
FOLLOWUS
Columbia University & New York State Psychiatric Institute, NY 10032, USA
Shanghai Key Laboratory of Multidimensional Information Processing, East China Normal University, Shanghai 200062, China
Dongrong XU, E-mail: xu.dongrong@columbia.edu
[ "Fei DAI, fd2331@columbia.edu" ]
[ "Yue LU, ylu@cs.ecnu.edu.cn" ]
收稿:2017-11-30,
修回:2018-;1-22,
纸质出版:2018-01
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徐冬溶, 戴飞, 吕岳. 一种数字大脑的群智平台[J]. 信息与电子工程前沿(英文), 2018,19(1):78-90.
Dongrong XU, Fei DAI, Yue LU. A platform of digital brain using crowd power[J]. Frontiers of Information Technology & Electronic Engineering, 2018, 19(1): 78-90.
徐冬溶, 戴飞, 吕岳. 一种数字大脑的群智平台[J]. 信息与电子工程前沿(英文), 2018,19(1):78-90. DOI: 10.1631/FITEE.1700800.
Dongrong XU, Fei DAI, Yue LU. A platform of digital brain using crowd power[J]. Frontiers of Information Technology & Electronic Engineering, 2018, 19(1): 78-90. DOI: 10.1631/FITEE.1700800.
介绍了一种可用于脑科学研究的数字大脑群智平台,该平台的搭建基于一个综合推理或多元类比生成的人工智能可计算模型。目标是研发一个全领域脑研究数据库、脑数据推算工具、脑知识库以及用于研究神经科精神疾病和脑发育的智能助手。采用大数据、群智和大规模高性能计算能力将显著加强和发挥该平台的功能。对该方向研究的初步成果进行了总结。
A powerful platform of digital brain is proposed using crowd wisdom for brain research
based on the computational artificial intelligence model of synthesis reasoning and multi-source analogical generating. The design of the platform aims to make it a comprehensive brain database
a brain phantom generator
a brain knowledge base
and an intelligent assistant for research on neurological and psychiatric diseases and brain development. Using big data
crowd wisdom
and high performance computers may significantly enhance the capability of the platform. Preliminary achievements along this track are reported.
K Amunts , , , A Schleicher , , , U Bürgel , , , 等 . . Broca's region revisited: cytoarchitecture and intersubject variability . . J Comp Neurol , , 1999 . . 412 ( ( 2 ): ): 319 - - 341 . . DOI: 10.1002/(SICI)1096-9861(19990920)412:2<319::AID-CNE10>3.0.CO;2-7 http://doi.org/10.1002/(SICI)1096-9861(19990920)412:2<319::AID-CNE10>3.0.CO;2-7 . .
JB Arnold , , , JS Liow , , , KA Schaper , , , 等 . . Qualitative and quantitative evaluation of six algorithms for correcting intensity nonuniformity effects . . NeuroImage , , 2001 . . 13 ( ( 5 ): ): 931 - - 943 . . DOI: 10.1006/nimg.2001.0756 http://doi.org/10.1006/nimg.2001.0756 . .
B Aubert-Broche , , , AC Evans , , , L Collins . . A new improved version of the realistic digital brain phantom . . NeuroImage , , 2006 . . 32 ( ( 1 ): ): 138 - - 145 . . DOI: 10.1016/j.neuroimage.2006.03.052 http://doi.org/10.1016/j.neuroimage.2006.03.052 . .
BJ Baars , , , NM Gage . . Cognition, Brain, and Consciousness: Introduction to Cognitive Neuroscience (2 nd Ed.). . . Elsevier , , 2010 . . p.591 - - 616 . . DOI: 10.1016/B978-0-12-375070-9.00021-8 http://doi.org/10.1016/B978-0-12-375070-9.00021-8 . .
R Bansal , , , D Xu , , , BS Peterson . . Eigen function based coregistration of diffusion tensor images to anatomical magnetic resonance images . . Proc Int Soc Magn Reson Med , , 2005 . . 13 2332 . .
R Bansal , , , LH Staib , , , DR Xu , , , 等 . . Statistical analyses of brain surfaces using gaussian random fields on 2-D manifolds . . IEEE Trans Med Imag , , 2007 . . 26 ( ( 1 ): ): 46 - - 57 . . DOI: 10.1109/TMI.2006.884187 http://doi.org/10.1109/TMI.2006.884187 . .
R Bansal , , , LH Staib , , , AF Laine , , , 等 . . Anatomical brain images alone can accurately diagnose chronic neuropsychiatric illnesses . . PloS ONE , , 2012 . . 7 ( ( 12 ): ): e50698 DOI: 10.1371/journal.pone.0050698 http://doi.org/10.1371/journal.pone.0050698 . .
R Bansal , , , XJ Hao , , , F Liu , , , 等 . . The effects of changing water content, relaxation times, and tissue contrast on tissue segmentation and measures of cortical anatomy in MR images . . Magn Reson Imag , , 2013 . . 31 ( ( 10 ): ): 1709 - - 1730 . . DOI: 10.1016/j.mri.2013.07.017 http://doi.org/10.1016/j.mri.2013.07.017 . .
ME Bastin . . Correction of eddy current-induced artefacts in diffusion tensor imaging using iterative cross-correlation . . Magn Reson Imag , , 1999 . . 17 ( ( 7 ): ): 1011 - - 1024 . . DOI: 10.1016/S0730-725X(99)00026-0 http://doi.org/10.1016/S0730-725X(99)00026-0 . .
ME Bastin . . On the use of the FLAIR technique to improve the correction of eddy current induced artefacts in MR diffusion tensor imaging . . Magn Reson Imag , , 2001 . . 19 ( ( 7 ): ): 937 - - 950 . . DOI: 10.1016/S0730-725X(01)00427-1 http://doi.org/10.1016/S0730-725X(01)00427-1 . .
ME Bastin , , , PA Armitage . . On the use of water phantom images to calibrate and correct eddy current induced artefacts in MR diffusion tensor imaging . . Magn Reson Imag , , 2000 . . 18 ( ( 6 ): ): 681 - - 687 . . DOI: 10.1016/S0730-725X(00)00158-2 http://doi.org/10.1016/S0730-725X(00)00158-2 . .
JW Belliveau , , , DNJr Kennedy , , , RC McKinstry , , , 等 . . Functional mapping of the human visual cortex by magnetic resonance imaging . . Science , , 1991 . . 254 ( ( 5032 ): ): 716 - - 719 . . DOI: 10.1126/science.1948051 http://doi.org/10.1126/science.1948051 . .
JW Bohland , , , H Bokil , , , CB Allen , , , 等 . . The brain atlas concordance problem: quantitative comparison of anatomical parcellations . . PLoS ONE , , 2009 . . 4 ( ( 9 ): ): e7200. DOI: 10.1371/journal.pone.0007200 http://doi.org/10.1371/journal.pone.0007200 . .
MM Bradley , , , D Sabatinelli , , , PJ Lang , , , 等 . . Activation of the visual cortex in motivated attention . . Behav Neurosci , , 2003 . . 117 ( ( 2 ): ): 369 - - 380 . . DOI: 10.1037/0735-7044.117.2.369 http://doi.org/10.1037/0735-7044.117.2.369 . .
RW Brown , , , YCN Cheng , , , EM Haacke , , , 等 . . Magnetic Resonance Imaging: Physical Principles and Sequence Design (2 nd Ed.) , , : : New York Wiley Blackwell , , 2014 . . DOI: 10.1002/9781118633953 http://doi.org/10.1002/9781118633953 . .
C Davatzikos . . Nonlinear registration of brain images using deformable models . . Proc Workshop on Mathematical Methods in Biomedical Image Analysis , , 1996a . . p.94 - - 103 . . DOI: 10.1109/MMBIA.1996.534061 http://doi.org/10.1109/MMBIA.1996.534061 . .
C Davatzikos . . Spatial normalization of 3D brain images using deformable models . . J Comput Assist Tomogr , , 1996b . . 20 ( ( 4 ): ): 656 - - 665 . . DOI: 10.1097/00004728-199607000-00031 http://doi.org/10.1097/00004728-199607000-00031 . .
C Davatzikos . . Spatial transformation and registration of brain images using elastically deformable models . . Comput Vis Image Underst , , 1997 . . 66 ( ( 2 ): ): 207 - - 222 . . DOI: 10.1006/cviu.1997.0605 http://doi.org/10.1006/cviu.1997.0605 . .
C Davatzikos , , , A Genc , , , DR Xu , , , 等 . . Voxel-based morphometry using the RAVENS maps: methods and validation using simulated longitudinal atrophy . . NeuroImage , , 2001 . . 14 ( ( 6 ): ): 1361 - - 1369 . . DOI: 10.1006/nimg.2001.0937 http://doi.org/10.1006/nimg.2001.0937 . .
EA DeYoe , , , GJ Carman , , , P Bandettini , , , 等 . . Mapping striate and extrastriate visual areas in human cerebral cortex . . PNAS , , 1996 . . 93 ( ( 6 ): ): 2382 - - 2386 . . DOI: 10.1073/pnas.93.6.2382 http://doi.org/10.1073/pnas.93.6.2382 . .
M Dubin , , , M Weissman , , , DR Xu , , , 等 . . Identification of a circuit-based endophenotype for familial depression . . Psych Res Neuroimag , , 2012 . . 201 ( ( 3 ): ): 175 - - 181 . . DOI: 10.1016/j.pscychresns.2011.11.007 http://doi.org/10.1016/j.pscychresns.2011.11.007 . .
AC Evans . . The NIH MRI study of normal brain development . . NeuroImage , , 2006 . . 30 ( ( 1 ): ): 184 - - 202 . . DOI: 10.1016/j.neuroimage.2005.09.068 http://doi.org/10.1016/j.neuroimage.2005.09.068 . .
G Fagiolo , , , A Waldman , , , JV Hajnal . . A simple procedure to improve FMRIb software library brain extraction tool performance . . Br J Radiol , , 2008 . . 81 ( ( 963 ): ): 250 - - 251 . . DOI: 10.1259/bjr/12956156 http://doi.org/10.1259/bjr/12956156 . .
LY Fan . . Development of Artifact-Free Imaging System and fMRI Research Paradigm for Creative Thinking in an MR-Compatible Environment . . MS Thesis, East China Normal University, Shanghai, China , , 2013 . . .
LY Fan , , , XF Fan , , , WC Luo , , , 等 . . An explorative fMRI study of human creative thinking using: a specially designed iCAD system . . Acta Psychol Sin , , 2014 . . 46 ( ( 4 ): ): 427 - - 436 . . DOI: 10.3724/SP.J.1041.2014.00427 http://doi.org/10.3724/SP.J.1041.2014.00427 . .
P Hagmann , , , L Cammoun , , , X Gigandet , , , 等 . . MR connectomics: principles and challenges . . J Neurosci Methods , , 2010 . . 194 ( ( 1 ): ): 34 - - 45 . . DOI: 10.1016/j.jneumeth.2010.01.014 http://doi.org/10.1016/j.jneumeth.2010.01.014 . .
P Hagoort . . On broca, brain, and binding: a new framework . . Trends Cogn Sci , , 2005 . . 9 ( ( 9 ): ): 416 - - 423 . . DOI: 10.1016/j.tics.2005.07.004 http://doi.org/10.1016/j.tics.2005.07.004 . .
XJ Hao , , , DR Xu , , , R Bansal , , , 等 . . Multimodal magnetic resonance imaging: the coordinated use of multiple, mutually informative probes to understand brain structure and function . . Human Brain Map , , 2013 . . 34 ( ( 2 ): ): 253 - - 271 . . DOI: 10.1002/hbm.21440 http://doi.org/10.1002/hbm.21440 . .
JC Haselgrove , , , JR Moore . . Correction for distortion of echo-planar images used to calculate the apparent diffusion coefficient . . Magn Reson Med , , 1996 . . 36 ( ( 6 ): ): 960 - - 964 . . DOI: 10.1002/mrm.1910360620 http://doi.org/10.1002/mrm.1910360620 . .
JL Hsu , , , A Leemans , , , CH Bai , , , 等 . . Gender differences and age-related white matter changes of the human brain: a diffusion tensor imaging study . . NeuroImage , , 2008 . . 39 ( ( 2 ): ): 566 - - 577 . . DOI: 10.1016/j.neuroimage.2007.09.017 http://doi.org/10.1016/j.neuroimage.2007.09.017 . .
RJ Huster , , , R Westerhausen , , , F Kreuder , , , 等 . . Hemispheric and gender related differences in the Midcingulum bundle: a DTI study . . Human Brain Map , , 2009 . . 30 ( ( 2 ): ): 383 - - 391 . . DOI: 10.1002/hbm.20509 http://doi.org/10.1002/hbm.20509 . .
CRJr Jack , , , MA Bernstein , , , NC Fox , , , 等 . . The Alzheimer's disease neuroimaging initiative (ADNI): MRI methods . . J Magn Reson Imag , , 2008 . . 27 ( ( 4 ): ): 685 - - 691 . . DOI: 10.1002/jmri.21049 http://doi.org/10.1002/jmri.21049 . .
YW Jiang , , , F Liu , , , MX Fan , , , 等 . . Deducing magnetic resonance neuroimages based on knowledge from samples . . Comput Med Imag Graph , , 2017 . . 62 1 - - 14 . . DOI: 10.1016/j.compmedimag.2017.07.005 http://doi.org/10.1016/j.compmedimag.2017.07.005 . .
T Kanungo , , , DM Mount , , , NS Netanyahu , , , 等 . . An efficient k-means clustering algorithm: analysis and implementation . . IEEE Trans Patt Anal Mach Intell , , 2002 . . 24 ( ( 7 ): ): 881 - - 892 . . DOI: 10.1109/TPAMI.2002.1017616 http://doi.org/10.1109/TPAMI.2002.1017616 . .
F Liu , , , B Peterson , , , Y Duan , , , 等 . . Fast spin echo for T2 quantification at 3T . . Proc 14 th Scientific Meeting of the International Society for Magnetic Resonance in Medicine , , 2006 . . p.2404 . .
F Liu , , , M Garland , , , YS Duan , , , 等 . . Study of the development of fetal baboon brain using magnetic resonance imaging at 3 Tesla . . NeuroImage , , 2008 . . 40 ( ( 1 ): ): 148 - - 159 . . DOI: 10.1016/j.neuroimage.2007.11.021 http://doi.org/10.1016/j.neuroimage.2007.11.021 . .
F Liu , , , M Garland , , , YS Duan , , , 等 . . Techniques for in utero , longitudinal MRI of fetal brain development in baboons at 3 T . . Methods , , 2010 . . 50 ( ( 3 ): ): 147 - - 156 . . DOI: 10.1016/j.ymeth.2009.03.019 http://doi.org/10.1016/j.ymeth.2009.03.019 . .
W Liu , , , XZ Liu , , , G Yang , , , 等 . . Improving the correction of eddy current-induced distortion in diffusion-weighted images by excluding signals from the cerebral spinal fluid . . Comput Med Imag Graph , , 2012a . . 36 ( ( 7 ): ): 542 - - 551 . . DOI: 10.1016/j.compmedimag.2012.06.004 http://doi.org/10.1016/j.compmedimag.2012.06.004 . .
W Liu , , , XZ Liu , , , XF He , , , 等 . . Spatial normalization of diffusion tensor images with voxel-wise reconstruction of the diffusion gradient direction . . Proc 2 nd Int Conf on Multimodal Brain Image Analysis , , 2012b . . p.134 - - 146 . . DOI: 10.1007/978-3-642-33530-3_11 http://doi.org/10.1007/978-3-642-33530-3_11 . .
XZ Liu , , , ZM Yuan , , , JM Zhu , , , 等 . . Medical image registration by combining global and local information: a chain-type diffeomorphic demons algorithm . . Phys Med Biol , , 2013 . . 58 ( ( 23 ): ): 8359 - - 8378 . . DOI: 10.1088/0031-9155/58/23/8359 http://doi.org/10.1088/0031-9155/58/23/8359 . .
M Lorenzi , , , N Ayache , , , G Frisoni , , , 等 . . 4D registration of serial brain's MR images: a robust measure of changes applied to Alzheimer's disease . . Miccai Workshop on Spatio-Temporal Image Analysis for Longitudinal and Time-Series Image Data , , 2010 . . .
G Lynch . . Representations in the brain . . Science , , 1979 . . 204 ( ( 4394 ): ): 762 DOI: 10.1126/science.204.4394.762 http://doi.org/10.1126/science.204.4394.762 . .
EA Maguire . . Neuroimaging, memory and the human hippocampus . . Rev Neurol , , 2001 . . 157 ( ( 8-9 Pt 1 ): ): 791 - - 794 . . . .
KK Mak , , , WY Kong , , , A Mak , , , 等 . . Polymorphisms of the serotonin transporter gene and post-stroke depression: a meta-analysis . . J Neurol Neurosurg Psych , , 2013 . . 84 ( ( 3 ): ): 322 - - 328 . . DOI: 10.1136/jnnp-2012-303791 http://doi.org/10.1136/jnnp-2012-303791 . .
P Michelucci , , , JL Dickinson . . The power of crowds . . Science , , 2016 . . 351 ( ( 6268 ): ): 32 - - 33 . . DOI: 10.1126/science.aad6499 http://doi.org/10.1126/science.aad6499 . .
H Neeb , , , K Zilles , , , NJ Shah . . Fully-automated detection of cerebral water content changes: study of age-and gender-related H 2 O patterns with quantitative MRI . . NeuroImage , , 2006 . . 29 ( ( 3 ): ): 910 - - 922 . . DOI: 10.1016/j.neuroimage.2005.08.062 http://doi.org/10.1016/j.neuroimage.2005.08.062 . .
HP Ng , , , SH Ong , , , KWC Foong , , , 等 . . Medical image segmentation using k -means clustering and improved Watershed algorithm . . IEEE Southwest Symp on Image Analysis and Interpretation , , 2006 . . p.61 - - 65 . . DOI: 10.1109/SSIAI.2006.1633722 http://doi.org/10.1109/SSIAI.2006.1633722 . .
M Nickel , , , K Murphy , , , V Tresp , , , 等 . . A review of relational machine learning for knowledge graphs . . Proc IEEE , , 2016 . . 104 ( ( 1 ): ): 11 - - 33 . . DOI: 10.1109/JPROC.2015.2483592 http://doi.org/10.1109/JPROC.2015.2483592 . .
MG Packard , , , NM White . . Dissociation of hippocampus and caudate nucleus memory systems by posttraining intracerebral injection of dopamine agonists . . Behav Neurosci , , 1991 . . 105 ( ( 2 ): ): 295 - - 306 . . DOI: 10.1037/0735-7044.105.2.295 http://doi.org/10.1037/0735-7044.105.2.295 . .
YH Pan . . The synthesis reasoning . . Patt Recogn Artif Intell , , 1996 . . 9 ( ( 3 ): ): 201 - - 208 . . . .
YH Pan . . Intelligent CAD Methodology and Modeling , , : : Beijing, China Science Press , , 1997 . . .
BS Peterson , , , V Warnera , , , R Bansal , , , 等 . . Cortical thinning in persons at increased familial risk for major depression . . PNAS , , 2009 . . 106 ( ( 15 ): ): 6273 - - 6278 . . DOI: 10.1073/pnas.0805311106 http://doi.org/10.1073/pnas.0805311106 . .
KJ Plessen , , , R Grüner , , , A Lundervold , , , 等 . . Reduced white matter connectivity in the corpus callosum of children with Tourette syndrome . . J Child Psychol Psych , , 2006 . . 47 ( ( 10 ): ): 1013 - - 1022 . . DOI: 10.1111/j.1469-7610.2006.01639.x http://doi.org/10.1111/j.1469-7610.2006.01639.x . .
G Rhodes , , , S Brennan , , , S Carey . . Identification and ratings of caricatures: implications for mental representations of faces . . Cogn Psychol , , 1987 . . 19 ( ( 4 ): ): 473 - - 497 . . DOI: 10.1016/0010-0285(87)90016-8 http://doi.org/10.1016/0010-0285(87)90016-8 . .
E Schreibmann , , , B Thorndyke , , , TF Li , , , 等 . . Four-dimensional image registration for image-guided radiotherapy . . Int J Radiat Oncol Biol Phys , , 2008 . . 71 ( ( 2 ): ): 578 - - 586 . . DOI: 10.1016/j.ijrobp.2008.01.042 http://doi.org/10.1016/j.ijrobp.2008.01.042 . .
ML Shapiro , , , H Eichenbaum . . Hippocampus as a memory map: Synaptic plasticity and memory encoding by hippocampal neurons . . Hippocampus , , 1999 . . 9 ( ( 4 ): ): 365 - - 384 . . DOI: 10.1002/(SICI)1098-1063(1999)9:4<365::AID-HIPO4>3.0.CO;2-T http://doi.org/10.1002/(SICI)1098-1063(1999)9:4<365::AID-HIPO4>3.0.CO;2-T . .
DG Shen , , , C Davatzikos . . HAMMER: hierarchical attribute matching mechanism for elastic registration . . IEEE Trans Med Imag , , 2002 . . 21 ( ( 11 ): ): 1421 - - 1439 . . DOI: 10.1109/TMI.2002.803111 http://doi.org/10.1109/TMI.2002.803111 . .
DG Shen , , , C Davatzikos . . Very high-resolution morphometry using mass-preserving deformations and HAMMER elastic registration . . NeuroImage , , 2003 . . 18 ( ( 1 ): ): 28 - - 41 . . DOI: 10.1006/nimg.2002.1301 http://doi.org/10.1006/nimg.2002.1301 . .
DG Shen , , , C Davatzikos . . Measuring temporal morphological changes robustly in brain MR images via 4-dimensional template warping . . NeuroImage , , 2004 . . 21 ( ( 4 ): ): 1508 - - 1517 . . DOI: 10.1016/j.neuroimage.2003.12.015 http://doi.org/10.1016/j.neuroimage.2003.12.015 . .
DG Shen , , , H Sundar , , , Z Xue , , , 等 . . Consistent estimation of cardiac motions by 4D image registration . . LNCS , , 2005 . . 3750 902 - - 910 . . DOI: 10.1007/11566489_111 http://doi.org/10.1007/11566489_111 . .
ER Sowell , , , BS Peterson , , , E Kan , , , 等 . . Sex differences in cortical thickness mapped in 176 healthy individuals between 7 and 87 years of age . . Cerebr Cort , , 2007 . . 17 ( ( 7 ): ): 1550 - - 1560 . . DOI: 10.1093/cercor/bhl066 http://doi.org/10.1093/cercor/bhl066 . .
ER Sowell , , , E Kan , , , J Yoshii , , , 等 . . Thinning of sensorimotor cortices in children with tourette syndrome . . Nat Neurosci , , 2008 . . 11 ( ( 6 ): ): 637 - - 639 . . DOI: 10.1038/nn.2121 http://doi.org/10.1038/nn.2121 . .
O Sporns . . The human connectome: a complex network . . Ann New York Acad Sci , , 2011 . . 1224 ( ( 1 ): ): 109 - - 125 . . DOI: 10.1111/j.1749-6632.2010.05888.x http://doi.org/10.1111/j.1749-6632.2010.05888.x . .
LR Squire . . Memory and the hippocampus: a synthesis from findings with rats, monkeys, and humans . . Psychol Rev , , 1992 . . 99 ( ( 2 ): ): 195 - - 231 . . DOI: 10.1037/0033-295X.99.2.195 http://doi.org/10.1037/0033-295X.99.2.195 . .
AW Toga , , , KA Clark , , , PM Thompson , , , 等 . . Mapping the human connectome . . Neurosurgery , , 2012 . . 71 ( ( 1 ): ): 1 - - 5 . . DOI: 10.1227/NEU.0b013e318258e9ff http://doi.org/10.1227/NEU.0b013e318258e9ff . .
DC van Essen , , , SM Smith , , , DM Barch , , , 等 . . The WU-Minn Human Connectome Project: an overview . . NeuroImage , , 2013 . . 80 62 - - 79 . . DOI: 10.1016/j.neuroimage.2013.05.041 http://doi.org/10.1016/j.neuroimage.2013.05.041 . .
W van Hecke , , , J Sijbers , , , S de Backer , , , 等 . . On the construction of a ground truth framework for evaluating voxel-based diffusion tensor MRI analysis methods . . NeuroImage , , 2009 . . 46 ( ( 3 ): ): 692 - - 707 . . DOI: 10.1016/j.neuroimage.2009.02.032 http://doi.org/10.1016/j.neuroimage.2009.02.032 . .
Y Wen , , , BS Peterson , , , DR Xu . . A highly accurate, optical flow-based algorithm for nonlinear spatial normalization of diffusion tensor images . . Int Joint Conf on Neural Networks , , 2013 . . p.1 - - 8 . . DOI: 10.1109/IJCNN.2013.6706989 http://doi.org/10.1109/IJCNN.2013.6706989 . .
DR Xu . . A Study of Analogical Generation of Image in Designing, in Computer Science . . PhD Thesis, Zhejiang University, Hangzhou, China , , 1995 . . p. 120 . .
DR Xu . . Automated analogical design of newspaper page layout . . Chin J Comput , , 1998 . . 21 ( ( 12 ): ): 1066 - - 1073 . . DOI: 10.3321/j.issn:0254-4164.1998.12.002 http://doi.org/10.3321/j.issn:0254-4164.1998.12.002 . .
DR Xu , , , YH Pan . . Generation-oriented analogy reasoning . . Sci China , , 1995 . . 38 ( ( 9 ): ): 150 - - 167 . . . .
DR Xu , , , S Mori , , , DG Shen , , , 等 . . Spatial normalization of diffusion tensor fields . . Magn Reson Med , , 2003 . . 50 ( ( 1 ): ): 175 - - 182 . . DOI: 10.1002/mrm.10489 http://doi.org/10.1002/mrm.10489 . .
DR Xu , , , XJ Hao , , , R Bansal , , , 等 . . Seamless warping of diffusion tensor fields . . IEEE Trans Med Imag , , 2008 . . 27 ( ( 3 ): ): 285 - - 299 . . DOI: 10.1109/TMI.2007.901428 http://doi.org/10.1109/TMI.2007.901428 . .
JC Zhuang , , , J Hrabe , , , A Kangarlu , , , 等 . . Correction of eddy-current distortions in diffusion tensor images using the known directions and strengths of diffusion gradients . . J Magn Reson Imag , , 2006 . . 24 ( ( 5 ): ): 1188 - - 1193 . . DOI: 10.1002/jmri.20727 http://doi.org/10.1002/jmri.20727 . .
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