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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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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