메뉴 건너뛰기




Volumn 58, Issue 23, 2013, Pages 8535-8553

Robust 3D-2D image registration: Application to spine interventions and vertebral labeling in the presence of anatomical deformation

Author keywords

[No Author keywords available]

Indexed keywords

3D-2D IMAGE REGISTRATIONS; COVARIANCE MATRIX ADAPTATION EVOLUTION STRATEGIES; INTERVENTIONAL RADIOLOGY; NORMALIZED GRADIENT; ORDERS-OF-MAGNITUDE; PROJECTION DISTANCE; REGISTRATION ACCURACY; TARGET LOCALIZATION;

EID: 84888580227     PISSN: 00319155     EISSN: 13616560     Source Type: Journal    
DOI: 10.1088/0031-9155/58/23/8535     Document Type: Article
Times cited : (83)

References (59)
  • 1
  • 3
    • 0016557674 scopus 로고
    • Multidimensional binary search trees used for associative searching
    • 10.1145/361002.361007 0001-0782
    • Bentley J L 1975 Multidimensional binary search trees used for associative searching Commun. ACM 18 509-17
    • (1975) Commun. ACM , vol.18 , pp. 509-517
    • Bentley, J.L.1
  • 6
    • 68149160229 scopus 로고    scopus 로고
    • Stochastic rank correlation: A robust merit function for 2D/3D registration of image data obtained at different energies
    • 10.1118/1.3157111 0094-2405
    • Birkfellner W, Stock M, Figl M, Gendrin C, Hummel J, Dong S, Kettenbach J, Georg D and Bergmann H 2009 Stochastic rank correlation: a robust merit function for 2D/3D registration of image data obtained at different energies Med. Phys. 36 3420-8
    • (2009) Med. Phys. , vol.36 , pp. 3420-3428
    • Birkfellner, W.1    Stock, M.2    Figl, M.3    Gendrin, C.4    Hummel, J.5    Dong, S.6    Kettenbach, J.7    Georg, D.8    Bergmann, H.9
  • 8
    • 84943555385 scopus 로고
    • Accelerated volume rendering and tomographic reconstruction using texture mapping hardware
    • 10.1145/197938
    • Cabral B, Cam N and Foran J 1994 Accelerated volume rendering and tomographic reconstruction using texture mapping hardware Proceedings of the 1994 Symposium on Volume visualization (Tysons Corner, VA: ACM) pp 91-8
    • (1994) Proceedings of the 1994 Symposium on Volume Visualization , pp. 91-98
    • Cabral, B.1    Cam, N.2    Foran, J.3
  • 10
    • 10444220215 scopus 로고    scopus 로고
    • In vivo determination of normal and anterior cruciate ligament-deficient knee kinematics
    • DOI 10.1016/j.jbiomech.2004.02.042, PII S002192900400082X
    • Dennis D A, Mahfouz M R, Komistek R D and Hoff W 2005 In vivo determination of normal and anterior cruciate ligament-deficient knee kinematics J. Biomech. 38 241-53 (Pubitemid 39642944)
    • (2005) Journal of Biomechanics , vol.38 , Issue.2 , pp. 241-253
    • Dennis, D.A.1    Mahfouz, M.R.2    Komistek, R.D.3    Hoff, W.4
  • 11
    • 33845289448 scopus 로고    scopus 로고
    • Targeted 2D/3D registration using ray normalization and a hybrid optimizer
    • DOI 10.1118/1.2388156, 023612MPH
    • Dey J and Napel S 2006 Targeted 2D/3D registration using ray normalization and a hybrid optimizer Med. Phys. 33 4730-8 (Pubitemid 44868110)
    • (2006) Medical Physics , vol.33 , Issue.12 , pp. 4730-4738
    • Dey, J.1    Napel, S.2
  • 12
    • 84865515448 scopus 로고    scopus 로고
    • GPU accelerated generation of digitally reconstructed radiographs for 2-D/3-D image registration
    • 10.1109/TBME.2012.2207898 0018-9294
    • Dorgham O M, Laycock S D and Fisher M H 2012 GPU accelerated generation of digitally reconstructed radiographs for 2-D/3-D image registration IEEE Trans. Biomed. Eng. 59 2594-603
    • (2012) IEEE Trans. Biomed. Eng. , vol.59 , pp. 2594-2603
    • Dorgham, O.M.1    Laycock, S.D.2    Fisher, M.H.3
  • 13
    • 84878819332 scopus 로고    scopus 로고
    • Fast reconstructed radiographs from octree-compressed volumetric data
    • 10.1007/s11548-012-0783-5
    • Fisher M, Dorgham O and Laycock S 2013 Fast reconstructed radiographs from octree-compressed volumetric data Int. J. Comput. Assist. Radiol. Surg. 8 313-22
    • (2013) Int. J. Comput. Assist. Radiol. Surg. , vol.8 , pp. 313-322
    • Fisher, M.1    Dorgham, O.2    Laycock, S.3
  • 15
    • 84857633383 scopus 로고    scopus 로고
    • Monitoring tumor motion by real time 2D/3D registration during radiotherapy
    • 10.1016/j.radonc.2011.07.031 0167-8140
    • Gendrin C et al 2012 Monitoring tumor motion by real time 2D/3D registration during radiotherapy Radiother. Oncol. 102 274-80
    • (2012) Radiother. Oncol. , vol.102 , pp. 274-280
    • Gendrin, C.1
  • 16
    • 66249114362 scopus 로고    scopus 로고
    • Deformable 2D-3D registration of vascular structures in a one view scenario
    • 10.1109/TMI.2008.2011519 0278-0062
    • Groher M, Zikic D and Navab N 2009 Deformable 2D-3D registration of vascular structures in a one view scenario IEEE Trans. Med. Imaging 28 847-60
    • (2009) IEEE Trans. Med. Imaging , vol.28 , pp. 847-860
    • Groher, M.1    Zikic, D.2    Navab, N.3
  • 20
    • 84883881498 scopus 로고    scopus 로고
    • Automatic multimodal 2D/3D breast image registration using biomechanical FEM models and intensity-based optimization
    • 10.1016/j.media.2012.10.003
    • Hopp T, Dietzel M, Baltzer P A, Kreisel P, Kaiser W A, Gemmeke H and Ruiter N V 2012 Automatic multimodal 2D/3D breast image registration using biomechanical FEM models and intensity-based optimization Med. Image Anal. 17 209-18
    • (2012) Med. Image Anal. , vol.17 , pp. 209-218
    • Hopp, T.1    Dietzel, M.2    Baltzer, P.A.3    Kreisel, P.4    Kaiser, W.A.5    Gemmeke, H.6    Ruiter, N.V.7
  • 21
    • 0036425968 scopus 로고    scopus 로고
    • Improved optimization for the robust and accurate linear registration and motion correction of brain images
    • DOI 10.1016/S1053-8119(02)91132-8
    • Jenkinson M, Bannister P, Brady M and Smith S 2002 Improved optimization for the robust and accurate linear registration and motion correction of brain images Neuroimage 17 825-41 (Pubitemid 35317016)
    • (2002) NeuroImage , vol.17 , Issue.2 , pp. 825-841
    • Jenkinson, M.1    Bannister, P.2    Brady, M.3    Smith, S.4
  • 22
    • 84884617325 scopus 로고    scopus 로고
    • 2D-3D frequency registration using a low-dose radiographic system for knee motion estimation
    • 10.1109/TBME.2012.2188526 0018-9294
    • Jerbi T, Burdin V, Leboucher J, Stindel E and Roux C 2012 2D-3D frequency registration using a low-dose radiographic system for knee motion estimation IEEE Trans. Biomed. Eng. 60 813-20
    • (2012) IEEE Trans. Biomed. Eng. , vol.60 , pp. 813-820
    • Jerbi, T.1    Burdin, V.2    Leboucher, J.3    Stindel, E.4    Roux, C.5
  • 23
    • 33750253980 scopus 로고    scopus 로고
    • The dispersion metric and the CMA evolution strategy
    • GECCO 2006 - Genetic and Evolutionary Computation Conference
    • Lunacek M and Whitley D 2006 The dispersion metric and the CMA evolution strategy Proc. 8th Annu. Conf. on Genetic and Evolutionary Computation (Seattle, DC: ACM) pp 477-84 (Pubitemid 44611361)
    • (2006) GECCO 2006 - Genetic and Evolutionary Computation Conference , vol.1 , pp. 477-484
    • Lunacek, M.1    Whitley, D.2
  • 25
    • 0344012667 scopus 로고    scopus 로고
    • A robust method for registration of three-dimensional knee implant models to two-dimensional fluoroscopy images
    • 10.1109/TMI.2003.820027 0278-0062
    • Mahfouz M R, Hoff W A, Komistek R D and Dennis D A 2003 A robust method for registration of three-dimensional knee implant models to two-dimensional fluoroscopy images IEEE Trans. Med. Imaging 22 1561-74
    • (2003) IEEE Trans. Med. Imaging , vol.22 , pp. 1561-1574
    • Mahfouz, M.R.1    Hoff, W.A.2    Komistek, R.D.3    Dennis, D.A.4
  • 26
    • 84857628623 scopus 로고    scopus 로고
    • A review of 3D/2D registration methods for image-guided interventions
    • 10.1016/j.media.2010.03.005
    • Markelj P, Tomazevic D, Likar B and Pernus F 2012 A review of 3D/2D registration methods for image-guided interventions Med. Image Anal. 16 642-61
    • (2012) Med. Image Anal. , vol.16 , pp. 642-661
    • Markelj, P.1    Tomazevic, D.2    Likar, B.3    Pernus, F.4
  • 27
    • 23844503941 scopus 로고    scopus 로고
    • A comparison of a similarity-based and a feature-based 2-D-3-D registration method for neurointerventional use
    • DOI 10.1109/TMI.2005.852067
    • Mclaughlin R A, Hipwell J, Hawkes D J, Noble J A, Byrne J V and Cox T C 2005 A comparison of a similarity-based and a feature-based 2-D-3-D registration method for neurointerventional use IEEE Trans. Med. Imaging 24 1058-66 (Pubitemid 41178505)
    • (2005) IEEE Transactions on Medical Imaging , vol.24 , Issue.8 , pp. 1058-1066
    • McLaughlin, R.A.1    Hipwell, J.2    Hawkes, D.J.3    Noble, J.A.4    Byrne, J.V.5    Cox, T.C.6
  • 28
    • 84881460852 scopus 로고    scopus 로고
    • 3D-2D registration of cerebral angiograms: A method and evaluation on clinical images
    • 10.1109/TMI.2013.2259844 0278-0062
    • Mitrovic U, Spiclin Z, Likar B and Pernus F 2013 3D-2D registration of cerebral angiograms: a method and evaluation on clinical images IEEE Trans. Med. Imaging 32 1550-63
    • (2013) IEEE Trans. Med. Imaging , vol.32 , pp. 1550-1563
    • Mitrovic, U.1    Spiclin, Z.2    Likar, B.3    Pernus, F.4
  • 30
    • 70349678712 scopus 로고    scopus 로고
    • 2D-3D registration for prostate radiation therapy based on a statistical model of transmission images
    • 10.1118/1.3213531 0094-2405
    • Munbodh R, Tagare H D, Chen Z, Jaffray D A, Moseley D J, Knisely J P and Duncan J S 2009 2D-3D registration for prostate radiation therapy based on a statistical model of transmission images Med. Phys. 36 4555-68
    • (2009) Med. Phys. , vol.36 , pp. 4555-4568
    • Munbodh, R.1    Tagare, H.D.2    Chen, Z.3    Jaffray, D.A.4    Moseley, D.J.5    Knisely, J.P.6    Duncan, J.S.7
  • 31
    • 84947795740 scopus 로고    scopus 로고
    • 3D Reconstruction from Projection Matrices in a C-Arm Based 3D-Angiography System
    • Medical Image Computing and Computer-Assisted Intervention - MICCAI'98
    • Navab N, Bani-Hashemi A, Nadar M S, Wiesent K, Durlak P, Brunner T, Barth K and Graumann R 1998 3D reconstruction from projection matrices in a C-arm based 3D-angiography system MICCAI'98: Medical Image Computing and Computer-Assisted Interventation ed W Wells, A Colchester and S Delp (Berlin: Springer) pp 119-29 (Pubitemid 128152708)
    • (1998) Lecture Notes in Computer Science , Issue.1496 , pp. 119-129
    • Navab, N.1    Bani-Hashemi, A.2    Nadar, M.S.3    Wiesent, K.4    Durlak, P.5    Brunner, T.6    Barth, K.7    Graumann, R.8
  • 32
    • 0000238336 scopus 로고
    • A simplex method for function minimization
    • 10.1093/comjnl/7.4.308 0010-4620
    • Nelder J A and Mead R 1965 A simplex method for function minimization Comput. J. 7 308-13
    • (1965) Comput. J. , vol.7 , pp. 308-313
    • Nelder, J.A.1    Mead, R.2
  • 33
    • 84859771725 scopus 로고    scopus 로고
    • Intraoperative image-based multiview 2D/3D registration for image-guided orthopaedic surgery: Incorporation of fiducial-based C-arm tracking and GPU-acceleration
    • 10.1109/TMI.2011.2176555 0278-0062
    • Otake Y, Armand M, Armiger R S, Kutzer M D, Basafa E, Kazanzides P and Taylor R H 2012a Intraoperative image-based multiview 2D/3D registration for image-guided orthopaedic surgery: incorporation of fiducial-based C-arm tracking and GPU-acceleration IEEE Trans. Med. Imaging 31 948-62
    • (2012) IEEE Trans. Med. Imaging , vol.31 , pp. 948-962
    • Otake, Y.1    Armand, M.2    Armiger, R.S.3    Kutzer, M.D.4    Basafa, E.5    Kazanzides, P.6    Taylor, R.H.7
  • 35
    • 84865097361 scopus 로고    scopus 로고
    • Automatic localization of vertebral levels in x-ray fluoroscopy using 3D-2D registration: A tool to reduce wrong-site surgery
    • 10.1088/0031-9155/57/17/5485 0031-9155 5485
    • Otake Y, Schafer S, Stayman J W, Zbijewski W, Kleinszig G, Graumann R, Khanna A J and Siewerdsen J H 2012c Automatic localization of vertebral levels in x-ray fluoroscopy using 3D-2D registration: a tool to reduce wrong-site surgery Phys. Med. Biol. 57 5485-508
    • (2012) Phys. Med. Biol. , vol.57 , Issue.17 , pp. 5485-5508
    • Otake, Y.1    Schafer, S.2    Stayman, J.W.3    Zbijewski, W.4    Kleinszig, G.5    Graumann, R.6    Khanna, A.J.7    Siewerdsen, J.H.8
  • 38
    • 79959580999 scopus 로고    scopus 로고
    • An image-guided surgery system to aid endovascular treatment of complex aortic aneurysms: Description and initial clinical experience
    • 10.1007/978-3-642-21504-9
    • Penney G, Varnavas A, Dastur N and Carrell T 2011 An image-guided surgery system to aid endovascular treatment of complex aortic aneurysms: description and initial clinical experience Information Processing in Computer-Assisted Interventions ed R Taylor and G-Z Yang (Berlin: Springer) pp 13-24
    • (2011) Information Processing in Computer-Assisted Interventions , pp. 13-24
    • Penney, G.1    Varnavas, A.2    Dastur, N.3    Carrell, T.4    Taylor, R.5    Yang, G.-Z.6
  • 40
    • 0034238080 scopus 로고    scopus 로고
    • Image registration by maximization of combined mutual information and gradient information
    • DOI 10.1109/42.876307
    • Pluim J P, Maintz J B and Viergever M A 2000 Image registration by maximization of combined mutual information and gradient information IEEE Trans. Med. Imaging 19 809-14 (Pubitemid 32031207)
    • (2000) IEEE Transactions on Medical Imaging , vol.19 , Issue.8 , pp. 809-814
    • Pluim, J.P.W.1    Maintz, J.B.A.2    Viergever, M.A.3
  • 41
    • 0001008029 scopus 로고
    • An efficient method for finding the minimum of a function of several variables without calculating derivatives
    • 10.1093/comjnl/7.2.155 0010-4620
    • Powell M J D 1964 An efficient method for finding the minimum of a function of several variables without calculating derivatives Comput. J. 7 155-62
    • (1964) Comput. J. , vol.7 , pp. 155-162
    • Powell, M.J.D.1
  • 42
    • 50249163804 scopus 로고    scopus 로고
    • Non-rigid 2D-3D registration based on support vector regression estimated similarity metric
    • 10.1007/978-3-540-79982-5
    • Qi W, Gu L and Xu J 2008 Non-rigid 2D-3D registration based on support vector regression estimated similarity metric Medical Imaging and Augmented Reality ed T Dohi, I Sakuma and H Liao (Berlin: Springer) pp 339-48
    • (2008) Medical Imaging and Augmented Reality , pp. 339-348
    • Qi, W.1    Gu, L.2    Xu, J.3    Dohi, T.4    Sakuma, I.5    Liao, H.6
  • 43
    • 0023420912 scopus 로고
    • Stochastic global optimization methods. Part I: Clustering methods
    • Rinnooy Kan A H G and Timmer G T 1987 Stochastic global optimization methods part I: clustering methods Math. Program. 39 27-56 (Pubitemid 18550735)
    • (1987) Mathematical Programming , vol.39 , Issue.1 , pp. 27-56
    • Rinnooy Kan, A.H.G.1    Timmer, G.T.2
  • 44
    • 84864618118 scopus 로고    scopus 로고
    • Nonrigid 2D/3D registration of coronary artery models with live fluoroscopy for guidance of cardiac interventions
    • 10.1109/TMI.2012.2195009 0278-0062
    • Rivest-Henault D, Sundar H and Cheriet M 2012 Nonrigid 2D/3D registration of coronary artery models with live fluoroscopy for guidance of cardiac interventions IEEE Trans. Med. Imaging 31 1557-72
    • (2012) IEEE Trans. Med. Imaging , vol.31 , pp. 1557-1572
    • Rivest-Henault, D.1    Sundar, H.2    Cheriet, M.3
  • 45
    • 10744219620 scopus 로고    scopus 로고
    • Point similarity measures for non-rigid registration of multi-modal data
    • 10.1016/S1077-3142(03)00116-4
    • Rogelj P, Stanislav K and James C G 2003 Point similarity measures for non-rigid registration of multi-modal data Comput. Vis. Image Und. 92 112-40
    • (2003) Comput. Vis. Image Und. , vol.92 , pp. 112-140
    • Rogelj, P.1    Stanislav, K.2    James, C.G.3
  • 47
    • 27744471166 scopus 로고    scopus 로고
    • Fast generation of digitally reconstructed radiographs using attenuation fields with application to 2D-3D image registration
    • DOI 10.1109/TMI.2005.856749
    • Russakoff D B, Rohlfing T, Mori K, Rueckert D, Ho A, Adler J R Jr and Maurer C R Jr 2005 Fast generation of digitally reconstructed radiographs using attenuation fields with application to 2D-3D image registration IEEE Trans. Med. Imaging 24 1441-54 (Pubitemid 41619221)
    • (2005) IEEE Transactions on Medical Imaging , vol.24 , Issue.11 , pp. 1441-1454
    • Russakoff, D.B.1    Rohlfing, T.2    Mori, K.3    Rueckert, D.4    Ho, A.5    Adler Jr., J.R.6    Maurer Jr., C.R.7
  • 48
    • 84858160942 scopus 로고    scopus 로고
    • High-performance GPU-based rendering for real-time, rigid 2D/3D-image registration and motion prediction in radiation oncology
    • 10.1016/j.zemedi.2011.06.002 0939-3889
    • Spoerk J et al 2012 High-performance GPU-based rendering for real-time, rigid 2D/3D-image registration and motion prediction in radiation oncology Z. Med. Phys. 22 13-20
    • (2012) Z. Med. Phys. , vol.22 , pp. 13-20
    • Spoerk, J.1
  • 50
    • 82855169836 scopus 로고    scopus 로고
    • Problem definitions and evaluation criteria for the CEC 2005 special session on real-parameter optimization
    • Suganthan P N, Hansen N, Liang J J, Deb K, Chen Y, Auger A and Tiwari S 2005 Problem definitions and evaluation criteria for the CEC 2005 special session on real-parameter optimization KanGAL Report (Kanpur: Indian Institute of Technology)
    • (2005) KanGAL Report
    • Suganthan, P.N.1    Hansen, N.2    Liang, J.J.3    Deb, K.4    Chen, Y.5    Auger, A.6    Tiwari, S.7
  • 51
    • 23044457296 scopus 로고    scopus 로고
    • "Gold standard" data for evaluation and comparison of 3D/2D registration methods
    • DOI 10.1080/10929080500097687
    • Tomazevic D, Likar B and Pernus F 2004 'Gold standard' data for evaluation and comparison of 3D/2D registration methods Comput. Aided Surg. 9 137-44 (Pubitemid 41071508)
    • (2004) Computer Aided Surgery , vol.9 , Issue.4 , pp. 137-144
    • Tomazevic, D.1    Likar, B.2    Pernus, F.3
  • 52
    • 84864669784 scopus 로고    scopus 로고
    • Fast DRR generation for 2D to 3D registration on GPUs
    • 10.1118/1.4736827 0094-2405
    • Tornai G J, Cserey G and Pappas I 2012 Fast DRR generation for 2D to 3D registration on GPUs Med. Phys. 39 4795-9
    • (2012) Med. Phys. , vol.39 , pp. 4795-4799
    • Tornai, G.J.1    Cserey, G.2    Pappas, I.3
  • 53
    • 33645015229 scopus 로고    scopus 로고
    • 2D-3D registration of coronary angiograms for cardiac procedure planning and guidance
    • 10.1118/1.2123350 0094-2405
    • Turgeon G A, Lehmann G, Guiraudon G, Drangova M, Holdsworth D and Peters T 2005 2D-3D registration of coronary angiograms for cardiac procedure planning and guidance Med. Phys. 32 3737-49
    • (2005) Med. Phys. , vol.32 , pp. 3737-3749
    • Turgeon, G.A.1    Lehmann, G.2    Guiraudon, G.3    Drangova, M.4    Holdsworth, D.5    Peters, T.6
  • 55
    • 84873291158 scopus 로고    scopus 로고
    • Increasing the automation of a 2D-3D registration system
    • 10.1109/TMI.2012.2227337 0278-0062
    • Varnavas A, Carrell T and Penney G 2013 Increasing the automation of a 2D-3D registration system IEEE Trans. Med. Imaging 32 387-99
    • (2013) IEEE Trans. Med. Imaging , vol.32 , pp. 387-399
    • Varnavas, A.1    Carrell, T.2    Penney, G.3
  • 56
    • 84875684286 scopus 로고    scopus 로고
    • A method of 2D/3D registration of a statistical mouse atlas with a planar x-ray projection and an optical photo
    • 10.1016/j.media.2013.02.009
    • Wang H, Stout D B and Chatziioannou A F 2013 A method of 2D/3D registration of a statistical mouse atlas with a planar x-ray projection and an optical photo Med. Image Anal. 17 401-16
    • (2013) Med. Image Anal. , vol.17 , pp. 401-416
    • Wang, H.1    Stout, D.B.2    Chatziioannou, A.F.3
  • 57
    • 84873320930 scopus 로고    scopus 로고
    • Automatic inference and measurement of 3D carpal bone kinematics from single view fluoroscopic sequences
    • 10.1109/TMI.2012.2226740 0278-0062
    • Xin C, Graham J, Hutchinson C and Muir L 2013 Automatic inference and measurement of 3D carpal bone kinematics from single view fluoroscopic sequences IEEE Trans. Med. Imaging 32 317-28
    • (2013) IEEE Trans. Med. Imaging , vol.32 , pp. 317-328
    • Xin, C.1    Graham, J.2    Hutchinson, C.3    Muir, L.4
  • 58
    • 80855128890 scopus 로고    scopus 로고
    • Improving accuracy of XRII image distortion correction using a new hybrid image processing method: Performance assessment
    • 10.1118/1.3644846 0094-2405
    • Yan S, Nie S and Zheng B 2011 Improving accuracy of XRII image distortion correction using a new hybrid image processing method: performance assessment Med. Phys. 38 5921-32
    • (2011) Med. Phys. , vol.38 , pp. 5921-5932
    • Yan, S.1    Nie, S.2    Zheng, B.3
  • 59
    • 84867224786 scopus 로고    scopus 로고
    • The accuracy and repeatability of an automatic 2D-3D fluoroscopic image-model registration technique for determining shoulder joint kinematics
    • 10.1016/j.medengphy.2011.12.021 1350-4533
    • Zhu Z, Massimini D F, Wang G, Warner J J and Li G 2012 The accuracy and repeatability of an automatic 2D-3D fluoroscopic image-model registration technique for determining shoulder joint kinematics Med. Eng. Phys. 34 1303-9
    • (2012) Med. Eng. Phys. , vol.34 , pp. 1303-1309
    • Zhu, Z.1    Massimini, D.F.2    Wang, G.3    Warner, J.J.4    Li, G.5


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.