深度学习技术在骨折诊断中的应用与前景。

IF 2 4区 医学 Q3 MEDICINE, RESEARCH & EXPERIMENTAL Current Medical Science Pub Date : 2024-12-01 Epub Date: 2024-11-18 DOI:10.1007/s11596-024-2928-5
Jia-Yao Zhang, Jia-Ming Yang, Xin-Meng Wang, Hong-Lin Wang, Hong Zhou, Zi-Neng Yan, Yi Xie, Peng-Ran Liu, Zhi-Wei Hao, Zhe-Wei Ye
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引用次数: 0

摘要

人工智能(AI)是一个跨学科领域,它结合了计算机技术、数学和其他一些领域。最近,随着机器学习(ML)和深度学习(DL)的快速发展,人工智能领域取得了重大进展。作为发展最快的分支之一,深度学习可以有效地从大数据中提取特征,优化各种任务的性能。此外,随着数字成像技术的发展,DL 已成为临床应用中处理高维医学影像数据和进行医学影像分析的重要工具。随着这项技术的发展,骨科疾病的诊断也发生了重大变化。在这篇综述中,我们介绍了 DL 在骨折诊断方面的最新研究进展,并探讨了 DL 在这一领域的价值,为 DL 技术在骨科领域的更好融合与发展提供参考。
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Application and Prospects of Deep Learning Technology in Fracture Diagnosis.

Artificial intelligence (AI) is an interdisciplinary field that combines computer technology, mathematics, and several other fields. Recently, with the rapid development of machine learning (ML) and deep learning (DL), significant progress has been made in the field of AI. As one of the fastest-growing branches, DL can effectively extract features from big data and optimize the performance of various tasks. Moreover, with advancements in digital imaging technology, DL has become a key tool for processing high-dimensional medical image data and conducting medical image analysis in clinical applications. With the development of this technology, the diagnosis of orthopedic diseases has undergone significant changes. In this review, we describe recent research progress on DL in fracture diagnosis and discuss the value of DL in this field, providing a reference for better integration and development of DL technology in orthopedics.

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来源期刊
Current Medical Science
Current Medical Science Biochemistry, Genetics and Molecular Biology-Genetics
CiteScore
4.70
自引率
0.00%
发文量
126
期刊介绍: Current Medical Science provides a forum for peer-reviewed papers in the medical sciences, to promote academic exchange between Chinese researchers and doctors and their foreign counterparts. The journal covers the subjects of biomedicine such as physiology, biochemistry, molecular biology, pharmacology, pathology and pathophysiology, etc., and clinical research, such as surgery, internal medicine, obstetrics and gynecology, pediatrics and otorhinolaryngology etc. The articles appearing in Current Medical Science are mainly in English, with a very small number of its papers in German, to pay tribute to its German founder. This journal is the only medical periodical in Western languages sponsored by an educational institution located in the central part of China.
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