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Volumn 322, Issue 1-2, 2012, Pages 211-216

Multispectral MRI segmentation of age related white matter changes using a cascade of support vector machines

Author keywords

MRI; Multispectral image processing; SVM; Tissue segmentation; White matter changes

Indexed keywords

ALGORITHM; ALZHEIMER DISEASE; ARTICLE; CONTROLLED STUDY; DIFFUSE LEWY BODY DISEASE; HUMAN; IMAGE ANALYSIS; IMAGE PROCESSING; LEARNING; MAJOR CLINICAL STUDY; NEUROIMAGING; NUCLEAR MAGNETIC RESONANCE IMAGING; PARKINSON DISEASE; PRIORITY JOURNAL; RECEIVER OPERATING CHARACTERISTIC; SENSITIVITY AND SPECIFICITY; SUPPORT VECTOR MACHINE; WHITE MATTER;

EID: 84867573985     PISSN: 0022510X     EISSN: 18785883     Source Type: Journal    
DOI: 10.1016/j.jns.2012.07.064     Document Type: Article
Times cited : (37)

References (28)
  • 1
    • 0028108104 scopus 로고
    • Cerebral white matter lesions, vascular risk factors, and cognitive function in a population-based study
    • M.M. Breteler, J.C. Van Swieten, M.L. Bots, D.E. Grobbee, J.J. Claus, and J.H. Van Den Hout Cerebral white matter lesions, vascular risk factors, and cognitive function in a population-based study Neurology 44 7 1994 1246 1252
    • (1994) Neurology , vol.44 , Issue.7 , pp. 1246-1252
    • Breteler, M.M.1    Van Swieten, J.C.2    Bots, M.L.3    Grobbee, D.E.4    Claus, J.J.5    Van Den Hout, J.H.6
  • 2
    • 29144517404 scopus 로고    scopus 로고
    • Regional variability in the prevalence of cerebral white matter lesions: An MRI study in 9 European countries (CASCADE)
    • L.J. Launer, K. Berger, M.M. Breteler, C. Dufouil, R. Fuhrer, and S. Giampaoli Regional variability in the prevalence of cerebral white matter lesions: an MRI study in 9 European countries (CASCADE) Neuroepidemiology 26 1 2006 23 29
    • (2006) Neuroepidemiology , vol.26 , Issue.1 , pp. 23-29
    • Launer, L.J.1    Berger, K.2    Breteler, M.M.3    Dufouil, C.4    Fuhrer, R.5    Giampaoli, S.6
  • 3
    • 77955360281 scopus 로고    scopus 로고
    • The clinical importance of white matter hyperintensities on brain magnetic resonance imaging: Systematic review and meta-analysis
    • S. Debette, and H.S. Markus The clinical importance of white matter hyperintensities on brain magnetic resonance imaging: systematic review and meta-analysis BMJ 341 2010
    • (2010) BMJ , vol.341
    • Debette, S.1    Markus, H.S.2
  • 5
    • 0034986196 scopus 로고    scopus 로고
    • A new rating scale for age-related white matter changes applicable to MRI and CT
    • L.O. Wahlund, F. Barkhof, F. Fazekas, L. Bronge, M. Augustin, and M. Sjögren A new rating scale for age-related white matter changes applicable to MRI and CT Stroke 32 6 2001 1318 1322
    • (2001) Stroke , vol.32 , Issue.6 , pp. 1318-1322
    • Wahlund, L.O.1    Barkhof, F.2    Fazekas, F.3    Bronge, L.4    Augustin, M.5    Sjögren, M.6
  • 7
    • 33645068478 scopus 로고    scopus 로고
    • Impact of white matter hyperintensities scoring method on correlations with clinical data
    • E. van Straaten, F. Fazekas, E. Rostrup, P. Scheltens, R. Schmidt, and L. Pantoni Impact of white matter hyperintensities scoring method on correlations with clinical data Stroke 37 3 2006 836 840
    • (2006) Stroke , vol.37 , Issue.3 , pp. 836-840
    • Van Straaten, E.1    Fazekas, F.2    Rostrup, E.3    Scheltens, P.4    Schmidt, R.5    Pantoni, L.6
  • 9
    • 0035012588 scopus 로고    scopus 로고
    • Increased differentiation of intracranial white matter lesions by multispectral 3D-tissue segmentation: Preliminary results
    • F.B. Mohamed, S. Vinitski, C.F. Gonzalez, S.H. Faro, F.A. Lublin, and R. Knobler Increased differentiation of intracranial white matter lesions by multispectral 3D-tissue segmentation: preliminary results Magn Reson Imaging 19 2 2001 207 218
    • (2001) Magn Reson Imaging , vol.19 , Issue.2 , pp. 207-218
    • Mohamed, F.B.1    Vinitski, S.2    Gonzalez, C.F.3    Faro, S.H.4    Lublin, F.A.5    Knobler, R.6
  • 10
    • 33748062327 scopus 로고    scopus 로고
    • Automated segmentation of multiple sclerosis lesion subtypes with multichannel MRI
    • Y. Wu, S.K. Warfield, I.L. Tan, W.M. Wells III, D.S. Meier, and R.A. van Schijndel Automated segmentation of multiple sclerosis lesion subtypes with multichannel MRI Neuroimage 32 3 2006 1205 1215
    • (2006) Neuroimage , vol.32 , Issue.3 , pp. 1205-1215
    • Wu, Y.1    Warfield, S.K.2    Tan, I.L.3    Wells Iii, W.M.4    Meier, D.S.5    Van Schijndel, R.A.6
  • 11
    • 0030126711 scopus 로고    scopus 로고
    • Segmentation of multiple sclerosis lesions in intensity corrected multispectral MRI
    • B. Johnston, M.S. Atkins, B. Mackiewich, and M. Anderson Segmentation of multiple sclerosis lesions in intensity corrected multispectral MRI Med Imaging 15 2 1996 154 169
    • (1996) Med Imaging , vol.15 , Issue.2 , pp. 154-169
    • Johnston, B.1    Atkins, M.S.2    MacKiewich, B.3    Anderson, M.4
  • 12
    • 39549119121 scopus 로고    scopus 로고
    • Fully automatic segmentation of multiple sclerosis lesions in brain MR FLAIR images using adaptive mixtures method and Markov random field model
    • R. Khayati, M. Vafadust, F. Towhidkhah, and M. Nabavi Fully automatic segmentation of multiple sclerosis lesions in brain MR FLAIR images using adaptive mixtures method and Markov random field model Comput Biol Med 38 3 2008 379 390
    • (2008) Comput Biol Med , vol.38 , Issue.3 , pp. 379-390
    • Khayati, R.1    Vafadust, M.2    Towhidkhah, F.3    Nabavi, M.4
  • 13
    • 0035413307 scopus 로고    scopus 로고
    • Automated segmentation of multiple sclerosis lesions by model outlier detection
    • K. Van Leemput, F. Maes, D. Vandermeulen, A. Colchester, and P. Suetens Automated segmentation of multiple sclerosis lesions by model outlier detection Med Imaging 20 8 2001 677 688
    • (2001) Med Imaging , vol.20 , Issue.8 , pp. 677-688
    • Van Leemput, K.1    Maes, F.2    Vandermeulen, D.3    Colchester, A.4    Suetens, P.5
  • 15
    • 39049098162 scopus 로고    scopus 로고
    • Computer-assisted segmentation of white matter lesions in 3D MR images using support vector machine
    • Z. Lao, D. Shen, D. Liu, A.F. Jawad, E.R. Melhem, and L.J. Launer Computer-assisted segmentation of white matter lesions in 3D MR images using support vector machine Acad Radiol 15 3 2008 300 313
    • (2008) Acad Radiol , vol.15 , Issue.3 , pp. 300-313
    • Lao, Z.1    Shen, D.2    Liu, D.3    Jawad, A.F.4    Melhem, E.R.5    Launer, L.J.6
  • 16
    • 33846925673 scopus 로고    scopus 로고
    • Adaboost and support vector machines for white matter lesion segmentation in MR images
    • A. Quddus, P. Fieguth, and O. Basir Adaboost and support vector machines for white matter lesion segmentation in MR images IEEE-EMBS 2005 2005 463 466
    • (2005) IEEE-EMBS 2005 , pp. 463-466
    • Quddus, A.1    Fieguth, P.2    Basir, O.3
  • 17
    • 77958071837 scopus 로고    scopus 로고
    • CSF amyloid-β and tau proteins, and cognitive performance, in early and untreated Parkinson's disease: The Norwegian ParkWest study
    • G. Alves, K. Bronnick, D. Aarsland, K. Blennow, H. Zetterberg, and C. Ballard CSF amyloid-β and tau proteins, and cognitive performance, in early and untreated Parkinson's disease: the Norwegian ParkWest study J Neurol Neurosurg Psychiatry 81 10 2010 1080 1086
    • (2010) J Neurol Neurosurg Psychiatry , vol.81 , Issue.10 , pp. 1080-1086
    • Alves, G.1    Bronnick, K.2    Aarsland, D.3    Blennow, K.4    Zetterberg, H.5    Ballard, C.6
  • 19
    • 16644393255 scopus 로고    scopus 로고
    • A volumetric study of MRI signal hyperintensities in late-life depression
    • M. Firbank, A. Lloyd, N. Ferrier, and J. O'Brien A volumetric study of MRI signal hyperintensities in late-life depression Am J Geriatr Psychiatry 12 6 2004 606 612
    • (2004) Am J Geriatr Psychiatry , vol.12 , Issue.6 , pp. 606-612
    • Firbank, M.1    Lloyd, A.2    Ferrier, N.3    O'Brien, J.4
  • 20
    • 0035384136 scopus 로고    scopus 로고
    • A global optimisation method for robust affine registration of brain images
    • M. Jenkinson, and S. Smith A global optimisation method for robust affine registration of brain images Med Image Anal 5 2 2001 143 156
    • (2001) Med Image Anal , vol.5 , Issue.2 , pp. 143-156
    • Jenkinson, M.1    Smith, S.2
  • 21
    • 0036828879 scopus 로고    scopus 로고
    • Fast robust automated brain extraction
    • S.M. Smith Fast robust automated brain extraction Hum Brain Mapp 17 3 2002 143 155
    • (2002) Hum Brain Mapp , vol.17 , Issue.3 , pp. 143-155
    • Smith, S.M.1
  • 22
    • 0031987382 scopus 로고    scopus 로고
    • A nonparametric method for automatic correction of intensity nonuniformity in MRI data
    • J.G. Sled, A.P. Zijdenbos, and A.C. Evans A nonparametric method for automatic correction of intensity nonuniformity in MRI data Med Imaging 17 1 1998 87 97
    • (1998) Med Imaging , vol.17 , Issue.1 , pp. 87-97
    • Sled, J.G.1    Zijdenbos, A.P.2    Evans, A.C.3
  • 23
  • 24
    • 25444522689 scopus 로고    scopus 로고
    • Fast kernel classifiers with online and active learning
    • A. Bordes, S. Ertekin, J. Weston, and L. Bottou Fast kernel classifiers with online and active learning JMLR 6 2005 1579 1619
    • (2005) JMLR , vol.6 , pp. 1579-1619
    • Bordes, A.1    Ertekin, S.2    Weston, J.3    Bottou, L.4
  • 27
    • 79958722332 scopus 로고    scopus 로고
    • A comparison of different automated methods for the detection of white matter lesions in MRI data
    • S. Klöppel, A. Abdulkadir, S. Hadjidemetriou, S. Issleib, L. Frings, and T. Thanh A comparison of different automated methods for the detection of white matter lesions in MRI data Neuroimage 57 2 2011 416 422
    • (2011) Neuroimage , vol.57 , Issue.2 , pp. 416-422
    • Klöppel, S.1    Abdulkadir, A.2    Hadjidemetriou, S.3    Issleib, S.4    Frings, L.5    Thanh, T.6
  • 28
    • 17644439083 scopus 로고    scopus 로고
    • Automated detection and characterization of multiple sclerosis lesions in brain MR images
    • D. Goldberg-Zimring, A. Achiron, S. Miron, M. Faibel, and H. Azhari Automated detection and characterization of multiple sclerosis lesions in brain MR images Magn Reson Imaging 16 3 1998 311 318
    • (1998) Magn Reson Imaging , vol.16 , Issue.3 , pp. 311-318
    • Goldberg-Zimring, D.1    Achiron, A.2    Miron, S.3    Faibel, M.4    Azhari, H.5


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.