Image-to-Image Translation for Data Augmentation on Multimodal Medical Images

doi:10.1587/transinf.2022DLP0008

	Image-to-Image Translation for Data Augmentation on Multimodal Medical Images
	Peng, Yue 1; Meng, Zuqiang 1,2; Yang, Lina 1,3
	2023-05-01
发表期刊	IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS
ISSN	0916-8532
卷号	E106D 期号:5 页码:686-696
摘要	Medical images play an important role in medical diagno-sis. However, acquiring a large number of datasets with annotations is still a difficult task in the medical field. For this reason, research in the field of image-to-image translation is combined with computer-aided diagnosis, and data augmentation methods based on generative adversarial networks are applied to medical images. In this paper, we try to perform data aug-mentation on unimodal data. The designed StarGAN V2 based network has high performance in augmenting the dataset using a small number of original images, and the augmented data is expanded from unimodal data to multimodal medical images, and this multimodal medical image data can be applied to the segmentation task with some improvement in the segmen-tation results. Our experiments demonstrate that the generated multimodal medical image data can improve the performance of glioma segmentation.
关键词	data augmentation image-to-image translation gliomas
DOI	10.1587/transinf.2022DLP0008
收录类别	SCI
语种	英语
资助项目	National Natural Science Foundation of China[62266004]
WOS研究方向	Computer Science
WOS类目	Computer Science, Information Systems ; Computer Science, Software Engineering
WOS记录号	WOS:000985526700011
出版者	IEICE-INST ELECTRONICS INFORMATION COMMUNICATION ENGINEERS
引用统计
文献类型	期刊论文
条目标识符	http://119.78.100.204/handle/2XEOYT63/21452
专题	中国科学院计算技术研究所期刊论文_英文
通讯作者	Meng, Zuqiang
作者单位	1.Guangxi Univ, Nanning, Peoples R China 2.Chinese Acad Sci, Inst Comp, Beijing, Peoples R China 3.Univ Macau, Inst Sci & Technol, Zhuhai, Peoples R China
推荐引用方式 GB/T 7714	Peng, Yue,Meng, Zuqiang,Yang, Lina. Image-to-Image Translation for Data Augmentation on Multimodal Medical Images[J]. IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS,2023,E106D(5):686-696.
APA	Peng, Yue,Meng, Zuqiang,&Yang, Lina.(2023).Image-to-Image Translation for Data Augmentation on Multimodal Medical Images.IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS,E106D(5),686-696.
MLA	Peng, Yue,et al."Image-to-Image Translation for Data Augmentation on Multimodal Medical Images".IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS E106D.5(2023):686-696.