| Presentation | 2023-06-16 Development of an Extra-corporeal circuit Assembly Support System Using Image Recognition Hisashi Miyazaki, Takayuki Torigoe, Isao Kayano, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(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) |
| Keyword(in English) | Medical engineer / Operations support / Artificial heart-lung machine / Image recognition |
| Paper # | MBE2023-9 |
| Date of Issue | 2023-06-09 (MBE) |
| Conference Information | |
| Committee | MBE / IEE-MBE |
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| Conference Date | 2023/6/16(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Hokkaido University |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | ME, etc. |
| Chair | Hisashi Yoshida(Kinki Univ.) |
| Vice Chair | Akinori Ueno(Tokyo Denki Univ.) |
| Secretary | Akinori Ueno(Tohoku Inst. of Tech.) / (Univ. of Tsukuba) |
| Assistant | Miki Kaneko(Osaka Univ.) / Akihiko Tsukahara(Tokyo Denki Univ.) |
| Paper Information | |
| Registration To | Technical Committee on ME and Bio Cybernetics / The Technical Committee on Medical and Biological Engineering |
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| Language | JPN |
| 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) | |
| Keyword(1) | Medical engineer |
| Keyword(2) | Operations support |
| Keyword(3) | Artificial heart-lung machine |
| Keyword(4) | Image recognition |
| 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 |
| 3rd Author's Affiliation | Kawasaki University of Medical Welfare(Kawasaki Univ. of Medical Welfare) |
| Date | 2023-06-16 |
| Paper # | MBE2023-9 |
| Volume (vol) | vol.123 |
| Number (no) | MBE-82 |
| Page | pp.pp.3-3(MBE), |
| #Pages | 1 |
| Date of Issue | 2023-06-09 (MBE) |