| Paper Abstract and Keywords |
| Presentation |
2012-02-10 17:00
A study on automated extraction of lymph nodes from two-phase 3D contrasted chest CT images Mitsuhiro Kishimoto, Yukitaka Nimura, Masahiro Oda (Nagoya Univ.), Takayuki Kitasaka (Aichi Inst. of Tech.), Shingo Iwano, Kensaku Mori (Nagoya Univ.) PRMU2011-237 SP2011-152 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
In this paper, we present a method for automated extraction of lymph nodes from 3D contrasted chest CT images taken in early- and late-phases. Image diagnoses of the lymph node metastases are quite important in lung cancer treatments. Automated extraction of lymph nodes from chest CT images by computers is expected to be developed. The previous extraction methods caused a lot of FPs (false positive) due to inadequate target processing regions and insufficient FP reduction processes. We extract lymph node candidates roughly %corrected the target processing region by using the intensity features of the two-phase 3D contrasted chest CT images. We reduce FPs of the lymph node candidates based on the information of the smallest and longest axes of the candidates after processing by a region growing process. We evaluate our method using 42 cases of CT image pairs. The extraction results are compared with diagnosis results by a radiologist. Experimental results showed that the recall and precision rate of the extracted regions were 69.9 % and 58.4 %, respectively. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Chest CT image / lymph nodes / computer assisted detection / local intensity structure analysis / region growing / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 111, no. 430, PRMU2011-237, pp. 237-242, Feb. 2012. |
| Paper # |
PRMU2011-237 |
| Date of Issue |
2012-02-02 (PRMU, SP) |
| 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 |
PRMU2011-237 SP2011-152 |
| Conference Information |
| Committee |
PRMU SP |
| Conference Date |
2012-02-09 - 2012-02-10 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
|
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
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| Paper Information |
| Registration To |
PRMU |
| Conference Code |
2012-02-PRMU-SP |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
A study on automated extraction of lymph nodes from two-phase 3D contrasted chest CT images |
| Sub Title (in English) |
|
| Keyword(1) |
Chest CT image |
| Keyword(2) |
lymph nodes |
| Keyword(3) |
computer assisted detection |
| Keyword(4) |
local intensity structure analysis |
| Keyword(5) |
region growing |
| Keyword(6) |
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| Keyword(7) |
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| Keyword(8) |
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| 1st Author's Name |
Mitsuhiro Kishimoto |
| 1st Author's Affiliation |
Nagoya University (Nagoya Univ.) |
| 2nd Author's Name |
Yukitaka Nimura |
| 2nd Author's Affiliation |
Nagoya University (Nagoya Univ.) |
| 3rd Author's Name |
Masahiro Oda |
| 3rd Author's Affiliation |
Nagoya University (Nagoya Univ.) |
| 4th Author's Name |
Takayuki Kitasaka |
| 4th Author's Affiliation |
Aichi Institute of Technology (Aichi Inst. of Tech.) |
| 5th Author's Name |
Shingo Iwano |
| 5th Author's Affiliation |
Nagoya University (Nagoya Univ.) |
| 6th Author's Name |
Kensaku Mori |
| 6th Author's Affiliation |
Nagoya University (Nagoya Univ.) |
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| Speaker |
Author-1 |
| Date Time |
2012-02-10 17:00:00 |
| Presentation Time |
30 minutes |
| Registration for |
PRMU |
| Paper # |
PRMU2011-237, SP2011-152 |
| Volume (vol) |
vol.111 |
| Number (no) |
no.430(PRMU), no.431(SP) |
| Page |
pp.237-242 |
| #Pages |
6 |
| Date of Issue |
2012-02-02 (PRMU, SP) |