学历:
厦门大学理学学士,物理学专业
厦门大学理学硕士,物理学专业
厦门大学理学博士,无线电物理专业
研究方向:
磁共振成像研究、深度学习技术及医学图像统计分析研究
团队主页: smri.xmu.edu.cn
主讲课程:
人工智能导论 (本科生)
磁共振技术前沿 (本科生)
机器学习 (研究生)
现代电子技术 (研究生)
主要科研课题项目(国家级):
国家自然科学基金促进海峡两岸科技合作联合基金, U1805261, 新型超快速多尺度磁共振成像与波谱及其高分辨重建, 228万元(不含间接费),2019.1-2022.12,子课题负责人。
国家自然科学基金中国—以色列国际合作项目:11761141010 基于新型时空编码的超快速多参数磁共振结构和波谱成像新方法,196万 (不含间接费),2018.1-2020.12, 子课题负责人。
国家自然科学基金面上项目,81671674,实时三维时空编码磁共振成像的序列设计及重建算法研究,69.8万, 2017.1-2020.12,主持。
福建省引导性(重点)项目,2019Y0001, 基于重叠回波的单扫描多模态定量磁共振成像及其在脑肿瘤诊断中的应用,2019.7-2022.6,在研、主持、15万。
国家自然科学基金大科学装置联合基金重点项目,U1632274,超强磁场下高分辨核磁共振新方法及其典型应用,230万,2017/01-2020/12,参加。
国家自然科学基金面上项目,81171331,新型空间编码超快速磁共振成像技术及其应用,58万元,2012.1-2015.12,结题,主持。
国家自然科学基金青年基金项目, 10605019,基于分子间多量子相干的磁共振分子影像方法,30万元,2007.1-2009.12,结题,主持。
国家自然科学基金青年基金项目, 21203155、建立适用于活体生物组织高分辨磁共振定域谱的新方法、2013.1-2015.12、结题、第一参加者、25万元。
国家自然科学基金青年基金项目,11105114、不均匀磁场下提高核磁共振波谱分辨率的新技术、2012.1-2014.12、结题、第二参加者、30万元。
代表性论文(部分)
1. Liyan Sun,Yawen Wu, Binglin Shu, Xinghao Ding, Congbo Cai, Yue Huang, John Paisley, A dual-domain deep lattice network for rapid MRI reconstruction, Neurocomputing 397 (2020) 94–107.
2. Chenlu Guo, Jian Wu, Jens T. Rosenberg, Tangi Roussel, Shuhui Cai, Congbo Cai, Fast chemical exchange saturation transfer imaging based on PROPELLER acquisition and deep neural network reconstruction, Magnetic Resonance in Medicine, 2020, online.
3. Jianpan Huang, Lin Chen, Kannie W.Y. Chan, Congbo Cai*, Shuhui Cai*, Zhong Chen, Super-resolved water/fat image reconstruction based on single-shot spatiotemporally encoded MRI, Journal of Magnetic Resonance, 314 (2020) 106736.
4. Jun Zhang, Jian Wu, Shaojian Chen, Zhiyong Zhang, Shuhui Cai*, Congbo Cai*, and Zhong Chen. Robust single-shot T2 mapping via multiple overlapping-echo acquisition and deep neural network. IEEE Transactions on Medical Imaging, 38 (2019) 1801-1811.
5. Jizhou Cai, Jian Wu, Chenlu Guo, Congbo Cai*, Shuhui Cai*, Ultrafast multi-slice chemical exchange saturation transfer imaging scheme based on segmented spatiotemporal encoding, Magnetic Resonance Imaging, 2019: 60: 122–129.
6. Li Zhang, Xi Chen, Jianzhong Lin, Xinghao Ding, Lijun Bao, Congbo Cai*, Jing Li, Zhong Chen, Shuhui Cai*, Fast quantitative susceptibility reconstruction via total field inversion with improved weighted L0 norm approximation, NMR in Biomedicine, DOI: 10.1002/nbm.4067, 2019
7. Yao Luo, Jun Zhang, Lin Chen, Shuhui Cai*, Congbo Cai*, Accelerating multi-slice spatiotemporally encoded MRI with simultaneous echo refocusing, Journal of Magnetic Resonance 296 (2018) 12–22.
8. Lin Chen, Zhiwei Zheng, Lijun Bao, Jinsheng Fang, Tianhe Yang, Shuhui Cai*, Congbo Cai*, Weighted total variation using split Bregman fast quantitative susceptibility mapping reconstruction method, Chinese Physics B, 2018 (27) 088701.
9. Pu Liao, Jun Zhang, Kun Zeng, Yonggui Yang, Shuhui Cai*, Gang Guo, Congbo Cai*, Referenceless distortion correction of gradient-echo echo-planar imaging under inhomogeneous magnetic fields based on a deep convolutional neural network, Computers in Biology and Medicine, 100(2018) 230-238.
10. Kun Zeng, Hong Zheng, Congbo Cai, Yu Yang, Kaihua Zhang, Zhong Chen. Simultaneous single- and multi-contrast super-resolution for brain MRI images based on a convolutional neural network, Computers in Biology and Medicine, 99 (2018) 133-141.
11. Congbo Cai, Chao Wang, Yiqing Zeng, Shuhui Cai, Dong Liang, Yawen Wu, Zhong Chen, Xinghao Ding and Jianhui Zhong, Single-Shot T2 Mapping using OverLapping-Echo Detachment Planar Imaging and a Deep Convolutional Neural Network, Magnetic Resonance in Medicine, 80 (2018) 2202-2214.
12. Lingceng Ma, Congbo Cai, Hongyi Yang, Shuhui Cai, Junchao Qian, Lizhi Xiao, Kai Zhong, Zhong Chen, Motion-Tolerant Diffusion Mapping Based on Single-Shot Overlapping-Echo Detachment (OLED) Planar Imaging, Magnetic Resonance in Medicine, 80 (2018) 200-210.
13. Congbo Cai, Yiqing Zeng, Yuchuan Zhuang, Shuhui Cai, Lin Chen, Xinghao Ding, Lijun Bao, Jianhui Zhong*, and Zhong Chen,Single-shot T2 mapping through OverLapping-Echo Detachment (OLED) Planar Imaging,IEEE Transactions on Biomedical Engineering, 64 (2017) 2450-2461.
14. Lin Chen, Congbo Cai, Tianhe Yang, Jianzhong Lin, Shuhui Cai*, Jiaxing Zhang*, Zhong Chen,Changes in brain iron concentration after exposure to high-altitude hypoxia measured by quantitative susceptibility mapping, NeuroImage 147 (2017) 488–499.
15. Jianpan Huang, Miao Zhang, Jianhua Lu, Congbo Cai, Lin Chen, Shuhui Cai, A Fast Chemical Exchange Saturation Transfer Imaging Scheme Based on Single-shot Spatiotemporal Encoding, Magnetic Resonance in Medicine, 2017,77(5):1786-1796.
16. Liyan Sun, Yue Huang, Congbo Cai, Xinghao Ding, Compressed Sensing MRI Using Total Variation Regularization with K-Space Decomposition, 2017, 24th, IEEE International Conference on Image Processing (ICIP), 3061-3065 .
17. Congbo Cai*, Xi Chen, Weijun Liu, Shuhui Cai, Delu Zeng, Xinghao Ding, Rapid reconstruction of quantitative susceptibility mapping via improved ℓ0 norm approximation, Computers in Biology and Medicine 79 (2016) 59–67.
18. Lin Chen, Jianpan Huang, Ting Zhang, Jing Li, Congbo Cai*, Shuhui Cai*, Variable density sampling and non-Cartesian super-resolved reconstruction for spatiotemporally encoded single-shot MRI, Journal of Magnetic Resonance, 2016, 272: 1–9.
19. Ting Zhang, Lin Chen, Jianpan Huang, Jing Li, Shuhui Cai*, Congbo Cai*, Zhong Chen, Ultrafast multi- slice spatiotemporally encoded MRI with slice- selective dimension segmented, Journal of Magnetic Resonance, 2016, 269: 138–145.
20. Lijun Bao, Xu Li, Congbo Cai, et al. Quantitative Susceptibility Mapping Using Structural Feature Based Collaborative Reconstruction (SFCR) in the Human Brain, IEEE Transactions on Medical Imaging, 2016, 35: 2040-2050.
21. Ying Chen, Congbo Cai, Jianhui Zhong, Zhong Chen, Water-Fat separation from a single spatiotemporally encoded echo based on nominal k-space peaking and joint regularized estimation, Magnetic Resonance in Medicine, 73:1441-1449 (2015).
22. Jing Li, Congbo Cai, Lin Chen, Ying Chen, Xiaobo Qu, Shuhui Cai, Flexible reduced field of view magnetic resonance imaging based on single-shot spatiotemporally encoded technique, Chinese Physics B, 24:108703 (2015).
23. Jing Li, Miao Zhang, Lin Chen, Congbo Cai*, Huijun Sun, Shuhui Cai*, Reduced field-of-view imaging for single-shot MRI with an amplitude-modulated chirp pulse excitation and Fourier transform reconstruction, Magnetic Resonance Imaging, 33(2015) 503-515.
24. Lin Chen, Jing Li, Miao Zhang, Shuhui Cai*, Ting Zhang, Congbo Cai*, Zhong Chen, Super-resolved enhancing and edge deghosting (SEED) for spatiotemporally encoded single-shot MRI,Medical Image Analysis, 23 (2015) 1–14.
25. Jianhua Lu, Jinyuan Zhou, Congbo Cai, Shuhui Cai, and Zhong Chen, Observation of True and Pseudo NOE Signals Using CEST-MRI and CEST-MRS Sequences with and without Lipid Suppression, Magnetic Resonance in Medicine, 2015 ; 73(4): 1615–1622.
26. Jing Li, Lin Chen, Shuhui Cai*, Congbo Cai*, Jianhui Zhong, Zhong Chen, Imaging with referenceless distortion correction and flexible regions of interest using single-shot biaxial spatiotemporally encoded MRI, NeuroImage, 105, 93-111 (2015).
27. Jianhua Lu, Congbo Cai, Shuhui Cai, Zhong Chen, Jinyuan Zhou, Chemical exchange saturation transfer MRI using intermolecular double-quantum coherences with multiple refocusing pulses, Magnetic Resonance Imaging 32 (2014) 759–765.
28. Lin Chen, Lijun Bao, Jing Li, Shuhui Cai*, Congbo Cai*, Zhong Chen, An aliasing artifacts reducing approach with random undersampling for spatiotemporally encoded single-shot MRI, Journal of Magnetic Resonance 237 (2013) 115–124.
29. Jianfeng Bao, Xiaohong Cui, Shuhui Cai, Jianhui Zhong, Congbo Cai*, Zhong Chen*, Brown adipose tissue mapping in rats with combined intermolecular double-quantum coherence and Dixon water-fat MRI, NMR in Biomedicine, 26: 1663–1671(2013)
30. Congbo Cai, Jiyang Dong, Shuihui Cai, Jing Li, Ying Chen, Lijun Bao, Zhong Chen, An efficient de-convolution reconstruction method for spatiotemporal-encoding single-scan 2D MRI. Journal of Magnetic Resonance, 228:136-147 (2013).
31. Ying Chen, Jing Li, Xiaobo Qu, Lin Chen, Congbo Cai*, Shuhui Cai, Jianhui Zhong, Zhong Chen*, Partial Fourier transform reconstruction for single-shot MRI with linear frequency-swept excitation. Magnetic Resonance in Medicine, 69 :1326-1336(2013)
32. Chen YS, Zhang ZY, Shen GP, Cai SH, Cai CB*, Chen Z*. Hadamard encoded 2D correlation spectroscopy in inhomogeneous fields. Chemical Physics Letters, 563: 102–106 (2013) .
33. Chen YS, Cai SH, Cai CB*, Cui XH, Chen Z*. High-resolution NMR spectroscopy in inhomogeneous fields via Hadamard encoded intermolecular double-quantum coherences. NMR in Biomedicine, 25(9):1088-1094 (2012).
34. Congbo Cai, Yulan Lin, Shuhui Cai*, Huijun Sun, Jianhui Zhong, Zhong Chen*, Flat pancake distant dipolar fields for enhancement of intermolecular multiple-quantum coherence signals. Journal of Chemical Physics, 136:094503 (2012).
35. Cai CB, Gao FL, Cai SH, Huang YQ, Chen Z. Fast high-resolution 2D correlation in inhomogeneous fields via Hadamard intermolecular multiple-quantum coherences technique. Journal of Magnetic Resonance, 211:162-169 (2011).
36. Lin MJ, Chen X, Cai CB, Cai SH, Chen Z. High-resolution NMR spectroscopy in unstable and inhomogeneous fields via stroboscopic acquisition. Spectrochimica Acta Part A: Molecular and Biomolecular Spectroscopy, 79(1):112-117 (2011).
37. Lin MJ, Chen X, Cai CB, Chen Z. High-resolution mr spectroscopy in unstable fields via intermolecular zero-quantum coherences. Physical Chemistry Chemical Physics, 12:6014-6020 (2010).
38. Congbo Cai, Fenglian Gao, Shuhui Cai, Jianhui Zhong, Zhong Chen. High efficient square wave distant dipolar fields and its application on in vivo MRI, Magnetic Resonance in Medicine. 64:1128-1134 (2010).
39. Yuqing Huang, Xi Chen, Shuhui Cai, Congbo Cai, Zhong Chen. High-resolution 2D COSY spectroscopy in inhomogeneous fields: New application of intermolecular zero-quantum coherences. Journal of Chemical Physics, 132:134507 (2010).
40. Xiaobo Qu, Weiru Zhang, Di Guo, Congbo Cai, Shuhui Cai, Zhong Chen. Iterative thresholding compressed sensing MRI based on contourlet transform. Inverse Problems in Science and Engineering, 18:737-758 (2010).
41. Congbo Cai, Meijin Lin, Zhong Chen, Chen X, Shuhui Cai, Jianhui Zhong. SPROM – an efficient program for NMR/MRI simulations of inter- and intra-molecular multiple quantum coherences. Comptes Rendus Physique, 9:119-126 (2008).
42. Cai CB, Lin YQ, Cai SH, Chen Z, Zhong JH. High-resolution NMR spectra in inhomogeneous fields utilizing the CRAZED sequence without coherence selection gradients. Journal of Magnetic Resonance, 193:94-101 (2008).
43. Shengcun Zhang, Xiaoqin Zhu, Zhong Chen, Congbo Cai, Tao Lin, Jianhui Zhong. Improvement in the contrast of CEST MRI via intermolecular double quantum coherences. Physics in Medicine and Biology, 53:N287–N296 (2008).
44. Huang YQ, Cai CB, Chen S, Chen Z. Intermolecular multiple-quantum coherence NMR signals modulated by double distant dipolar fields. Molecular Physics, 106:2381-2389 (2008).
45. Congbo Cai, Zhong Chen, Shuhui Cai, Liangping Hwang, Jianhui Zhong. Finite difference simulation of diffusion behaviors under inter- and intra-molecular multiple-quantum coherences in liquid NMR. Chemical Physics Letters, 407:438-443 (2005).
46. Congbo Cai, Zhong Chen, Shuhui Cai, Jianhui Zhong. A simulation algorithm based on Bloch equations and product operator matrix: Application to dipolar and scalar couplings. Journal of Magnetic Resonance, 172:242-253 (2005).
47. Congbo Cai, Zhong Chen, Shuhui Cai, Jianhui Zhong. Propagator formalism and computer simulation of restricted diffusion behaviors of inter-molecular multiple-quantum coherences. Physica B, 366:127-137 (2005).
48. Xiaoqin Zhu, Congbo Cai, Zhong Chen, Jianhui Zhong. Multiplet patterns due to co-existing intermolecular dipolar and intramolecular scalar couplings in liquid nuclear magnetic resonance. Chinese Physics, 2005, 14:516-523.
专利
1. 蔡聪波, 马崚嶒, 陈忠, 蔡淑惠, 丁兴号, 基于双回波的单扫描定量磁共振扩散成像方法,2017.12.29,中国发明专利, ZL201510833529.6
2. 蔡聪波, 曾益清, 陈人楷, 丁兴号, 蔡淑惠, 陈忠, 一种基于重叠回波的单扫描定量磁共振T2成像方法, 2017.12.29,中国发明专利,ZL201510833537.0
3. 蔡淑惠,李敬,蔡聪波,陈林,陈忠, 基于单扫描超快速正交时空编码的小视野磁共振成像方法, 中国发明专利, 授权号: ZL 201410057472.0, 授权日 2016.4.20
4. 蔡淑惠,李敬,蔡聪波,陈林,陈忠, 基于单扫描正交时空编码磁共振成像的图像畸变校正方法, 中国发明专利, 授权号: ZL 201410057539.0, 授权日 2017.2.22
5. 蔡聪波; 马崚嶒; 陈忠; 蔡淑惠; 丁兴号,基于双回波的单扫描定量磁共振T2*成像方法,公开号:CN107045115A, 公开日:2017-08-15,申请号:CN201710309395.7.
6. 蔡聪波; 王超; 丁兴号; 蔡淑惠; 陈忠, 基于残差网络重建的单扫描定量磁共振T2*成像方法, 申请公布号:CN108663644A, 申请号:2018102084226
7. 蔡淑惠; 罗瑶; 张俊; 蔡聪波, 基于分段激发的多回波多层时空编码磁共振成像方法, 申请公布号:CN108226835A, 申请号:2017114943705
8. 蔡淑惠; 廖璞; 蔡聪波; 张俊; 曾坤, 不均匀磁场下回波平面成像无参考扫描图像畸变矫正方法, 申请公布号:CN108132274A, 申请号:2017113960296
9. 蔡淑惠; 张俊; 蔡聪波; 廖璞; 曾坤, 一种基于残差网络的单扫描磁共振定量T2成像重建方法, 申请公布号:CN108010100A, 申请号:2017112878909