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ShanghaiTech University Knowledge Management System
Photoacoustic digital brain and its image reconstruction | |
2023-09-08 | |
会议录名称 | 2023 IEEE INTERNATIONAL ULTRASONICS SYMPOSIUM (IUS)
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ISSN | 1948-5719 |
发表状态 | 已发表 |
DOI | 10.1109/IUS51837.2023.10307917 |
摘要 | Photoacoustic tomography (PAT) is an emerging medical imaging modality which is used in human brain imaging researches in recent years. However, there will be strong acoustic attenuation and aberration in acoustic waves while passing through human skull. In this work, we create 180 numerical human brain phantoms from T1 weighted magnetic resonance imaging (MRI) human brain volumes along with the magnetic resonance angiography (MRA) vascular data. Monte-Carlo based optical simulation and the k-wave based acoustic simulation are conducted on each numerical phantom for acquiring the photoacoustic sinograms, which are used to train a 2D U-net model to correct the acoustic aberration. The evaluation results show that U-net trained with numerical human brain phantoms can effectively alleviate the acoustic aberration and improve the image quality. © 2023 IEEE. |
会议录编者/会议主办者 | IEEE ; IEEE Ultrasonics, Ferroelectrics, and Frequency Control Society (UFFC) |
关键词 | Photoacoustic tomography human brain imaging |
会议名称 | 2023 IEEE International Ultrasonics Symposium, IUS 2023 |
会议地点 | Montreal, QC, Canada |
会议日期 | 3-8 Sept. 2023 |
URL | 查看原文 |
收录类别 | EI |
语种 | 英语 |
出版者 | IEEE Computer Society |
EI入藏号 | 20234915175041 |
EI主题词 | Photoacoustic effect |
EISSN | 1948-5727 |
EI分类号 | 461.1 Biomedical Engineering ; 701.2 Magnetism: Basic Concepts and Phenomena ; 741.1 Light/Optics ; 746 Imaging Techniques ; 751.1 Acoustic Waves ; 922.2 Mathematical Statistics |
原始文献类型 | Conference article (CA) |
来源库 | IEEE |
文献类型 | 会议论文 |
条目标识符 | https://kms.shanghaitech.edu.cn/handle/2MSLDSTB/348724 |
专题 | 信息科学与技术学院 信息科学与技术学院_PI研究组_高飞组 信息科学与技术学院_硕士生 信息科学与技术学院_本科生 |
通讯作者 | Zhang, Fan |
作者单位 | 1.ShanghaiTech University, School of Information Science and Technology, Shanghai, China 2.Chinese Pla General Hospital, Department of Neurosurgery, Beijing, China 3.ShanghaiTech University, Shanghai Clinical Research and Trial Center, School of Information Science and Technology, Shanghai, China |
第一作者单位 | 信息科学与技术学院 |
通讯作者单位 | 信息科学与技术学院 |
第一作者的第一单位 | 信息科学与技术学院 |
推荐引用方式 GB/T 7714 | Zhang, Fan,Zhang, Jiadong,Shen, Yuting,et al. Photoacoustic digital brain and its image reconstruction[C]//IEEE, IEEE Ultrasonics, Ferroelectrics, and Frequency Control Society (UFFC):IEEE Computer Society,2023. |
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