Paper Abstract and Keywords |
Presentation |
2020-05-28 14:00
A Study of 3D Ultrasound Volume Reconstruction based on Ultrasound Probe Localization Using Deep Learning Kanta Miura, Koichi Ito, Takafumi Aoki (Tohoku Univ.), Jun Ohmiya, Satoshi Kondo (KONICA MINOLTA) SIP2020-3 BioX2020-3 IE2020-3 MI2020-3 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
This paper presents an ultrasound (US) volume reconstruction method only from US image sequences using deep learning.
The proposed method employs a convolutional neural network to estimate the position of a 2D US probe only from US images.
We introduce a network for estimating motion and two loss functions: the $L_1$ loss function and the consistency loss function.
Through a set of experiments using US image sequence datasets with ground-truth motion measured by a motion capture system, we demonstrate that the proposed method exhibits better performance on probe localization and volume reconstruction compared with the conventional method. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
ultrasound / volume reconstruction / CNN / probe localization / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 120, no. 40, MI2020-3, pp. 9-14, May 2020. |
Paper # |
MI2020-3 |
Date of Issue |
2020-05-21 (SIP, BioX, IE, 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 |
SIP2020-3 BioX2020-3 IE2020-3 MI2020-3 |
Conference Information |
Committee |
MI IE SIP BioX ITE-IST ITE-ME |
Conference Date |
2020-05-28 - 2020-05-29 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Online |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
Image and signal processing/analysis/AI technology, and their application |
Paper Information |
Registration To |
MI |
Conference Code |
2020-05-MI-IE-SIP-BioX-IST-ME |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
A Study of 3D Ultrasound Volume Reconstruction based on Ultrasound Probe Localization Using Deep Learning |
Sub Title (in English) |
|
Keyword(1) |
ultrasound |
Keyword(2) |
volume reconstruction |
Keyword(3) |
CNN |
Keyword(4) |
probe localization |
Keyword(5) |
|
Keyword(6) |
|
Keyword(7) |
|
Keyword(8) |
|
1st Author's Name |
Kanta Miura |
1st Author's Affiliation |
Tohoku University (Tohoku Univ.) |
2nd Author's Name |
Koichi Ito |
2nd Author's Affiliation |
Tohoku University (Tohoku Univ.) |
3rd Author's Name |
Takafumi Aoki |
3rd Author's Affiliation |
Tohoku University (Tohoku Univ.) |
4th Author's Name |
Jun Ohmiya |
4th Author's Affiliation |
KONICA MINOLTA, INC. (KONICA MINOLTA) |
5th Author's Name |
Satoshi Kondo |
5th Author's Affiliation |
KONICA MINOLTA, INC. (KONICA MINOLTA) |
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 |
2020-05-28 14:00:00 |
Presentation Time |
20 minutes |
Registration for |
MI |
Paper # |
SIP2020-3, BioX2020-3, IE2020-3, MI2020-3 |
Volume (vol) |
vol.120 |
Number (no) |
no.38(SIP), no.37(BioX), no.39(IE), no.40(MI) |
Page |
pp.9-14 |
#Pages |
6 |
Date of Issue |
2020-05-21 (SIP, BioX, IE, MI) |
|