A Review of Predictive and Contrastive Self-supervised Learning for Medical Images

doi:10.1007/s11633-022-1406-4

CASIA OpenIR > 学术期刊 > Machine Intelligence Research

	A Review of Predictive and Contrastive Self-supervised Learning for Medical Images
	Wei-Chien Wang 1; Euijoon Ahn 2; Dagan Feng 1; Jinman Kim 1
发表期刊	Machine Intelligence Research
ISSN	2731-538X
	2023
卷号	20 期号:4 页码:483-513
摘要	Over the last decade, supervised deep learning on manually annotated big data has been progressing significantly on computer vision tasks. But, the application of deep learning in medical image analysis is limited by the scarcity of high-quality annotated medical imaging data. An emerging solution is self-supervised learning (SSL), among which contrastive SSL is the most successful approach to rivalling or outperforming supervised learning. This review investigates several state-of-the-art contrastive SSL algorithms originally on natural images as well as their adaptations for medical images, and concludes by discussing recent advances, current limitations, and future directions in applying contrastive SSL in the medical domain.
关键词	Self-supervised learning (SSL), contrastive learning, deep learning, medical image analysis, computer vision
DOI	10.1007/s11633-022-1406-4
引用统计	被引频次：5[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://ir.ia.ac.cn/handle/173211/55991
专题	学术期刊_Machine Intelligence Research
作者单位	1.Biomedical and Multimedia Information Technology (BMIT) Research Group, School of Computer Science, The University of Sydney, Sydney NSW 2006, Australia 2.College of Science and Engineering, James Cook University, Cairns QLD 4811, Australia
推荐引用方式 GB/T 7714	Wei-Chien Wang,Euijoon Ahn,Dagan Feng,et al. A Review of Predictive and Contrastive Self-supervised Learning for Medical Images[J]. Machine Intelligence Research,2023,20(4):483-513.
APA	Wei-Chien Wang,Euijoon Ahn,Dagan Feng,&Jinman Kim.(2023).A Review of Predictive and Contrastive Self-supervised Learning for Medical Images.Machine Intelligence Research,20(4),483-513.
MLA	Wei-Chien Wang,et al."A Review of Predictive and Contrastive Self-supervised Learning for Medical Images".Machine Intelligence Research 20.4(2023):483-513.

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