中华皮肤科杂志 ›› 2025, e20240290.doi: 10.35541/cjd.20240290

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机器学习在皮肤疾病中的研究应用

董艺    闫昕    穆妮热·塔伊尔    章星琪   

  1. 中山大学附属第一医院皮肤科,广州  510080
  • 收稿日期:2024-05-30 修回日期:2024-09-29 发布日期:2025-02-08
  • 通讯作者: 章星琪 E-mail:xingqi.zhang@aliyun.com

Application of machine learning in dermatology

Dong Yi, Yan Xin, Munire·Tayier, Zhang Xingqi   

  1. Department of Dermatology, the First Affiliated Hospital of Sun Yat-sen University, Guangzhou 510080, China
  • Received:2024-05-30 Revised:2024-09-29 Published:2025-02-08
  • Contact: Zhang Xingqi E-mail:xingqi.zhang@aliyun.com

摘要: 【摘要】 机器学习是人工智能的一个核心组成成分,越来越多的机器学习方法被应用于处理皮肤病等相关临床问题。本文详细介绍了机器学习的基本定义及其分类,着重探讨其在皮肤病研究中的应用及其局限性和可能面临的挑战。本文综述目前机器学习具体的实施方法和发展路径,以促进该技术在皮肤科领域的应用和发展。

关键词: 机器学习, 人工智能, 皮肤疾病, 诊断, 预测, 临床应用

Abstract: 【Abstract】 Machine learning is a core component of artificial intelligence, and increasing machine learning methods has been applied to address clinical issues related to skin diseases. This review provides a detailed introduction to the basic definition of machine learning and its classification, and focuses on its application in dermatological research, as well as its limitations and potential challenges. In addition, this review summarizes the specific implementation methods and development paths of machine learning at present, aiming to promote the application and development of this technology in the field of dermatology.

Key words: Machine learning, Artificial intelligence, Skin diseases, Diagnosis, Forecasting, Clinical applications

引用本文

董艺 穆妮热·塔伊尔 闫昕 章星琪. 机器学习在皮肤疾病中的研究应用[J]. 中华皮肤科杂志, 2025,e20240290. doi:10.35541/cjd.20240290

Dong Yi, Yan Xin, Munire·Tayier, Zhang Xingqi. Application of machine learning in dermatology[J]. Chinese Journal of Dermatology,2025,e20240290. doi:10.35541/cjd.20240290