Paper Abstract and Keywords |
Presentation |
2021-05-17 15:10
[Short Paper]
Fundamental study of automatic segmentation of skeletal muscle regions on whole body CT images based on a 3D DeepCNN Kota Nozaki, Xiangong Zhou (Gifu Univ.), Naoki Kamiya (Aichi Prefectual Univ.), Takeshi Hara, Hiroshi Fujita (Gifu Univ.) MI2021-7 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
Amyotrophic lateral sclerosis (ALS) is an intractable disease in which voluntary muscles atrophy gradully due to degeneration of motor neurons. A definitive method for ALS diagnosis is required but it still has not been established. The quantitative information of skeletal muscle region such as volume and CT value that can be obtained from CT images may be useful for supporting ALS diagnosis. In this study, as a preliminary step to obtain quantitative information on skeletal muscles, we investigated an automatic method based on 3D Deep CNN for automatically segmatation surface skeletal muscle regions from whole-body CT images. The experimental results demonstrated that accuracies of the segmetanted skeletal muscle regions showed a mean value of 80.5% on Jaccard coefficient, and 88.8% on Dice coefficient by comapring to the human sketches on 21 whole body CT scans. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Amyotrophic lateral sclerosis / whole-body CT image / skeletal muscle / 3D Deep CNN / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 121, no. 21, MI2021-7, pp. 20-22, May 2021. |
Paper # |
MI2021-7 |
Date of Issue |
2021-05-10 (MI) |
ISSN |
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 |
MI2021-7 |
Conference Information |
Committee |
MI |
Conference Date |
2021-05-17 - 2021-05-17 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Online |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
Medical Image Processing, etc |
Paper Information |
Registration To |
MI |
Conference Code |
2021-05-MI |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Fundamental study of automatic segmentation of skeletal muscle regions on whole body CT images based on a 3D DeepCNN |
Sub Title (in English) |
|
Keyword(1) |
Amyotrophic lateral sclerosis |
Keyword(2) |
whole-body CT image |
Keyword(3) |
skeletal muscle |
Keyword(4) |
3D Deep CNN |
Keyword(5) |
|
Keyword(6) |
|
Keyword(7) |
|
Keyword(8) |
|
1st Author's Name |
Kota Nozaki |
1st Author's Affiliation |
Gifu University (Gifu Univ.) |
2nd Author's Name |
Xiangong Zhou |
2nd Author's Affiliation |
Gifu University (Gifu Univ.) |
3rd Author's Name |
Naoki Kamiya |
3rd Author's Affiliation |
Aichi Prefectual University (Aichi Prefectual Univ.) |
4th Author's Name |
Takeshi Hara |
4th Author's Affiliation |
Gifu University (Gifu Univ.) |
5th Author's Name |
Hiroshi Fujita |
5th Author's Affiliation |
Gifu University (Gifu 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 |
2021-05-17 15:10:00 |
Presentation Time |
30 minutes |
Registration for |
MI |
Paper # |
MI2021-7 |
Volume (vol) |
vol.121 |
Number (no) |
no.21 |
Page |
pp.20-22 |
#Pages |
3 |
Date of Issue |
2021-05-10 (MI) |
|