协和医学杂志

2018, v.9(01) 15-18

[打印本页] [关闭]
本期目录(Current Issue) | 过刊浏览(Past Issue) | 高级检索(Advanced Search)

基于深度学习的皮肤影像分类
Classification of Skin Images Based on Deep Learning

周航宁;谢凤英;姜志国;刘洁;晋红中;孟如松;崔勇;
ZHOU Hang-ning;XIE Feng-ying;JIANG Zhi-guo;LIU Jie;JIN Hong-zhong;MENG Ru-song;CUI Yong;Image Processing Center,School of Astronautics,Beihang University;Department of Dermatology,Peking Union Medical College Hospital,Chinese Academy of Medical Sciences &Peking Union Medical College;Department of Dermatology,Air Force General Hospital,PLA;Department of Dermatology,China-Japan FriendshipHospital;

摘要(Abstract):

随着大数据时代的到来,深度学习技术在图像分类、检测等任务中相对传统模式识别方法均取得了令人瞩目的突破。2017年1月,斯坦福大学人工智能实验室采用深度学习方法对皮肤镜和临床皮损图像进行自动分类,并在《自然》杂志上发表了相关研究成果,代表了皮肤图像自动分析领域的最新研究进展。本文从数据库建立、研究方法设计以及试验结果分析等角度对这一研究工作进行解读,并分析国内皮肤影像计算机辅助诊断的研究现状,以及未来多源皮肤影像大数据分析与智能辅助诊断的发展空间,以期推进我国皮肤疾病的医疗诊断水平。
With the advent of the big data era,deep learning has made remarkable breakthroughs compared with traditional pattern-recognition methods in many tasks,such as image classification and detection. In January 2017,the artificial intelligence laboratory of Stanford University applied deep learning to automatic classification of clinical skin images and dermoscopy images,and published the research results in Nature,which represents the latest research progress in the field of automatic analysis of skin images. Herein,we interpret this research from the aspects of database establishment,design of research methods and analysis of the experimental results; we also elaborate the current research status of computer-aided diagnosis of skin images in China,as well as the future developmental prospect of multi-source big data analysis of skin images and intelligent auxiliary diag-nosis,in order to promote the medical diagnostic level of skin diseases in China.

关键词(KeyWords): 皮肤影像;计算机辅助诊断;深度学习;卷积神经网络;皮损分类
skin image;computer-aided diagnosis;deep learning;convolutional neural network;skin lesion classification

Abstract:

Keywords:

基金项目(Foundation): 国家自然科学基金(61471016;61371134)

作者(Author): 周航宁;谢凤英;姜志国;刘洁;晋红中;孟如松;崔勇;
ZHOU Hang-ning;XIE Feng-ying;JIANG Zhi-guo;LIU Jie;JIN Hong-zhong;MENG Ru-song;CUI Yong;Image Processing Center,School of Astronautics,Beihang University;Department of Dermatology,Peking Union Medical College Hospital,Chinese Academy of Medical Sciences &Peking Union Medical College;Department of Dermatology,Air Force General Hospital,PLA;Department of Dermatology,China-Japan FriendshipHospital;

Email:

DOI:

参考文献(References):

扩展功能
本文信息
服务与反馈
本文关键词相关文章
本文作者相关文章
中国知网
分享