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Development and preliminary testing of a prior knowledge-based visual navigation system for cardiac ultrasound scanning | |
Hao, Mingrui1,2; Guo, Jun3; Liu, Cuicui3; Chen, Chen1; Wang, Shuangyi1,2,4 | |
发表期刊 | BIOMEDICAL ENGINEERING LETTERS |
ISSN | 2093-9868 |
2023-12-21 | |
页码 | 10 |
通讯作者 | Chen, Chen(chen.chen@ia.ac.cn) ; Wang, Shuangyi(shuangyi.wang@ia.ac.cn) |
摘要 | PurposeUltrasound is widely used to diagnose disease and guide surgery because it is versatile, inexpensive and radiation-free. However, image acquisition is dependent on the operation of a professional sonographer, which is a difficult skill to learn for a wider range of non-sonographers.MethodsWe propose a prior knowledge-based visual navigation method to obtain three important standard ultrasound views of the heart, based on the sonographer's skill learning and augmented reality prompts. The key information about the probe movement was captured using vision-based tracking and normalisation methods on 14 volunteers, based on a professional sonographer's practice. An augmented reality-based navigation method was then proposed to guide operators with no ultrasound experience to find standard views of the heart in a second set of three volunteers.ResultsThrough quantitative analysis and qualitative scoring, the results showed that the proposed method can effectively guide non-sonographers to obtain standard views with diagnostic value.ConclusionIt is believed that the method proposed in this paper has clear application value in primary care, and expansion of the data will allow the accuracy of the navigation to be further improved. |
关键词 | Ultrasound scanning Visual navigation Augmented reality Skill learning Medical training |
DOI | 10.1007/s13534-023-00338-z |
收录类别 | SCI |
语种 | 英语 |
资助项目 | Natural Science Foundation of China |
项目资助者 | Natural Science Foundation of China |
WOS研究方向 | Engineering |
WOS类目 | Engineering, Biomedical |
WOS记录号 | WOS:001128693500002 |
出版者 | SPRINGERNATURE |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.ia.ac.cn/handle/173211/54959 |
专题 | 多模态人工智能系统全国重点实验室 |
通讯作者 | Chen, Chen; Wang, Shuangyi |
作者单位 | 1.Chinese Acad Sci, Inst Automat, State Key Lab Multimodal Artificial Intelligence S, Beijing 100190, Peoples R China 2.Univ Chinese Acad Sci, Sch Artificial Intelligence, Beijing 100043, Peoples R China 3.Hangtian Ctr Hosp, Beijing 100049, Peoples R China 4.Chinese Acad Sci, Ctr Artificial Intelligence & Robot, Hong Kong Inst Sci & Innovat, Hong Kong, Peoples R China |
第一作者单位 | 中国科学院自动化研究所 |
通讯作者单位 | 中国科学院自动化研究所 |
推荐引用方式 GB/T 7714 | Hao, Mingrui,Guo, Jun,Liu, Cuicui,et al. Development and preliminary testing of a prior knowledge-based visual navigation system for cardiac ultrasound scanning[J]. BIOMEDICAL ENGINEERING LETTERS,2023:10. |
APA | Hao, Mingrui,Guo, Jun,Liu, Cuicui,Chen, Chen,&Wang, Shuangyi.(2023).Development and preliminary testing of a prior knowledge-based visual navigation system for cardiac ultrasound scanning.BIOMEDICAL ENGINEERING LETTERS,10. |
MLA | Hao, Mingrui,et al."Development and preliminary testing of a prior knowledge-based visual navigation system for cardiac ultrasound scanning".BIOMEDICAL ENGINEERING LETTERS (2023):10. |
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