Novel Three-Dimensional Bladder Reconstruction Model from B-Mode Ultrasound Image to Improve the Accuracy of Bladder Volume Measurement

Traditional bladder volume measurement from B-mode (two-dimensional) ultrasound has been found to produce inaccurate results, and thus in this work we aim to improve the accuracy of measurement from B-mode ultrasound. A total of 75 electronic medical records including ultrasonic images were reviewed...

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Main Authors: Meng-Lin Chang, Hsiao-Chi Li, Chang-Keng Liu, Han-Sun Chiang, Chien-Chang Hsu
Format: Article
Language:English
Published: MDPI AG 2021-07-01
Series:Sensors
Subjects:
Online Access:https://www.mdpi.com/1424-8220/21/14/4893
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spelling doaj-3ce63a6a165e4514ab9c8f0cf751dda62021-07-23T14:06:08ZengMDPI AGSensors1424-82202021-07-01214893489310.3390/s21144893Novel Three-Dimensional Bladder Reconstruction Model from B-Mode Ultrasound Image to Improve the Accuracy of Bladder Volume MeasurementMeng-Lin Chang0Hsiao-Chi Li1Chang-Keng Liu2Han-Sun Chiang3Chien-Chang Hsu4Department of Urology, Fu Jen Catholic University Hospital, Fu Jen Catholic University, New Taipei 24352, TaiwanDepartment of Computer Science and Information Engineering, Fu Jen Catholic University, New Taipei 242062, TaiwanGraduate Institute of Computer Science and Information Engineering, Fu Jen Catholic University, New Taipei 242062, TaiwanDepartment of Urology, Fu Jen Catholic University Hospital, Fu Jen Catholic University, New Taipei 24352, TaiwanDepartment of Computer Science and Information Engineering, Fu Jen Catholic University, New Taipei 242062, TaiwanTraditional bladder volume measurement from B-mode (two-dimensional) ultrasound has been found to produce inaccurate results, and thus in this work we aim to improve the accuracy of measurement from B-mode ultrasound. A total of 75 electronic medical records including ultrasonic images were reviewed retrospectively from 64 patients. We put forward a novel bladder volume measurement method, in which a three-dimensional (3D) reconstruction model was established from conventional two-dimensional (2D) ultrasonic images to estimate the bladder volume. The differences and relationships were analyzed among the actual volume, the traditional estimated volume, and the new reconstruction model estimated volume. We also compared the data in different volume groups from small volume to high volume. The mean actual volume is 531.8 mL and the standard deviation is 268.7 mL; the mean percentage error of traditional estimation is −28%. In our new bladder measurement method, the mean percentage error is −10.18% (N = 2), −4.72% (N = 3), −0.33% (N = 4), and 2.58% (N = 5). There is no significant difference between the actual volume and our new bladder measurement method (N = 4) in all data or the divided four groups. The estimated volumes from the traditional method or our new method are highly correlated with the actual volume. Our data show that the three-dimensional bladder reconstruction model provides an accurate measurement from conventional B-mode ultrasonic images compared with the traditional method. The accuracy is seen across different groups of volume, and thus we can conclude that this is a reliable and economical volume measurement model that can be applied in general software or in apps on mobile devices.https://www.mdpi.com/1424-8220/21/14/4893imagingalgorithmsbladderpost-void residual urine (PVR)computer-assisted image processingultrasound
collection DOAJ
language English
format Article
sources DOAJ
author Meng-Lin Chang
Hsiao-Chi Li
Chang-Keng Liu
Han-Sun Chiang
Chien-Chang Hsu
spellingShingle Meng-Lin Chang
Hsiao-Chi Li
Chang-Keng Liu
Han-Sun Chiang
Chien-Chang Hsu
Novel Three-Dimensional Bladder Reconstruction Model from B-Mode Ultrasound Image to Improve the Accuracy of Bladder Volume Measurement
Sensors
imaging
algorithms
bladder
post-void residual urine (PVR)
computer-assisted image processing
ultrasound
author_facet Meng-Lin Chang
Hsiao-Chi Li
Chang-Keng Liu
Han-Sun Chiang
Chien-Chang Hsu
author_sort Meng-Lin Chang
title Novel Three-Dimensional Bladder Reconstruction Model from B-Mode Ultrasound Image to Improve the Accuracy of Bladder Volume Measurement
title_short Novel Three-Dimensional Bladder Reconstruction Model from B-Mode Ultrasound Image to Improve the Accuracy of Bladder Volume Measurement
title_full Novel Three-Dimensional Bladder Reconstruction Model from B-Mode Ultrasound Image to Improve the Accuracy of Bladder Volume Measurement
title_fullStr Novel Three-Dimensional Bladder Reconstruction Model from B-Mode Ultrasound Image to Improve the Accuracy of Bladder Volume Measurement
title_full_unstemmed Novel Three-Dimensional Bladder Reconstruction Model from B-Mode Ultrasound Image to Improve the Accuracy of Bladder Volume Measurement
title_sort novel three-dimensional bladder reconstruction model from b-mode ultrasound image to improve the accuracy of bladder volume measurement
publisher MDPI AG
series Sensors
issn 1424-8220
publishDate 2021-07-01
description Traditional bladder volume measurement from B-mode (two-dimensional) ultrasound has been found to produce inaccurate results, and thus in this work we aim to improve the accuracy of measurement from B-mode ultrasound. A total of 75 electronic medical records including ultrasonic images were reviewed retrospectively from 64 patients. We put forward a novel bladder volume measurement method, in which a three-dimensional (3D) reconstruction model was established from conventional two-dimensional (2D) ultrasonic images to estimate the bladder volume. The differences and relationships were analyzed among the actual volume, the traditional estimated volume, and the new reconstruction model estimated volume. We also compared the data in different volume groups from small volume to high volume. The mean actual volume is 531.8 mL and the standard deviation is 268.7 mL; the mean percentage error of traditional estimation is −28%. In our new bladder measurement method, the mean percentage error is −10.18% (N = 2), −4.72% (N = 3), −0.33% (N = 4), and 2.58% (N = 5). There is no significant difference between the actual volume and our new bladder measurement method (N = 4) in all data or the divided four groups. The estimated volumes from the traditional method or our new method are highly correlated with the actual volume. Our data show that the three-dimensional bladder reconstruction model provides an accurate measurement from conventional B-mode ultrasonic images compared with the traditional method. The accuracy is seen across different groups of volume, and thus we can conclude that this is a reliable and economical volume measurement model that can be applied in general software or in apps on mobile devices.
topic imaging
algorithms
bladder
post-void residual urine (PVR)
computer-assisted image processing
ultrasound
url https://www.mdpi.com/1424-8220/21/14/4893
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