Pre-training in Medical Data: A Survey
文献类型：期刊论文
| 作者 | Yixuan Qiu2 |
| 刊名 | Machine Intelligence Research
 |
| 出版日期 | 2023 |
| 卷号 | 20期号:2页码:147-149 |
| ISSN号 | 2731-538X |
| 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 |
| 英文摘要 | 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. |
| 源URL | [http://ir.ia.ac.cn/handle/173211/51473]  |
| 专题 | 自动化研究所_学术期刊_International Journal of Automation and Computing |
| 作者单位 | 1.The University of Adelaide, Adelaide 5005, Australia 2.The University of Queensland, Brisbane 4072, Australia |
| 推荐引用方式 GB/T 7714 | Yixuan Qiu. Pre-training in Medical Data: A Survey[J]. Machine Intelligence Research,2023,20(2):147-149. |
| APA | Yixuan Qiu.(2023).Pre-training in Medical Data: A Survey.Machine Intelligence Research,20(2),147-149. |
| MLA | Yixuan Qiu."Pre-training in Medical Data: A Survey".Machine Intelligence Research 20.2(2023):147-149. |
入库方式： OAI收割
来源：自动化研究所
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