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Robotized ultrasound imaging of the peripheral arteries – a phantom study

Authors :
von Haxthausen Felix
Hagenah Jannis
Kaschwich Mark
Kleemann Markus
García-Vázquez Verónica
Ernst Floris
Source :
Current Directions in Biomedical Engineering, Vol 6, Iss 1, Pp 763-816 (2020)
Publication Year :
2020
Publisher :
De Gruyter, 2020.

Abstract

The first choice in diagnostic imaging for patients suffering from peripheral arterial disease (PAD) is 2D ultrasound (US). However, for a proper imaging process, a skilled and experienced sonographer is required. Additionally, it is a highly user-dependent operation. A robotized US system that autonomously scans the peripheral arteries has the potential to overcome these limitations. In this work, we extend a previously proposed system by a hierarchical image analysis pipeline based on convolutional neural networks (CNNs) in order to control the robot. The system was evaluated by checking its feasibility to keep the vessel lumen of a leg phantom within the US image while scanning along the artery. In 100% of the images acquired during the scan process the whole vessel lumen was visible. While defining an insensitivity margin of 2.74 mm, the mean absolute distance between vessel center and the horizontal image center line was 2.47 mm and 3.90 mm for an easy and complex scenario, respectively. In conclusion, this system presents the basis for fully automatized peripheral artery imaging in humans using a radiation-free approach.

Details

Language :
English
ISSN :
23645504
Volume :
6
Issue :
1
Database :
Directory of Open Access Journals
Journal :
Current Directions in Biomedical Engineering
Publication Type :
Academic Journal
Accession number :
edsdoj.33f5ea08f184fceba834264fc719de7
Document Type :
article
Full Text :
https://doi.org/10.1515/cdbme-2020-0033