Dialysis machine alarm recognition based on convolutional neural network

Dialysis machine alarm recognition based on convolutional neural network

Abstract Background Hemodialysis, a renal replacement treatment for end-stage renal failure, relies heavily on the proper functioning of the dialysis machine. Timely detection and handling of dialysis machine alarms are important to ensure the safety of dialysis treatment. Method This study proposes...

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Bibliographic Details
Main Authors: Huile Xie, Xiongjie Deng, Bin Dong, Liting Chen, Mingyang Song, Zidong Ying, Zhaoxin Fan, Xukai Wang, Liang Peng
Format: Article
Language:English
Published: BMC 2025-06-01
Series:Renal Replacement Therapy
Subjects:
Convolutional neural network
Image recognition
YOLOv5
Hemodialysis
Dialysis machine alarms
Online Access:https://doi.org/10.1186/s41100-025-00632-9
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