Curriculum Vitae

Curriculum Vitae
Ming Jiang, Ph.D, Professor
Department of Information Science
School of Mathematical Sciences
Peking University
Beijing 100871, China
[email protected]
[email protected]
http://iria.pku.edu.cn/˜jiangm/
Phone: +86-10-6275-6797
FAX: +86-10-6275-1801
Updated on May 13, 2015.
Education
1984 - 1989 Ph.D, Department of Mathematics, Peking University.
1980 - 1984 B.Sc., Department of Mathematics, Peking University.
Experiences
August 2002 - present Professor, Department of Information Science, School of Mathematics, Peking University, Beijing, China.
January 1998 - July 2002 Associate Professor, Department of Information Science, School
of Mathematics, Peking University, Beijing, China.
September 1993 - December 1997 Associate Professor, Department of Applied Mathematics, Beijing Institute of Technology, Beijing, China.
August 1989 - August 1993 Lecturer, Department of Applied Mathematics, Beijing Institute of Technology, Beijing, China.
Others
April 2005 – Managing Director of Microsoft Statistics and Information Technology Laboratory of Peking University.
April 2012 - December 2012 Associate Director of GXI (Grating-based X-ray Imaging) Lab,
Biomedical Imaging Division, VT-WFU School of Biomedical Engineering & Sciences, Virginia Polytechnic Institute & State University, Virginia, USA.
September 2011 - March 2012 Associate Director of CT Lab, Biomedical Imaging Division,
VT-WFU School of Biomedical Engineering & Sciences, Virginia Polytechnic Institute &
State University, Virginia, USA.
August 2008 - October 2008 Research Scholar, VT-WFU School of Biomedical Engineering
& Sciences Virginia Polytechnic Institute & State University, Virginia, USA.
April 2008 Short-term Visiting Scholar, Department of Electrical and Computer Engineering,
University of Minnesota, Minnesota, USA.
April 2007 - December 2010 Co-Director of X-ray Grating-based Imaging (XGI) Lab, Biomedical Imaging Division, VT-WFU School of Biomedical Engineering & Sciences, Virginia
Polytechnic Institute & State University, Virginia, USA.
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March 2007 - August 2011 Associate Director of Optical Molecular Imaging (OMI) Lab,
Biomedical Imaging Division, VT-WFU School of Biomedical Engineering & Sciences,
Virginia Polytechnic Institute & State University, Virginia, USA.
January 2004 - December 2007 Guest Professor of Shanghai Jiao Tong University.
August 2004 - August 2005 Research Scientist, Department of Radiology, University of Iowa
Hospitals & Clinics, Iowa, USA.
January 2003 - December 2005 Guest Professor of Beijing Union University.
August 2001 - October 2006 Associate Director of CT/Micro-CT Lab, Department of Radiology, University of Iowa Hospitals & Clinics, Iowa, USA.
August 2001 - March 2002 Associate Research Scientist, Department of Radiology, University of Iowa Hospitals & Clinics, Iowa, USA.
July 2000 - July 2001 Visiting Associate, Department of Radiology, University of Iowa Hospitals & Clinics, Iowa, USA.
January 1996 - December 1997 Postdoctoral fellow, Microprocessor Laboratory, The Abdus Salam International Centre for Theoretical Physics, Trieste, Italy.
Research Interests
• Biomedical imaging;
• Image reconstruction;
• Image/video processing.
Grants
Active
2015 - 2019 Co-Principal Investigator: Visual perception and visual information coding, Ministry of Science and Technology, China (2015CB351803).
2015 - 2017 Principal Investigator: Feature based bi-modal image reconstruction, Sino-German
Center (GZ 1025).
2015 - 2017 Principal Investigator: Science Fund for Creative Research Groups, National Science Foundation of China (61421062).
2011 - 2015 Co-Principal Investigator: Spatial-temporal stochasticity and mesoscopic robustness of molecular signaling systems, Ministry of Science and Technology, China (2011CB809105).
Completed
2012 - 2014 Co-Principal Investigator: Science Fund for Creative Research Groups, National
Science Foundation of China (61121002).
2009 - 2011 Principal Investigator: Computerized tomography with multi-modality fusion
techniques for molecular imaging, National Science Foundation of China (60872078).
2005 - 2011 Co-Principal Investigator: Aerosol retrieval based on MISR, Microsoft Research
Asia,
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2007 - 2010 Co-Principal Investigator: Machine learning and its application to image reconstruction, National Outstanding Youth Program (B), National Science Foundation
of China (60628102).
2006 - 2010 Co-Principal Investigator: Theory and applications of 3D X-ray CT, National
Science Foundation of China (60532080).
2003 - 2008 Co-Principal Investigator: Stochastic modeling and optimization theory for medical information processing, Ministry of Science and Technology, China (2003CB716101).
2006 - 2007 Principal Investigator: Mathematical theory for imaging science and applications.
Ministry of Education, China (306017).
2005 - 2007 Principal Investigator: 3D X-ray CT and applications, Engineering Institute of
Peking University.
2004 - 2007 Principal Investigator: Theory and applications of iterative image reconstruction
methods for computerized tomography, National Science Fund for Distinguished Young
Scholars, National Science Foundation of China (60325101).
2004 - 2006 Co-Principal Investigator: Variational methods for image segmentation and applications, National Science Foundation of China (60372024).
2003 - 2005 Principal Investigator: Blind deblurring of digital images, National Science Foundation of China (60272018).
2001 - 2003 Co-Principal Investigator: Forest damage detecting with remote sensor technology, Ministry of Science and Technology, China (2001AA245032).
2001 - 2003 Principal Investigator: Visual information hiding, Ministry of Education, China.
1998 - 2003 Co-Investigator: Security and reliability in information transportation, Ministry
of Science and Technology, China (G1998030606).
1999 - 2001 Principal Investigator: Computational models and methods in visual information
processing, Ministry of Education, China.
1999 - 2000 Principal Investigator: Forest control and management system, Forestry Bureau,
China.
1998 - 1999 Principal Investigator: Digital image watermarking, National Laboratory on Machine Perception, Peking University.
1995 - 1997 Principal Investigator: Formal verification of VLSI hardware design, National
Science Foundation of China (69476018).
1991 - 1993 Principal Investigator: Weak convergence methods in nonlinear analysis, National
Science Foundation of China (19001004).
Publications
Journal Articles
1. Guodong Han, Yingqi Li, Ming Jiang, How Slow Is Shannons Reconstruction for Bandlimited Signals? Signal Processing, pp. 26 – 30, Vol. 111, 2015.
2. Pei Wang, Simon R. Arridge, Ming Jiang, Radiative transfer equation for media with
spatially varying refractive index, Physical Review A, pp. 023803 –, Vol. 90, NO. 2, 2014.
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3. Gang-rong Qu, Ming Jiang, Yuan-jian Yang, Convergence results of Landweber iterations
for linear systems, Acta Mathematicae Applicatae Sinica (English Series), Vol. 30, NO. 1,
pp. 111 – 118, 2014.
4. Elias Salom˜
ao Helou, Yair Censor, Tai-Been Chen, I-Liang Chern, lvaro Rodolfo De Pierro,
Ming Jiang, Henry Horng-Shing Lu, String-averaging expectation-maximization for maximum likelihood estimation in emission tomography, Inverse Problems, Vol. 30, NO. 5,
pp. 055003 –, 2014.
5. Ming Jiang, Peter Maaß, Thomas Page, Regularizing properties of the Mumford-Shah
functional for imaging applications, Inverse Problems, Vol. 30, NO. 3, pp. 035007 –, 2014.
6. Seung Wook Lee, Yu Zhou, Tie Zhou, Ming Jiang, Jongyul Kim, Chiwon Ahn, Alfred
K. Louis, Visibility studies in grating-based neutron phase contrast and dark-field imaging
by partial coherence theory, Journal of Korean Physical Society, Vol. 63, NO. 11, pp. 2093
– 2097, 2013.
7. Yueqing Wang, Xin Jiang, Bin Yu, Ming Jiang, A Hierarchical Bayesian Approach for
Aerosol Retrieval Using MISR Data, Journal of the American Statistical Association,
Vol. 108, NO. 502, pp. 483 – 493, 2013.
8. Yu Zhou, Tie Zhou and Ming Jiang, Mathematical Models in for x-ray phase contrast
tomography (in Chinese), Mathematical Modeling and Its Applications, Vol. 1, NO. 2,
pp. 12 – 18, 2012.
9. Jiansheng Yang, Wenxiang Cong, Ming Jiang, and Ge Wang, Theoretical study on high
order interior tomography, Journal of X-Ray Science and Technology, Vol. 20, NO. 4,
pp. 423 – 436, 2012.
10. Yu Zhou, Alfred K. Louis, Tie Zhou and Ming Jiang, Partial coherence theory for xray phase contrast imaging technique with gratings, Optics Communications, Vol. 285,
Issue 24, pp. 4763 – 4774, 2012.
11. Yanbin Lu, Jiansheng Yang, John W Emerson, Heng Mao, Tie Zhou, Yuanzheng Si, Ming
Jiang, Cone-beam reconstruction for the two-circles-plus-one-line trajectory, Physics in
Medicine and Biology, Vol. 57, NO. 9, pp. 2689 – 2707, 2012.
12. Jiansheng Yang, Hengyong Yu, Ming Jiang, and Ge Wang, High order total variation
minimization for interior SPECT, Inverse Problems, Vol. 28, NO. 1, pp. 015001 –, 2012.
13. Jiansheng Yang, Hengyong Yu, Ming Jiang, and Ge Wang, High order total variation
minimization for interior tomography, Inverse Problems, Vol. 26, NO. 3, pp. 035013 –,
2010.
14. Yuanzheng Si, Heng Mao, Bin Zhang, and Ming Jiang, Diffusive reflectance for the
free-space light propagation theory, Applied Physics Letter, Vol. 96, NO. 1, pp. 013702 –,
2010.
15. Hengyong Yu, Jiansheng Yang, Ming Jiang, and Ge Wang, Supplemental analysis on
compressed sensing based interior tomography, Physics in Medicine and Biology, Vol. 54,
NO. 18, pp. N425 – N432, 2009.
16. Hengyong Yu, Jiansheng Yang, Ming Jiang, and Ge Wang, Interior SPECT-exact and
stable ROI reconstruction from uniformly attenuated local projections, Communications in
Numerical Methods in Engineering, Vol. 25, NO. 6, pp. 693 – 710, 2009.
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17. Yair Censor, Gabor T. Herman, and Ming Jiang, A note on the behavior of the randomized Kaczmarz algorithm of Strohmer and Vershynin, Journal of Fourier Analysis and
Applications. Published online: 28 May 2009.
18. Gangrong Qu and Ming Jiang, Landweber scheme for compact operator equation in
Hilbert space and its applications, Communications in Numerical Methods in Engineering,
Vol. 25, NO. 6, pp. 771 – 786, 2009.
19. Gangrong Qu and Ming Jiang, Landweber iterative methods for angle-limited image
reconstruction, Acta Mathematica Applicatae Sinica (English Series), Vol. 25, NO. 2,
pp. 327 – 334, March, 2009.
20. Gangrong Qu, Caifang Wang, and Ming Jiang, Necessary and sufficient convergence
conditions for algebraic image reconstruction algorithms, IEEE Transactions on Imaging
Processing, Vol. 18, NO. 2, pp. 435 – 440, Feb., 2009.
21. Yunbo Li, Haiou Shen, Hong Zhu, Michael A. Trush, Ming Jiang, and Ge Wang, In Situ
Real-Time Chemiluminescence Imaging of Reactive Oxygen Species Formation from Cardiomyocytes, International Journal of Biomedical Imaging, Vol. 2008, Article ID 941729,
2008.
22. Ming Jiang, Christopher Lee Wyatt and Ge Wang, X-ray phase-contrast imaging with
three 2D gratings, International Journal of Biomedical Imaging, Vol. 2008, Article ID 827152,
2008.
23. Gangrong Qu, Yongsheng Lan, and Ming Jiang, An iterative algorithm for angle-limited
three-dimensional image reconstruction, Acta Mathematica Applicatae Sinica (English
Series), Vol. 24, NO. 1, pp. 157 – 166, January, 2008.
24. Ming Jiang, Tie Zhou, Jiantao Cheng, Wenxiang Cong, and Ge Wang, Image reconstruction for bioluminescence tomography from partial measurement, Optics Express, Vol. 15,
Issue 18, pp. 11095 – 11116, 2007.
25. Gangrong Qu, Caifang Wang, and Ming Jiang, Necessary and Sufficient Convergence
Conditions for Algebraic Image Reconstruction Algorithms (research announcement), Advances in Mathematics (China), Vol. 36, NO. 3, pp. 379 – 381, 2007.
26. Xin Jiang, Yang Liu, Bin Yu, and Ming Jiang, Comparison of MISR aerosol optical
thickness with AERONET measurements in Beijing metropolitan area, Remote Sensing of
Environment, Vol. 107, NO. 1 – 2, pp. 45 – 53, 2007.
27. Ge Wang, Xin Qian, Wenxiang Cong, Haiou Shen, Yi Li, Weimin Han, Durai Kumar,
Ming Jiang, Tie Zhou, Jiantao Cheng, Jie Tian, Yujie Lv, Hui Li, and Jie Luo, Recent
development in bioluminescence tomography, Current Medical Imaging Reviews, Vol. 2,
NO. 4, pp. 453 – 457, 2006.
28. Jinxiao Pan, Tie Zhou, Yan Han, and Ming Jiang, Variable Weighted Ordered Subset
Image Reconstruction Algorithm, International Journal of Biomedical Imaging, Volume
2006, Article ID 10398, 2006.
29. Jun Zhao, Ming Jiang, Tiange Zhuang, and Ge Wang, An exact reconstruction algorithm
for triple-source helical cone-beam CT, Journal of X-Ray Science and Technology, Vol. 14,
NO. 3, pp. 191 – 206, 2006.
30. Jun Zhao, Ming Jiang, Tiange Zhuang, and Ge Wang, Minimum detection window and
inter-helix PI-line with triple-source helical cone-beam scanning, Journal of X-Ray Science
and Technology, Vol. 14, NO. 2, pp. 95 – 107, 2006.
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31. Jiansheng Yang, Xiaohu Guo, Qiang Kong, Tie Zhou, and Ming Jiang, Parallel implementation of the Katsevich’s FBP algorithm, International Journal of Biomedical Imaging,
Vol. 2006, Article ID 17463, 2006.
32. Caifang Wang and Ming Jiang, Review of image registration methods for medical images, Computerized Tomography Theory and Applications, Vol. 15, NO. 2, pp. 74 – 80,
May 2006.
33. Ming Jiang, Ge Wang and Xiao-ming Ma, A general axiomatic system for image resolution quantification, Journal of Mathematical Analysis and Applications, Vol. 315, pp. 462 –
473, 2006.
34. Yi Li, Ming Jiang and Ge Wang, Computational optical biopsy. Biomedical Engineering
Online, Vol. 4, pp. 36 –, 2005.
35. Wenxiang Cong, Ge Wang, D. Kumar, Yi Liu, Ming Jiang, Lihong Wang, Eric A.
Hoffman, Geoffrey McLennan, Paul McCray, Joseph Zabner, and Alexander Cong, A
practical reconstruction method for bioluminescence tomography, Optical Express, Vol.
13, NO. 18, pp. 6756 – 6771, 2005.
36. Xiaohu Guo, Jiansheng Yang, Qiang Kong, Tie Zhou, and Ming Jiang, The parallel
strategy and performance analysis of the cone-beam cover method (in Chinese), Chinese
Journal of Sterology and Image Analysis, Vol. 10, NO. 3, pp. 165 – 169, 2005.
37. Jing Wang, Ge Wang and Ming Jiang, Blind deblurring of spiral CT images based on
ENR and Wiener filter, Vol. 13, NO. 1, pp. 49 – 60, Journal of X-Ray Science and
Technology, 2005.
38. Ge Wang and Ming Jiang, Axiomatic characterization of nonlinear homomorphic means,
Journal of Mathematical Analysis and Applications, Vol. 303, pp. 350 – 363, 2005.
39. Jiansheng Yang, Qiang Kong, Tie Zhou, and Ming Jiang, Cone-beam cover method: an
approach to performing backprojection in Katsevich’s exact algorithm for spiral cone beam
CT, Journal of X-Ray Science and Technology, Vol. 12, pp. 199 – 214, 2004.
40. Ge Wang, Yi Li and Ming Jiang, Uniqueness theorems in bioluminescence tomography,
Medical Physics, Vol. 31, NO. 8, pp. 2289 – 2299, 2004. (An erratum is published at
Medical Physics, Vol. 32, NO. 9, p. 3059, 2005.)
41. Zhaotian Zhang, Gangrong Qu and Ming Jiang, Convergence on Extrapolating for Bandlimited Functions (in Chinese), Chinese Journal of Engineering Mathematics, Vol. 21,
NO. 2, pp. 143 – 148, 2004.
42. Ge Wang and Ming Jiang, Ordered-Subset simultaneous algebraic reconstruction techniques (OS-SART), Journal of X-Ray Science and Technology, Vol. 12, pp. 169 – 177,
2004.
43. Zhengming Zhu, Ming Jiang, and Xiao-ming Ma, An Image Mosaicing System Based on
Feature Points Matching (in Chinese), Scientia Silvae Sinicae, Vol. 40, NO. 4, pp. 117 –
123, July 2004.
44. Xiang Li, Ming Jiang, and Ge Wang, A numerical simulator in VC++ on PC for iterative
image reconstruction, Journal of X-Ray Science and Technology, Vol. 11, NO. 1, pp. 61 –
70, 2003.
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45. Ming Jiang and Ge Wang, Convergence of the simultaneous algebraic reconstruction
technique (SART), IEEE Transactions on Imaging Processing, Vol. 12, NO. 8, pp. 957 –
961, August 2003.
46. Ming Jiang, Ge Wang, Margaret W. Skinner, Jay T. Rubinstein, and Michael W. Vannier, Blind deblurring of spiral CT images, IEEE Transactions on Medical Imaging, Vol. 22,
NO. 7, pp. 837 – 845, July 2003.
47. John F. Meinel Jr, Ge Wang, Ming Jiang, Troy Frei, Michael W. Vannier, and Eric
A. Hoffman, Spatial variation of resolution and noise in multi-detector row spiral CT.
Academic Radiology, Vol. 10, NO. 6, pp. 607 – 613, June 2003.
48. Ming Jiang and Ge Wang, Convergence studies on iterative algorithms for image reconstruction, IEEE Transactions on Medical Imaging, Vol. 22, NO. 5, pp. 569 – 579,
May 2003.
49. Ming Jiang and Zhaotian Zhang, Review on POCS algorithms for image reconstruction, Computerized Tomography Theory and Applications, Vol. 12, NO. 1, pp. 51 – 55,
February 2003. Invited Review.
50. Ming Jiang and Ge Wang, Development of blind image deconvolution and its applications,
Journal of X-ray Science and Technology, Vol. 11, NO. 1, pp. 13 – 19, 2003.
51. Ge Wang, Ming Jiang, Hong Liu, Seung Wook Lee, and Eric A. Hoffman, Cone-beam
reconstruction methods for X-ray micro-CT (in Chinese), Computerized Tomography Theory and Applications, Vol. 11, NO. 3, pp. 7 – 11, 2002.
52. Ming Jiang and Ge Wang, Development of iterative algorithms for image reconstruction,
Journal of X-ray Science and Technology, Vol. 10, NO. 1/2, pp. 77 – 86, 2002. Invited
Review.
53. Ming Jiang, Ge Wang, Margaret W. Skinner, Jay T. Rubinstein, and Michael W. Vannier, Blind deblurring of spiral CT images - comparative studies on edge-to-noise ratios,
Medical Physics, Vol. 29, NO. 5, pp. 821 – 829, May 2002.
54. J. A. O’Sullivan, Ming Jiang, Xiao-ming Ma, and Ge Wang, Axiomatic quantification of
multi-dimensional image resolution, IEEE signal processing letters, Vol. 9, NO. 4, pp. 120 –
122, April 2002.
55. Ming Jiang, A generalization of Morse lemma and its applications, Nonlinear Analysis,
Theory, Methods and Applications, Vol. 36, NO. 8, pp. 943 – 960, 1999.
56. Ming Jiang and Mingye Liu, A survey on formal verification methods in VLSI design
(in Chinese), Journal of Computer-Aided Design & Computer Graphics, Vol. 8, NO. 2,
pp. 155 – 160, March 1996.
57. Ming Jiang, Partial regularity of weakly stationary harmonic maps into manifolds with
symmetries, Nonlinear Analysis, Theory, Methods and Applications, Vol. 24, NO. 3,
pp. 443 – 440, 1995.
58. Ming Jiang, Existence of positive solution to −∆u = f (x, u) when f changes signs, Acta
Mathematica Scientia, Vol. 14 (supplement), pp. 40 – 45, 1994.
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59. Ming Jiang, A theorem on embedding W s,p into L n−p , Acta Mathematica Scientia,
Vol. 14, NO. 3, pp. 313 – 317, 1994.
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60. Ming Jiang, Some results on embedding spaces of Sobolev type into Lorentz spaces, Journal of Beijing Institute of Technology, Vol. 2, NO. 2, pp. 103 – 108, 1993.
61. Ming Jiang, Perturbation theorems for Nash point equilibria in the calculus of variations,
Journal of Beijing Institute of Technology, Vol. 1, NO. 2, pp. 75 – 86, 1992.
62. Ming Jiang, Nash point equilibria in the calculus of variations, in Journal of Partial
Differential Equations, Vol. 5, NO. 3, pp. 1 – 20, 1992.
Conference Publications/Presentations (selected)
63. Ming Jiang, Methods for accelerating x-ray tomographic reconstruction, Workshop for
Mathematics and Algorithms in Tomography, Mathematisches Forschungsinstitut Oberwolfach, Germany, August 10 - 16, 2014.
64. Ming Jiang, X-ray Phase-contrast Imaging with Grating Interferometry, The 7th International Conference “Inverse Problems: Modeling and Simulation” (IPMS-2014), Fethiye,
Turkey, May 26 – 31, 2014.
65. Peng Li, Thomas Page, Guojie Luo, Pei Wang, Wentai Zhang, Peng Zhang, Peter Maass,
Ming Jiang and Jason Cong, FPGA Acceleration for Simultaneous Medical Image Reconstruction and Segmentation, The 22nd IEEE International Symposium on Field-Programmable
Custom Computing Machines, Boston, Massachusetts May 11 – 13, 2014.
66. Ming Jiang, Phase-contrast Imaging with Grating Interferometry, International Workshop on Theoretical and Computational Analyses for Inverse Problems, Sun Yat-sen University in Guangzhou, China, March 15 – 16, 2014.
67. Ming Jiang, Hierarchical Bayesian Model for Aerosol Retrieval Using MISR Data, Shanghai International Workshop on Recent Advances in Inverse Problems and Imaging Science,
Shanghai, China, September 21 – 22, 2013.
68. Ming Jiang, Phase Unwrapping Problems, Second International Conference Mathematics
in Armenia Advances and Perspectives, Tsaghkadzor, Armenia, August 24 – 31, 2013.
69. Ming Jiang, Hierarchical Bayesian Model for Aerosol Retrieval Using MISR Data, Applied Inverse Problem Conference, mini-syposium “Tomography Based on the Radiative
Transfer Equation”, Daejeon, Korea, July 1 – 5, 2013.
70. Ming Jiang, Phase Unwrapping Problems, The Second International Conference on Interdisciplinary Applied and Computational Mathematics, Zhejiang University, Hangzhou,
China, 19 – 22 June, 2013.
71. Ming Jiang, Phase Unwrapping Problems, Sino-Germany joint symposium on inverse
problems, Universit¨
at des Saarlandes Saarbr¨
uken, Germany, October 8 – 11, 2012.
72. Jiansheng Yang, Hengyong Yu, Wenxiang Cong, Ming Jiang, and Ge Wang, High order
total variation method for interior tomography, (invited), SPIE’s Optics + Photonics, San
Diego, CA, 12 - 16 August 2012.
73. Ming Jiang, Phase Unwrapping Problems, International Workshop on Mathematical Issues in Information Sciences, Xidian University, Xi’an, China, July 7 - 13, 2012.
74. Ming Jiang, 2D Phase Unwrapping Problem, Workshop on Computational Inverse Problems, Erwin Schr¨
odinger International Institute for Mathematical Physics (ESI) at the
University of Vienna, April 23 - 27, 2012.
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75. Yu Zhou, Tie Zhou, Ming Jiang, An alternative derivation for Bronnikov’s formula in
x-ray phase contrast tomography, World Congress on Medical Physics and Biomedical
Engineering, of International Federation for Medical and Biological Engineering (IFMBE)
Proceedings, Vol. 39, pp. 1038-1040, 2012.
76. Wenma Jin, Yair Censor and Ming Jiang, A heuristic superiorization-like approach to
bioluminescence tomography, World Congress on Medical Physics and Biomedical Engineering, of International Federation for Medical and Biological Engineering (IFMBE)
Proceedings, Vol. 39, pp. 1026-1029, 2012.
77. Yanbin Lu, Heng Mao, Jiansheng Yang and Ming Jiang, Calibration methods for an x-ray
cone-beam CT system, ICS-13, the 13th International Congress of Stereology, Tsinghua
University, Beijing, China, October 19 - 23, 2011.
78. Hengyong Yu, Jiansheng Yang, Ming Jiang, and Ge Wang, High Order Total Variation
For Interior Computed Tomography, the 2011 international workshop on Recent Advances
in Biomedical Imaging”, Shanghai Jiao Tong University, Shanghai, ChinaAugust 15-19,
2011.
79. Ming Jiang, 2D Phase Unwrapping Problems, Workshop for Mathematical Methods in
Tomography, Mathematisches Forschungsinstitut Oberwolfach, Germany, April 11 - 16,
2010.
80. Ming Jiang and Yair Censor, Iterative Superiorization for Image Reconstruction (invited), Optimization Theory and Related Topics Workshop, Haifa, Israel, January 11 14, 2010.
81. Jin-Jun Xiao, Zhi-quan (Tom) Luo, and Ming Jiang, Two-dimensional phase unwrapping
using semidefinite relaxation, IEEE International Conference on Acoustics, Speech, and
Signal Processing, (2009), 11051108.
82. Ming Jiang, Christopher Lee Wyatt, and Ge Wang, X-ray Phase-contrast Imaging with
2D Grating Interferometry (invited), SPIE’s Optics + Photonics, San Diego, CA, 10 - 14
August 2008.
83. Caifang Wang, Ming Jiang, An EM-like optimization scheme for diffuse optical tomography, SPIE’s Optics + Photonics, San Diego, CA, August 10 - 14, 2008.
84. Bonsung Koo, Ming Jiang, Christopher Wyatt, and Ge Wang, Parameter optimization
for a grating-based phase contrast x-ray system, SPIE International Symposium on Medical
Imaging, Town and Country Resort & Convention Center, San Diego, California, February
17 - 21, 2008.
85. Ming Jiang and Ge Wang, Uniqueness results for multi-spectral bioluminescence tomography (invited), An Interdisciplinary Workshop on Mathematical Methods in Biomedical
Imaging and Intensity-Modulated Radiation Therapy (IMRT), Centro di Ricerca Matematica Ennio De Giorgi, Scuola Normale Superiore di Pisa, Italy, October 15 - 20, 2007.
86. Wenlei Ni, Ming Jiang, Shulin Zhou, and Tie Zhou, On Reconstruction Algorithms of
X-ray Phase Contrast CT by Holographic Measurements (invited), An Interdisciplinary
Workshop on Mathematical Methods in Biomedical Imaging and Intensity-Modulated Radiation Therapy (IMRT), Centro di Ricerca Matematica Ennio De Giorgi, Scuola Normale
Superiore di Pisa, Italy, October 15 - 20, 2007.
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87. Seung Wook Lee, Jinxiao Pan, Chunhua Liu, Tie Zhou, Cheul-Muu Sim, and Ming
Jiang, A Preliminary Study of Iterative Reconstruction Algorithms for Neutron Tomography, The 8th World Conference on Neutron Radiography, National Institute of Standards
and Technology, Gaithersburg, MD, October 16 - 19, 2006.
88. Ming Jiang, Tie Zhou, Jiantao Cheng, Wenxiang Cong, and Ge Wang, Development of
bioluminescence tomography (invited), SPIE’s Optics & Photonics, San Diego, CA, August
13 - 17, 2006.
89. Jun Zhao, Yannan Jin, Ming Jiang, Tiange Zhuang, and Ge Wang, Simulation Studies
for Triple-Source Helical Cone-Beam CT, SPIE’s Optics & Photonics, San Diego, CA,
August 13 - 17, 2006.
90. Yannan Jin, Jun Zhao, Ming Jiang, Tiange Zhuang, and Ge Wang, Exact Reconstruction
for Non-equally Spaced Triple-source Helical Cone-beam CT, SPIE’s Optics & Photonics,
San Diego, CA, August 13 - 17, 2006.
91. Ming Jiang, Image reconstruction for bioluminescence tomography, Workshop for Mathematical Methods in Tomography, Mathematisches Forschungsinstitut Oberwolfach, Germany, July 31 - August 5, 2006.
92. Ge Wang, Ming Jiang, Jie Tian, Wenxiang Cong, Yi Li, Weimin Han, Durai Kumar,
Xin Qian, Haiou Shen, Tie Zhou, Jiantao Cheng, Yujie Lv, Hui Li, and Jie Luo, Recent development in bioluminescence tomography, 2006 IEEE International Symposium
on Biomedical Imaging: From Nano to Macro.
93. Danfeng Lu, Hongkai Zhao, Ming Jiang, Shulin Zhou, and Tie Zhou, A surface reconstruction method for highly noisy point clouds, 3rd IEEE Workshop on Variational,
Geometric, & Level Set Methods, Lecture Notes in Computer Science 3752, pp. 283 –
294, 2005.
94. Wenxiang Cong, Durairaj Kumar, Haiou Shen, Xin Qian, Ming Jiang, Michael Henery, McLennan Geoffrey, and Ge Wang, Optical Imaging Using an Embedded Source for
Monitoring Tumor Growth, RSNA 2005.
95. Ming Jiang, Bin Zhang, Durairaj Kumar, and Ge Wang, Fiber-Optic Probe for Quantifying Bioluminescence, RSNA 2005.
96. Ming Jiang, Tie Zhou, Jiantao Cheng, Wenxiang Cong, Durairaj Kumar, Ge Wang,
Image Reconstruction for Bioluminescence Tomography, RSNA 2005.
97. Durairaj Kumar, Haiou Shen, Eman Namatti, Wenxiang Cong, Ming Jiang, Xin Qian,
McLennan Geoffrey, and Ge Wang, Minimally Invasive Optical Biopsy for Determination
of Tissue Optical Parameters, RSNA 2005.
98. Yifei Lou, Bin Zhang, Jing Wang, and Ming Jiang, Blind Deconvolution for Symmetric
Point-spread Functions, 27th IEEE Annual International Conference of the Engineering
in Medicine and Biology Society, 3459 – 3462, 2005.
99. Jun Zhao, Ming Jiang, Tiange Zhuang, and Ge Wang, A reconstruction algorithm for
triple-Source helical cone-beam CT, 27th IEEE Annual International Conference of the
Engineering in Medicine and Biology Society, 1875 – 1878, 2005.
100. Jun Zhao, Ming Jiang, Tiange Zhuang, and Ge Wang, Minimum detection window and
inter-helix PI-line with triple-source helical cone-beam scanning, Proceedings of SPIE, Vol.
5535, pp. 599 – 610, 2004.
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101. Ming Jiang and Ge Wang, Image reconstruction for bioluminescence tomography (invited), Proceedings of SPIE, 5535, pp. 335 – 351, 2004.
102. Ming Jiang and Ge Wang, Constrained block-iterative Landweber scheme for image reconstruction, Proceedings of SPIE, 5535, pp. 531 – 539, 2004.
103. Ming Jiang, Ge Wang, Margaret W. Skinner, Jay T. Rubinstein, and Michael W. Vannier, Blind deblurring of spiral CT images, Third China-Italy Joint Conference on Computational and Applied Mathematics, November 16-17, 2003, Grado, Italy.
104. John F. Meinel Jr, Ge Wang, Eric A. Hoffman, and Ming Jiang, Variation of 3D resolution in the FOV of multi-slice CT, Radiology, 225:496-496, Suppl. S., NOV 2002. RSNA
2002.
105. Xiang Li, M. T. Madsen, Ming Jiang, and Ge Wang, Iterative algorithms for low-dose
CT, Radiology, 225:255-255, Suppl. S., NOV 2002. RSNA 2002.
106. Ming Jiang and Ge Wang, Block-iterative algorithms for image reconstruction, the Proceedings of the First International Congress of Mathematical Software, ICMS’2002, Beijing, China, pp. 51 – 60, 2002.
107. Ming Jiang and Ge Wang, Convergence of iterative algorithms for image reconstruction, the Proceedings of the International Symposium on Biomedical Imaging, ISBI’2002,
Washington D.C., pp. 685 – 688, 2002.
108. Ge Wang, Ming Jiang, Hong Liu, Seung Wook Lee, and Eric A. Hoffman, Cone-beam
reconstruction methods for X-ray micro-CT, the Proceedings of the International Symposium on Biomedical Imaging, ISBI’2002, Washington D.C., pp. 384 – 387, 2002. Invited
Talk.
109. Ming Jiang, Ge Wang, and Xiao-ming Ma, Axiomatic measures of image resolution, the
Proceedings of the 35th Asilomar Conference on Signals, Systems, and Computers, 1697
– 1701, 2001.
110. Ming Jiang, Ge Wang, Margaret W. Skinner, Jay T. Rubinstein, and Michael W. Vannier, Blind deblurring of spiral CT images, the Proceedings of the 35th Asilomar Conference on Signals, Systems, and Computers, pp. 1692 – 1696, 2001.
111. Ming Jiang and Ge Wang, Convergence of the simultaneous algebraic reconstruction technique (SART), invited talk, the Proceedings of the 35th Asilomar Conference on Signals,
Systems, and Computers, pp. 360 – 364, 2001.
112. Ming Jiang, Ge Wang, Margaret W. Skinner, Jay T. Rubinstein, and Michael W. Vannier, Blind deblurring of spiral CT images, RSNA 2001. This work was awarded the
Research Trainee Prize.
Chapters in Books
113. Ming Jiang and Ge Wang, Mathematical Theory for X-ray Phase-contrast Imaging with
2D Grating Interferometry, “Biomedical Mathematics: Promising Directions in Imaging,
Therapy Planning and Inverse Problems” (Editors: Y. Censor, M. Jiang and G. Wang),
Medical Physics Publishing, Madison, WI, USA, accepted for publication, 2009.
114. Ming Jiang and Ge Wang, Uniqueness results for multi-spectral bioluminescence tomography, “Mathematical Methods in Biomedical Imaging and Intensity-Modulated Radiation
Therapy (IMRT)” (Editors: Y. Censor, M. Jiang and A. K. Louis), Edizioni della Normale,
Pisa, Italy, 2008.
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115. Ming Jiang, Ge Wang, and Yi Li, Inverse problems in bioluminescence tomography,
“Frontier and Prospect of Contemporary Applied Mathematics”, Series in Contemporary
Applied Mathematics (Editors: P. G. Ciarlet and Tatsien Li). Higher Education Press
(Beijing) & World Scientific, 2005.
116. Ming Jiang, Iterative Algorithms for Image Reconstruction (invited), Chapter 11, “Medical Imaging Systems: Technology and Applications”, Vol. I, C. Leondes ed., World Scientific, Singapore, 2005.
117. Ming Jiang and Jing Wang, Techniques in Blind Deblurring of Spiral (CT) Images
and Their Applications (invited), Chapter 6, “Medical Imaging Systems: Technology and
Applications”, Vol. I, C. Leondes ed., World Scientific, Singapore, 2005.
118. Ming Jiang, Game Theory, Modeling and Solution of Practical Problems, (in Chinese),
Chapter 10, “Guidance to Mathematical Modeling Competition of Under-graduate Students”, Hunan Technology Press, 1993.
Edited Book
119. Yair Censor, Ming Jiang and Ge Wang (Editors), Biomedical Mathematics: Promising
Directions in Imaging, Therapy Planning and Inverse Problems, Medical Physics Publishing, Madison, WI, USA, 2010, in press.
120. Yair Censor, Ming Jiang and Alfred K. Louis (Editors), Mathematical Methods in Biomedical Imaging and Intensity-Modulated Radiation Therapy (IMRT), Publications of the
Scuola Normale Superiore, Edizioni della Normale, Pisa, Italy, 2008.
Patents
121. Heng mao, Louis Tao, Han Qiao, Xuancheng Li, Ming Jiang, A real-time automatic tracking system for C. elegans, Chinese patent application for invention, No. 201410117593.X,
2014.
122. Heng mao, Louis Tao, Ming Jiang, In vivo neural circuits imaging system for small
model organisms, Chinese patent application for invention, NO. 201310255101.9, 2013.
123. Heng mao, Louis Tao, Ming Jiang, In vivo neural circuits imaging system for small model
organisms, Chinese patent application for utility model, NO. 201320368802.9, 2013.
124. Ge Wang, Hengyong Yu, Ming Jiang, Jiansheng Yang, Methods for improved single
photon emission computed tomography using exact and stable region of interest reconstructions, United States Patent Application NO. 12938,303. Filed: Nov 02, 2010. United
States Patent No: 8,952,333.
125. Heng mao, Jiansheng Yang, Yanbin Lu, Yuanzheng Si, Yu Zhou, John W. Emerson,
Tie Zhou, Ming Jiang, Systems for multi-modality molecular Imaging, Chinese patent
application for invention, NO. 201010299375.4, 2010.
126. Jun Zhao, Yannan Jin, Ming Jiang, Tiange Zhuang, and Ge Wang, Exact reconstruction
system with filtered backprojection methods for spiral cone beam CT with multiple sources
sources, Chinese patent application for invention, NO. 200710037288.X, 2007.
127. Ge Wang, Alexander X. Cong, Weimin Han, Ming Jiang, Haiou Shen, and Wenxiang
Cong, Systems and methods for multi-spectral bioluminescence tomography, United States
Patent NO. 8,676,302 B2. Filed on Jan 03, 2007. Issued on Mar 18, 2014.
12
128. Ge Wang, Yi Li, Ming Jiang, Xin Qian, and Wenxiang Cong: Computational optical
biopsy, United States patent NO. 20070093700. Filed on May 31, 2006.
129. Jun Zhao, Ming Jiang, Tiange Zhuang, and Ge Wang, Image reconstruction methods for
spiral CT with 2N +1 sources, Chinese patent application for invention, NO. 200610030332,
2006.
130. Jian Fu, Dongbo Wei, Ming Jiang, Lei Liao, Jingjing Sun, Lei Gong, and Qiong Huang,
Imaging Methods for 3D CT with large field of view, Chinese patent application NO. 200610012217,
2006.
131. Jiansheng Yang, Tie Zhou, Ming Jiang, Qiang Kong, Xiaohu Guo, System for 3D
cone-beam CT image reconstruction, Chinese Patent application for utility model, NO.
200520118883, 2005.
132. Jiansheng Yang, Tie Zhou, Ming Jiang, Qiang Kong, and Xiaohu Guo, System and
method for 3D cone-beam CT image reconstruction, Chinese patent application for invention, NO. 200510103153, 2005.
Editorials
133. Nathan Ida and Ming Jiang, Editorial January 2014, Sensing and Imaging, Vol. 15,
No. 1, 2014.
134. Ming Jiang, Shiying Zhao, Seung Wook Lee, Shaun S. Gleason, Eric Frey, Foreword for
the special issue on Recent Development of X-Ray CT and Micro CT, Journal of X-Ray
Science and Technology, Vol. 12, NO. 4, pp. 197 – 198, 2004.
135. Ming Jiang, Alfred K. Louis, Didier Wolf, Hongkai Zhao, Christian Daul, Zhaotian
Zhang, Tie Zhou, Guest editorial for the special issue on mathematics in biomedical imaging, International Journal of Biomedical Imaging, Vol. 2007, Article ID 64954, 2007.
Book Review
136. Ming Jiang, Review of “Glossary of Biotechnology and Nanobiotechnology Terms”, Biomedical Engineering Online, 2007.
137. Ming Jiang, Review of “Image Processing and Analysis: Variational, PDE, Wavelet,
and Stochastic Methods”, Biomedical Engineering Online, 2006.
138. Ming Jiang, Review of “Bioterrorism: Mathematical modeling applications in homeland
security”, Biomedical Engineering Online, 2005.
Invited Talks (recent)
1. Iterative methods for image reconstruction, Harbin Institute of Technology, Harbin, China,
October, 2014.
2. Iterative methods for image reconstruction, Amur State University, Blagoveshchensk, Amur
Oblast, Russia, December, 2013.
3. Bioluminescence tomography, Amur State University, Blagoveshchensk, Amur Oblast,
Russia, December, 2013.
4. Key Aspects of Scientific Publications, IOP seminar at the Annual Meeting of CPS (Chinese Physics Society), Xiamen, China in September 2013.
13
5. Iterative image reconstruction algorithms and applications, School of Mathematics and
Statistics, Chongqing University, Chongqing, China, June 2012.
6. Iterative image reconstruction algorithms and applications, School of Science, Nanjing
University of Science and Technology, Nanjing, China, June 2012.
7. Bioluminescence tomography, University of Bremen, Bremen, Germany, December 2011.
8. 2D Phase Unwrapping Problems, Korea Atomic Energy Research Institute, Daejeon, Korea, July 2011.
9. Partial Coherence Theory for X-ray Phase Contrast Imaging Technique With Gratings,
Korea Atomic Energy Research Institute, Daejeon, Korea, July 2011.
10. Phase Contrast Imaging and Tomography Techniques, National Taiwan University, Taipei,
Taiwan, October 8, 2009.
11. Iterative methods for image reconstruction and applications to bioluminescence tomography, National Taiwan University, Taipei, Taiwan, October 2, 2009.
12. Iterative methods for image reconstruction, The Technion, Haifa, Israel, April 26, 2009,
13. Iterative methods for image reconstruction and applications to bioluminescence tomography, University of Haifa, Haifa, Israel, April 21, 2009.
Honors and Awards (selected)
2007 Chang Jiang Scholars, Ministry of Education, China.
2004 Herbert M. Stauffer Award for Outstanding Basic Science Paper in Academic Radiology,
Association of University Radiologists, USA, for work entitled “Spatial variation of resolution and noise in multi-detector row spiral CT” by John F. Meinel Jr, Ge Wang, Ming
Jiang, Troy Frei, Michael W. Vannier, Eric A. Hoffman.
2004 National Science Fund for Distinguished Young Scholars, National Science Foundation of
China.
2003 IEEE Senior Member.
2001 Radiological Society of North American Research Trainee Prize for work entitled “Blind
Deblurring of Spiral CT Images” by Ming Jiang, Ge Wang, Margaret W. Skinner, Jay T.
Rubinstein and Michael W. Vannier.
1999 Teaching Award from Chou Pei-Yuan Foundation, Peking University.
1995 Outstanding Faculty Member, Beijing Institute of Technology.
1995 Excellent Paper Award from Beijing Institute of Technology for work entitled “Some
results on embedding spaces of Sobolev type into Lorentz spaces” by Ming Jiang.
1995 Outstanding Paper Award from Beijing Institute of Technology for work entitled “Perturbation theorems for Nash point equilibria in the calculus of variations” by Ming Jiang.
1993 Leading Young Faculty Researcher, Beijing Institute of Technology.
1992 Excellent Young Teacher Award from Beijing Institute of Technology.
14
1990 Excellent Academic Thesis Award from Beijing Mathematical Society for work entitled
“Nash point equilibria in the calculus of variations” by Ming Jiang.
1983 Award at the third place in Beijing General English Competition.
1982 Outstanding Student Award from Peking University.
Services (partial)
• Membership of Editorial Boards for
– Sensing and Imaging , Editors-in-Chief, 2014 – 2016.
– Journal of Beijing Union University , since 2015.
– Sensing and Imaging , since 2013.
– Inverse Problems , 2011 – 2016.
– Signal Processing , since 2005.
– International Journal of Biomedical Imaging , since 2005.
– Advances in Mathematics (China) , since 2005.
– BioMedical Engineering OnLine , since 2005.
– Computerized Tomography Theory and Applications , since 2002.
• Guest Editors for
– Journal of X-Ray Science and Technology , special issue on recent development of
X-Ray CT and micro CT, 2004.
– International Journal of Biomedical Imaging , special issue on mathematics in biomedical imaging, 2006.
– International Journal of Biomedical Imaging , special issue on recent advances in
molecular imaging, 2006.
• Conference/Workshop Organizers
– Co-organizer (jointly with Profs. Alfred K Louis and Peter Maaß), Sino-German
joint symposium on inverse problems (GZ 854), Saarland University, Saarbrucken,
Germany, October 8 – 11, 2012, supported by the Sino-German Center.
– Chair, The Huangguoshu International Interdisciplinary Conference on Biomedical
Mathematics — Promising Directions in Imaging, Therapy Planning and Inverse
Problem , Huangguoshu National Park of China, Guizhou, China, November 3 – 9,
2008, supported by the National Science Foundation of China, Mathematical Center
of Ministry of Education of China and the Huangguoshu Tourism Group Co., LTD.
– Co-organizer (jointly with Profs. Yair Censor and Alfred K Louis), An Interdisciplinary Workshop on Mathematical Methods in Biomedical Imaging and IntensityModulated Radiation Therapy (IMRT) , Centro di Ricerca Matematica Ennio De
Giorgi, Scuola Normale Superiore di Pisa, Italy, October 15 - 20, 2007, supported by
Centro di Ricerca Matematica Ennio De Giorgi.
15
Teaching
1. Image Reconstruction and Image Analysis;
2. Image Processing;
3. Computer Graphics;
4. Mathematical Models in Computer Vision and Image Processing;
5. Functional Analysis;
6. Partial Differential Equations;
7. Mathematical Analysis;
8. Methods of Mathematical Physics;
9. Nonlinear Analysis.
16
Students and Postdoctoral Fellows
Former Students and Postdoctoral Fellows
1. Wei Zhu
2. Jun-Yue Wang
3. Shao-ping Hu
4. Jun-feng Zhang
5. Zheng-ming Zhu
6. Xiaopei Wang
7. Danfeng Lu
8. Jing Wang
9. Rongzhen Sun
10. Qiang Kong
11. Xiaohu Guo
Computational algorithms for
Mumford-Shah segmentation model
Texture image segmentation with
Markov random field
Visualization in GIS based forest control
and Internet map server
Estimation and prediction of forest
damage with remote sensing technology
GIS based aerial image mosaicking and
its applications
Forest damage detection with remote
sensing technology
PDE-based visulization
Blind deblurring
Temporal-frquency analysis of EEG
signal
Image reconstruction for cone-beam CT
Parallel implementation of cone-beam
CT algorithms
12. Jinxiao Pan
Iterative image reconstruction methods
13. Wenlei Ni
X-ray phase-contrast CT
14. Yichuan Liu
(co-advised with Prof. Bin
Yu)
15. Jiantao Cheng
(co-advised with Prof. Tie
Zhou)
16. Bin Zhang
17. Wei Yan (co-advised
with Prof. Bin Yu)
18. Xin Jiang (co-advised
with Prof. Bin Yu)
M.S. degree awarded, 1999.
M.S. degree awarded, 2000.
M.S. degree awarded, 2001.
M.S. degree awarded, 2001.
M.S. degree awarded, 2002.
M.S. degree awarded, 2004.
M.S. degree awarded, 2005.
M.S. degree awarded, 2005.
M.S. degree awarded, 2005.
M.S. degree awarded, 2006.
Postdoctoral Fellow, 2004 2006.
Postdoctoral Fellow, 2004 2006.
Ph.D degree awarded,
2008.
Statistical aerosol retrieval methods
M.S. degree awarded, 2008.
Bioluminescence tomography
Ph.D
2008.
Bioluminescence tomography
M.S. degree awarded, 2008.
Iterative image reconstruction methods
M.S. degree awarded, 2008.
degree
awarded,
19. Caifang Wang
Diffuse optical tomography
20. Yuanzhen Si
Multi-modality imaging fusion
21. Heng Mao
X-ray CT and optical tomography
22. Yu Zou (co-advised
with Prof. Tie Zhou)
23. Yanbin Lu (co-advised
with Prof. Jiansheng
Yang)
Theoretical studies on grating-based
phase contrast imaging
Ph.D degree awarded,
2009.
Ph.D degree awarded,
2009.
Ph.D degree awarded,
2011.
Postdoctoral fellow, 2009 2011.
Ph.D degree awarded,
2012.
X-ray CT Imaging and Multimodality
Imaging
Ph.D
2012.
Statistical methods for aerosol retrieval
17
degree
awarded,
24. Pei Wang
Multi-modality imaging fusion
25. Wenma Jin
Iterative image reconstruction methods
26. Yining Zhu
X-ray tomography
27. Thomas Page
(co-advised with Prof.
Peter Maaß)
Simultaneous Reconstruction and
Segmentation with the Mumford-Shah
functional for X-ray Tomography.
Ph.D degree awarded,
2014.
Thesis defended, 2014.
Postdoctoral fellow, 2013 2014.
Visiting graduate student
from University of Bremen,
2011 - 2014.
Image reconstruction
Imaging processing
Image reconstruction
Image reconstruction
Ph.D.
Ph.D.
Ph.D.
Ph.D.
Current Students
28.
29.
30.
31.
Li Shen
Jie He
Chang Liu
Di He
18
student,
student,
student,
student,
2012
2012
2013
2013
-