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

文献类型：期刊论文

作者Peng, Yue2; Meng, Zuqiang2,3; Yang, Lina1,2
刊名IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS
出版日期2023-05-01
卷号E106D期号:5页码:686-696
ISSN号0916-8532
关键词data augmentation image-to-image translation gliomas
DOI10.1587/transinf.2022DLP0008
英文摘要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.
资助项目National Natural Science Foundation of China[62266004]
WOS研究方向Computer Science
语种英语
出版者IEICE-INST ELECTRONICS INFORMATION COMMUNICATION ENGINEERS
WOS记录号WOS:000985526700011
源URL[http://119.78.100.204/handle/2XEOYT63/21451]  
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.Univ Macau, Inst Sci & Technol, Zhuhai, Peoples R China
2.Guangxi Univ, Nanning, Peoples R China
3.Chinese Acad Sci, Inst Comp, Beijing, 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.

入库方式： OAI收割

来源：计算技术研究所

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