Paper Abstract and Keywords |
Presentation |
2023-06-16 14:10
Development of an Extra-corporeal circuit Assembly Support System Using Image Recognition Hisashi Miyazaki (Nippon Bunri Univ.), Takayuki Torigoe, Isao Kayano (Kawasaki Univ. of Medical Welfare) MBE2023-9 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
In this research, we developed a system that automatically displays an assembly manual for an artificial heart-lung machine on smart glasses using image recognition technology based on deep learning. Comparative experiments were conducted on the background and equipment used when capturing the teacher data, and considerations were made to improve the accuracy of image recognition. Specifically, the system targets the circulatory circuit of an artificial heart-lung machine and is able to recognize three types of attached equipment (reservoir, artificial lung, and centrifugal pump). Results showed that the model with the highest accuracy was the trained model built using supervised data captured with a smartphone in a practical room environment. In addition, feature point validation using Grad-CAM confirmed that the system accurately captured the characteristics of the three devices. This system has the potential to improve safety and efficiency, as even new medical engineers can perform preoperative preparation of cardiopulmonary devices while checking manuals. Furthermore, the system is expected to be useful in supporting the training of medical engineers, as they can train themselves in difficult training environments by wearing smart glasses. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Medical engineer / Operations support / Artificial heart-lung machine / Image recognition / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 123, no. 82, MBE2023-9, pp. 3-3, June 2023. |
Paper # |
MBE2023-9 |
Date of Issue |
2023-06-09 (MBE) |
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) |
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MBE2023-9 |
Conference Information |
Committee |
MBE IEE-MBE |
Conference Date |
2023-06-16 - 2023-06-16 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Hokkaido University |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
ME, etc. |
Paper Information |
Registration To |
MBE |
Conference Code |
2023-06-MBE-MBE |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Development of an Extra-corporeal circuit Assembly Support System Using Image Recognition |
Sub Title (in English) |
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Medical engineer |
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Operations support |
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Artificial heart-lung machine |
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Image recognition |
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1st Author's Name |
Hisashi Miyazaki |
1st Author's Affiliation |
Nippon Bunri University (Nippon Bunri Univ.) |
2nd Author's Name |
Takayuki Torigoe |
2nd Author's Affiliation |
Kawasaki University of Medical Welfare (Kawasaki Univ. of Medical Welfare) |
3rd Author's Name |
Isao Kayano |
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Kawasaki University of Medical Welfare (Kawasaki Univ. of Medical Welfare) |
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Speaker |
Author-1 |
Date Time |
2023-06-16 14:10:00 |
Presentation Time |
25 minutes |
Registration for |
MBE |
Paper # |
MBE2023-9 |
Volume (vol) |
vol.123 |
Number (no) |
no.82 |
Page |
p.3 |
#Pages |
1 |
Date of Issue |
2023-06-09 (MBE) |
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