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TTMRI: Multislice texture transformer network for undersampled MRI reconstruction

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成果类型:
期刊论文
作者:
Zhang, Xiaozhi;Zhou, Liu;Wan, Yaping;Ling, Bingo Wing-Kuen;Xiong, Dongping
通讯作者:
Xiong, DP
作者机构:
[Zhang, Xiaozhi; Zhou, Liu] Univ South China, Sch Elect Engn, Hengyang, Hunan, Peoples R China.
[Xiong, Dongping; Xiong, DP; Wan, Yaping] Univ South China, Sch Comp Software, Hengyang 421001, Hunan, Peoples R China.
[Ling, Bingo Wing-Kuen] Guangdong Univ Technol, Sch Informat Engn, Guangzhou, Peoples R China.
通讯机构:
[Xiong, DP ] U
Univ South China, Sch Comp Software, Hengyang 421001, Hunan, Peoples R China.
语种:
英文
关键词:
image reconstruction;magnetic resonance imaging;texture transfer;Transformer
期刊:
IET Image Processing
ISSN:
1751-9659
年:
2024
卷:
18
期:
8
页码:
2126-2143
基金类别:
National Natural Science Foundation of China; Research Project of Education Department of Hunan Province [18C0413, 20C1632, 20C1597]; [62071213]
机构署名:
本校为第一且通讯机构
院系归属:
电气工程学院
摘要:
A deep framework for the accelerated multislice magnetic resonance imaging (MRI) reconstruction is proposed here. It exploits the non‐local interslice correlation information between adjacent slices in MRI image sequences to reconstruct high‐quality undersampled MRI images. A novel texture Transformer architecture for MRI reconstruction is designed. Such a framework enables united feature learning across target slice and adjacent slices, which encourages the exploration of deep features and transferring of accurate texture features across adj...

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