Medical robots and systems;
computer vision for medical robotics;
robotic ultrasound;
acoustic shadow reduction;
ultrasound compounding;
D O I:
10.1109/LRA.2022.3141451
中图分类号:
TP24 [机器人技术];
学科分类号:
080202 ;
1405 ;
摘要:
Ultrasound imaging is becoming more prevalent in clinical practice and research. To counteract the drawbacks of high user-dependency and difficult interpretability, ultrasound probes can be attached to robotic arms, enabling an increase in accuracy and repeatability. Currently, robotic ultrasound scans are mainly performed in a perpendicular manner. However, these scans create shadows below high-attenuation structures like bones due to acoustic shadowing, leading to an information loss in the scan. To counteract this and improve the compounding quality of robotic ultrasound scans, we introduce an ultrasound pose optimization method. In this initial work, we focus on the volume coverage of a region of interest and an acoustic shadowing reduction in this volume. Our proposed method is compared against perpendicular scans and random scans. Results show that the volume coverage sweep achieves higher coverage with the trade-off of more performed poses. In addition, the acoustic shadow reduction consistently leads to a higher coverage and confidence of the volumes when applied after a random or perpendicular scan, with a relatively small number of additional poses. Such context-aware volume scanning and path optimization can pave the path to standardized, fully automatic high-quality robotic ultrasound scans without the need for pre-acquired data and systematically reduces the occurrence of acoustic shadows.
机构:
Scuola Super Sant Anna, BioRobot Inst, I-56127 Pisa, ItalyScuola Super Sant Anna, BioRobot Inst, I-56127 Pisa, Italy
Pane, Stefano
Faoro, Giovanni
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机构:
Scuola Super Sant Anna, BioRobot Inst, I-56127 Pisa, ItalyScuola Super Sant Anna, BioRobot Inst, I-56127 Pisa, Italy
Faoro, Giovanni
Sinibaldi, Edoardo
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机构:
Ist Italiano Tecnol, I-16163 Genoa, ItalyScuola Super Sant Anna, BioRobot Inst, I-56127 Pisa, Italy
Sinibaldi, Edoardo
Iacovacci, Veronica
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机构:
Scuola Super Sant Anna, BioRobot Inst, I-56127 Pisa, Italy
Scuola Super Sant Anna, Dept Excellence Robot & AI, I-56127 Pisa, Italy
Chinese Univ Hong Kong, Dept Mech & Automat Engn, Hong Kong, Peoples R ChinaScuola Super Sant Anna, BioRobot Inst, I-56127 Pisa, Italy
Iacovacci, Veronica
Menciassi, Arianna
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机构:
Scuola Super Sant Anna, BioRobot Inst, I-56127 Pisa, ItalyScuola Super Sant Anna, BioRobot Inst, I-56127 Pisa, Italy
机构:
Great Ormond St Hosp Sick Children, Dept Paediat Radiol, Great Ormond St, London WC1N 3JH, EnglandGreat Ormond St Hosp Sick Children, Dept Paediat Radiol, Great Ormond St, London WC1N 3JH, England
Verhagen, Martijn V.
Watson, Tom A.
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机构:
Great Ormond St Hosp Sick Children, Dept Paediat Radiol, Great Ormond St, London WC1N 3JH, EnglandGreat Ormond St Hosp Sick Children, Dept Paediat Radiol, Great Ormond St, London WC1N 3JH, England
Watson, Tom A.
Hickson, Melissa
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机构:
Great Ormond St Hosp Sick Children, Dept Paediat Radiol, Great Ormond St, London WC1N 3JH, EnglandGreat Ormond St Hosp Sick Children, Dept Paediat Radiol, Great Ormond St, London WC1N 3JH, England
Hickson, Melissa
Smeulders, Naima
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h-index: 0
机构:
Great Ormond St Hosp Sick Children, Dept Paediat Urol, London, EnglandGreat Ormond St Hosp Sick Children, Dept Paediat Radiol, Great Ormond St, London WC1N 3JH, England
Smeulders, Naima
Humphries, Paul D.
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机构:
Great Ormond St Hosp Sick Children, Dept Paediat Radiol, Great Ormond St, London WC1N 3JH, EnglandGreat Ormond St Hosp Sick Children, Dept Paediat Radiol, Great Ormond St, London WC1N 3JH, England
机构:
Sir Charles Gairdner Hosp, Intens Care Unit, Nedlands, WA, AustraliaSir Charles Gairdner Hosp, Intens Care Unit, Nedlands, WA, Australia
Mishra, Lipi
Rath, Chandra
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h-index: 0
机构:
Perth Childrens Hosp, Neonatol, Nedlands, WA, Australia
King Edward Mem Hosp, Neonatol, Subiaco, WA, Australia
Univ Western Australia, Sch Med, Crawley, WA, AustraliaSir Charles Gairdner Hosp, Intens Care Unit, Nedlands, WA, Australia
Rath, Chandra
Wibrow, Bradley
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h-index: 0
机构:
Sir Charles Gairdner Hosp, Intens Care Unit, Nedlands, WA, AustraliaSir Charles Gairdner Hosp, Intens Care Unit, Nedlands, WA, Australia
Wibrow, Bradley
Anstey, Matthew
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h-index: 0
机构:
Sir Charles Gairdner Hosp, Intens Care Unit, Nedlands, WA, Australia
Univ Western Australia, Sch Med, Crawley, WA, AustraliaSir Charles Gairdner Hosp, Intens Care Unit, Nedlands, WA, Australia
Anstey, Matthew
Ho, Kwok
论文数: 0引用数: 0
h-index: 0
机构:
Fiona Stanley Hosp, Intens Care Unit, Murdoch, WA, Australia
Univ Western Australia, Sch Med, Crawley, WA, AustraliaSir Charles Gairdner Hosp, Intens Care Unit, Nedlands, WA, Australia