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人工智能在肌肉骨骼临床中的应用:人工智能如何提高我的日常工作效率?

AI musculoskeletal clinical applications: how can AI increase my day-to-day efficiency?

机构信息

Department of Radiology, Center for Clinical Imaging Data Science (CCIDS), Research Institute of Radiological Science, Yonsei University College of Medicine, Seoul, 03722, Republic of Korea.

出版信息

Skeletal Radiol. 2022 Feb;51(2):293-304. doi: 10.1007/s00256-021-03876-8. Epub 2021 Aug 3.

Abstract

Artificial intelligence (AI) is expected to bring greater efficiency in radiology by performing tasks that would otherwise require human intelligence, also at a much faster rate than human performance. In recent years, milestone deep learning models with unprecedented low error rates and high computational efficiency have shown remarkable performance for lesion detection, classification, and segmentation tasks. However, the growing field of AI has significant implications for radiology that are not limited to visual tasks. These are essential applications for optimizing imaging workflows and improving noninterpretive tasks. This article offers an overview of the recent literature on AI, focusing on the musculoskeletal imaging chain, including initial patient scheduling, optimized protocoling, magnetic resonance imaging reconstruction, image enhancement, medical image-to-image translation, and AI-aided image interpretation. The substantial developments of advanced algorithms, the emergence of massive quantities of medical data, and the interest of researchers and clinicians reveal the potential for the growing applications of AI to augment the day-to-day efficiency of musculoskeletal radiologists.

摘要

人工智能(AI)有望通过执行原本需要人类智能的任务,为放射科带来更高的效率,而且其速度也远超人类。近年来,具有前所未有的低错误率和高计算效率的深度学习模型在病变检测、分类和分割任务方面表现出了显著的性能。然而,人工智能这一快速发展的领域对放射科的影响不仅限于视觉任务。这些都是优化成像工作流程和改善非解释性任务的重要应用。本文概述了人工智能领域的最新文献,重点介绍了肌肉骨骼成像链,包括初始患者调度、优化方案制定、磁共振成像重建、图像增强、医学图像到图像的翻译以及人工智能辅助图像解释。先进算法的大量发展、大量医疗数据的出现以及研究人员和临床医生的兴趣揭示了人工智能日益广泛的应用有潜力提高肌肉骨骼放射科医生的日常工作效率。

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