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A fully autonomous robotic ultrasound system for thyroid scanning

Medicine and Health

A fully autonomous robotic ultrasound system for thyroid scanning

K. Su, J. Liu, et al.

Discover the groundbreaking Fully Autonomous Robotic Ultrasound System (FARUS) developed by a team of researchers, including Kang Su and Jingwei Liu. This innovative system excels in thyroid scanning and malignant nodule identification, utilizing advanced technologies such as reinforcement learning and Bayesian optimization to achieve results comparable to experienced clinicians.... show more
Abstract
The current thyroid ultrasound relies heavily on the experience and skills of the sonographer and the expertise of the radiologist, and the process is physically and cognitively exhausting. In this paper, we report a fully autonomous robotic ultrasound system, which is able to scan thyroid regions without human assistance and identify malignant nodules. In this system, human skeleton point recognition, reinforcement learning, and force feedback are used to deal with the difficulties in locating thyroid targets. The orientation of the ultrasound probe is adjusted dynamically via Bayesian optimization. Experimental results on human participants demonstrated that this system can perform high-quality ultrasound scans, close to manual scans obtained by clinicians. Additionally, it has the potential to detect thyroid nodules and provide data on nodule characteristics for American College of Radiology Thyroid Imaging Reporting and Data System (ACR TI-RADS) calculation.
Publisher
nature communications
Published On
May 11, 2024
Authors
Kang Su, Jingwei Liu, Xiaoqi Ren, Yingxiang Huo, Guanglong Du, Wei Zhao, Xueqian Wang, Bin Liang, Di Li, Peter Xiaoping Liu
Tags
robotic ultrasound
thyroid scanning
malignant nodule identification
reinforcement learning
Bayesian optimization
automated healthcare
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