Relaxation-Based Super-Resolution Method in Pulsed Magnetic Particle Imaging

被引:1
作者
Li, Lei [1 ,2 ,3 ]
Yan, Haohao [1 ]
Li, Yuge [1 ]
Liao, Yidong [1 ,4 ]
Liu, Yanjun [4 ]
Zhang, Ruili [1 ]
Wang, Zhongliang [1 ]
Feng, Xin [2 ,3 ,5 ]
Tian, Jie [1 ,2 ,3 ,6 ,7 ,8 ]
机构
[1] Xidian Univ, Sch Life Sci & Technol, Xian 710126, Peoples R China
[2] CAS Key Lab Mol Imaging, Beijing 100190, Peoples R China
[3] Beijing Key Lab Mol Imaging, Inst Automat, Beijing 100190, Peoples R China
[4] Beihang Univ, Sch Biol Sci & Med Engn, Beijing 100191, Peoples R China
[5] Univ Chinese Acad Sci, Sch Artificial Intelligence, Beijing 100080, Peoples R China
[6] Beihang Univ, Sch Engn Med, Sch Biol Sci & Med Engn, Key Lab Big Data Based Precis Med, Beijing 100191, Peoples R China
[7] Beihang Univ, Minist Ind & Informat Technol China, Beijing 100191, Peoples R China
[8] Natl Key Lab Kidney Dis, Beijing 100853, Peoples R China
基金
中国国家自然科学基金; 北京市自然科学基金;
关键词
Spatial resolution; Imaging; Mathematical models; Magnetic fields; Superresolution; Image reconstruction; Magnetization; Sensitivity; Molecular imaging; Encoding; Magnetic particle imaging; pulsed excitation; super-resolution; reconstruction; LOW-RANK; RECONSTRUCTION;
D O I
10.1109/TCI.2024.3503364
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Spatial resolution is one of the most critical indicators for magnetic particle imaging (MPI). Due to factors such as relaxation effects and suboptimal magnetization response, MPI has not yet reached the promised spatial resolution. Pulsed MPI is a method that enables MPI to achieve the resolution predicted by the Langevin function, which thereby enables larger magnetic particles (MNPs) to enhance resolution. To further exceed this resolution, we propose a relaxation-based super-resolution method which leverages the principle that MNPs at different positions exhibit varying relaxation times due to the different DC fields provided by the gradient field. This principle allows the super-resolution method to extract signals from the center of the field free region (FFR) to enhance spatial resolution. The super-resolution method first truncates the exponential decay signal during the plateau phase of the excitation field. Then, the truncated signals are decomposed based on their relaxation times. Finally, signals from the center position of the FFR are retained, and signals from the periphery of the FFR are discarded. Using this retained signal for reconstruction results in a higher spatial resolution. We validate this method via both simulation and experimental measurements. The results indicate that, compared with sinusoidal MPI and pulsed MPI without super-resolution, the super-resolution method has two-fold improvement in resolution.
引用
收藏
页码:1692 / 1705
页数:14
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