Knowledge Commons of Institute of Automation,CAS
Pre-training in Medical Data: A Survey | |
Yixuan Qiu1; Feng Lin1; Weitong Chen2; Miao Xu1 | |
发表期刊 | Machine Intelligence Research
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ISSN | 2731-538X |
2023 | |
卷号 | 20期号:2页码:147-149 |
摘要 | Medical data refers to health-related information associated with regular patient care or as part of a clinical trial program. There are many categories of such data, such as clinical imaging data, bio-signal data, electronic health records (EHR), and multi-modality medical data. With the development of deep neural networks in the last decade, the emerging pre-training paradigm has become dominant in that it has significantly improved machine learning methods′ performance in a data-limited scenario. In recent years, studies of pre-training in the medical domain have achieved significant progress. To summarize these technology advancements, this work provides a comprehensive survey of recent advances for pre-training on several major types of medical data. In this survey, we summarize a large number of related publications and the existing benchmarking in the medical domain. Especially, the survey briefly describes how some pre-training methods are applied to or developed for medical data. From a data-driven perspective, we examine the extensive use of pre-training in many medical scenarios. Moreover, based on the summary of recent pre-training studies, we identify several challenges in this field to provide insights for future studies. |
关键词 | Medical data pre-training transfer learning self-supervised learning medical image data electrocardiograms (ECG) data |
DOI | 10.1007/s11633-022-1382-8 |
七大方向——子方向分类 | 其他 |
国重实验室规划方向分类 | 其他 |
是否有论文关联数据集需要存交 | 否 |
中文导读 | https://mp.weixin.qq.com/s/c8f6H6ndskrlWEUvm3leTQ |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.ia.ac.cn/handle/173211/55972 |
专题 | 学术期刊_Machine Intelligence Research |
作者单位 | 1.The University of Queensland, Brisbane 4072, Australia 2.The University of Adelaide, Adelaide 5005, Australia |
推荐引用方式 GB/T 7714 | Yixuan Qiu,Feng Lin,Weitong Chen,et al. Pre-training in Medical Data: A Survey[J]. Machine Intelligence Research,2023,20(2):147-149. |
APA | Yixuan Qiu,Feng Lin,Weitong Chen,&Miao Xu.(2023).Pre-training in Medical Data: A Survey.Machine Intelligence Research,20(2),147-149. |
MLA | Yixuan Qiu,et al."Pre-training in Medical Data: A Survey".Machine Intelligence Research 20.2(2023):147-149. |
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文件名称/大小 | 文献类型 | 版本类型 | 开放类型 | 使用许可 | ||
MIR-2022-06-209.pdf(2262KB) | 期刊论文 | 出版稿 | 开放获取 | CC BY-NC-SA | 浏览 下载 |
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