https://www.ncbi.nlm.nih.gov/pubmed/29974498
Automation, machine learning, and artificial intelligence in echocardiography: A brave new world.
Author information
- 1
- Hamilton Health Sciences Centre, McMaster University, Hamilton, Ontario, Canada.
- 2
- St. Michael's Hospital, University of Toronto, Toronto, Ontario, Canada.
- 3
- University of Buffalo, Buffalo, NY, USA.
Abstract
Automation, machine learning, and artificial intelligence (AI) are changing the landscape of echocardiography providing complimentary tools to physicians to enhance patient care. Multiple vendor software programs have incorporated automation to improve accuracy and efficiency of manual tracings. Automation with longitudinal strain and 3D echocardiography has shown great accuracy and reproducibility allowing the incorporation of these techniques into daily workflow. This will give further experience to nonexpert readers and allow the integration of these essential tools into more echocardiography laboratories. The potential for machine learning in cardiovascular imaging is still being discovered as algorithms are being created, with training on large data sets beyond what traditional statistical reasoning can handle. Deep learning when applied to large image repositories will recognize complex relationships and patterns integrating all properties of the image, which will unlock further connections about the natural history and prognosis of cardiac disease states. The purpose of this review article was to describe the role and current use of automation, machine learning, and AI in echocardiography and discuss potential limitations and challenges of in the future.
KEYWORDS:
algorithm; artificial intelligence; automation; deep learning; echocardiography; machine learning
- PMID:
- 29974498
- DOI:
- 10.1111/echo.14086
심장초음파, 측정 자동화
딥러닝 알고리즘
캐나다 리뷰 저널
chamber , LV function 자동 측정 및 분석 :
Phillips 사의 HealthModel 소프트웨어
Valve function (Mitral valve, Aortic valve) 자동 측정 및 분석 :
Siemens 사의 eSi.e 소프트웨어
Phillips 사의 Valve Navigator 소프트웨
2018 Echocardigraphy - Automation, machine learning, and artificial intelligence in echocardiography.pdf
