paper # |
PRMU2010-127 |
Volume (vol) |
vol.110 |
Number (no) |
no.330 |
Page |
pp.7-12 |
#Pages |
6 |
Date of Issue |
2010-12-02 (PRMU) |
|