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Volumn 34, Issue 5, 2010, Pages 404-413

Computer-aided detection of multiple sclerosis lesions in brain magnetic resonance images: False positive reduction scheme consisted of rule-based, level set method, and support vector machine

Author keywords

Computerized method; Detection of multiple sclerosis; False positive reduction scheme; Level set method; Rule based method; Support vector machine

Indexed keywords

COMPUTERIZED METHODS; FALSE-POSITIVE REDUCTION; LEVEL SET METHOD; MULTIPLE SCLEROSIS; RULE-BASED METHOD;

EID: 77953023533     PISSN: 08956111     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.compmedimag.2010.02.001     Document Type: Article
Times cited : (59)

References (41)
  • 3
    • 0034193963 scopus 로고    scopus 로고
    • Serial magnetic resonance imaging in multiple sclerosis: correlation with attacks, disability, and disease stage
    • Weiner H.L., Guttmann C.R., Khoury S.J., Orav E.J., Hohol M.J., Kikinis R., et al. Serial magnetic resonance imaging in multiple sclerosis: correlation with attacks, disability, and disease stage. J Neuroimmunol 2000, 104:164-173.
    • (2000) J Neuroimmunol , vol.104 , pp. 164-173
    • Weiner, H.L.1    Guttmann, C.R.2    Khoury, S.J.3    Orav, E.J.4    Hohol, M.J.5    Kikinis, R.6
  • 4
    • 0041326772 scopus 로고    scopus 로고
    • Three-dimensional analysis of the geometry of individual multiple sclerosis lesions: detection of shape changes over time using spherical harmonics
    • Goldberg-Zimring D., Achiron A., Guttmann C.R.G., Azhari H. Three-dimensional analysis of the geometry of individual multiple sclerosis lesions: detection of shape changes over time using spherical harmonics. J Magn Reson Imaging 2003, 18:291-301.
    • (2003) J Magn Reson Imaging , vol.18 , pp. 291-301
    • Goldberg-Zimring, D.1    Achiron, A.2    Guttmann, C.R.G.3    Azhari, H.4
  • 5
    • 0026505152 scopus 로고
    • Multiple sclerosis: the impact of MR imaging
    • Wallace C.J., Seland T.P., Fong T.C. Multiple sclerosis: the impact of MR imaging. Am J Roentgenol 1992, 158:849-857.
    • (1992) Am J Roentgenol , vol.158 , pp. 849-857
    • Wallace, C.J.1    Seland, T.P.2    Fong, T.C.3
  • 6
    • 0026457634 scopus 로고
    • Serial cranial and spinal cord magnetic resonance imaging in multiple sclerosis
    • Wiebe S., Lee D.H., Karlik S.J., Hopkins M., Vandervoort M.K., Wong C.J., et al. Serial cranial and spinal cord magnetic resonance imaging in multiple sclerosis. Ann Neurol 1992, 32:643-650.
    • (1992) Ann Neurol , vol.32 , pp. 643-650
    • Wiebe, S.1    Lee, D.H.2    Karlik, S.J.3    Hopkins, M.4    Vandervoort, M.K.5    Wong, C.J.6
  • 7
    • 0028252244 scopus 로고
    • Magnetic resonance imaging in multiple sclerosis: a review
    • Truyen L. Magnetic resonance imaging in multiple sclerosis: a review. Acta Neurol Belg 1994, 94:98-102.
    • (1994) Acta Neurol Belg , vol.94 , pp. 98-102
    • Truyen, L.1
  • 8
    • 0033546636 scopus 로고    scopus 로고
    • The contribution of magnetic resonance imaging to the diagnosis of multiple sclerosis
    • Fazekas F., Barkhof F., Filippi M., Grossman R.I., Li D.K.B., McDonald W.I., et al. The contribution of magnetic resonance imaging to the diagnosis of multiple sclerosis. Neurol 1999, 53:448-456.
    • (1999) Neurol , vol.53 , pp. 448-456
    • Fazekas, F.1    Barkhof, F.2    Filippi, M.3    Grossman, R.I.4    Li, D.K.B.5    McDonald, W.I.6
  • 9
    • 28544436950 scopus 로고    scopus 로고
    • Diagnostic criteria for multiple sclerosis: 2005 revisions to the " McDonald Criteria"
    • Polman C.H., Reingold S.C., Edan G., Filippi M., Hartung H., Kappos L., et al. Diagnostic criteria for multiple sclerosis: 2005 revisions to the " McDonald Criteria" Ann Neurol 2005, 58:840-846.
    • (2005) Ann Neurol , vol.58 , pp. 840-846
    • Polman, C.H.1    Reingold, S.C.2    Edan, G.3    Filippi, M.4    Hartung, H.5    Kappos, L.6
  • 11
    • 0032231335 scopus 로고    scopus 로고
    • Perspectives on multiple sclerosis
    • Grossman R.I., McGowan J.C. Perspectives on multiple sclerosis. Am J Neuroradiol 1998, 19:1251-1265.
    • (1998) Am J Neuroradiol , vol.19 , pp. 1251-1265
    • Grossman, R.I.1    McGowan, J.C.2
  • 12
    • 0033661483 scopus 로고    scopus 로고
    • Automated segmentation and measurement of global white matter lesion volume in patients with multiple sclerosis
    • Alfano B., Brunetti A., Larobina M., Quarantelli M., Tedeschi E., Ciarmiello A., et al. Automated segmentation and measurement of global white matter lesion volume in patients with multiple sclerosis. J Magn Reson Imaging 2000, 12:799-807.
    • (2000) J Magn Reson Imaging , vol.12 , pp. 799-807
    • Alfano, B.1    Brunetti, A.2    Larobina, M.3    Quarantelli, M.4    Tedeschi, E.5    Ciarmiello, A.6
  • 13
    • 0033973476 scopus 로고    scopus 로고
    • Automated segmentation of multiple sclerosis lesions in multispectral MR imaging using fuzzy clustering
    • Boudraa A.O., Dehak S.M.R., Zhu Y.M., Pachai C., Bao Y.G., Grimaud J. Automated segmentation of multiple sclerosis lesions in multispectral MR imaging using fuzzy clustering. Comput Biol Med 2000, 30:23-40.
    • (2000) Comput Biol Med , vol.30 , pp. 23-40
    • Boudraa, A.O.1    Dehak, S.M.R.2    Zhu, Y.M.3    Pachai, C.4    Bao, Y.G.5    Grimaud, J.6
  • 15
    • 0036826508 scopus 로고    scopus 로고
    • Automatic " Pipeline" analysis of 3-D MRI data for clinical trials: application to multiple sclerosis
    • Zijdenbos A.P., Forghani R., Evans A.C. Automatic " Pipeline" analysis of 3-D MRI data for clinical trials: application to multiple sclerosis. IEEE Trans Med Imaging 2002, 21:1280-1291.
    • (2002) IEEE Trans Med Imaging , vol.21 , pp. 1280-1291
    • Zijdenbos, A.P.1    Forghani, R.2    Evans, A.C.3
  • 16
    • 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
    • Khayati R., Vafadust M., Towhidkhah F., Nabavi S.M. Fully automatic segmentation of multiple sclerosis lesions in brain MR FLAIR images using adaptive mixtures method and Markov random field model. Comput Biol Med 2008, 38:379-390.
    • (2008) Comput Biol Med , vol.38 , pp. 379-390
    • Khayati, R.1    Vafadust, M.2    Towhidkhah, F.3    Nabavi, S.M.4
  • 17
    • 37549014476 scopus 로고    scopus 로고
    • A novel method for automatic determination of different stages of multiple sclerosis lesions in brain MR FLAIR images
    • Khayati R., Vafadust M., Towhidkhah F., Nabavi S.M. A novel method for automatic determination of different stages of multiple sclerosis lesions in brain MR FLAIR images. Comput Med Imaging Graph 2008, 32:124-133.
    • (2008) Comput Med Imaging Graph , vol.32 , pp. 124-133
    • Khayati, R.1    Vafadust, M.2    Towhidkhah, F.3    Nabavi, S.M.4
  • 18
    • 0034955141 scopus 로고    scopus 로고
    • Recommendation diagnostic criteria for multiple sclerosis: guidelines from the international panel on the diagnosis of multiple sclerosis
    • McDonald W.I., Compston A., Edan G., Goodkin D., Hartung H., Lublin F.D., et al. Recommendation diagnostic criteria for multiple sclerosis: guidelines from the international panel on the diagnosis of multiple sclerosis. Ann Neurol 2001, 50:121-127.
    • (2001) Ann Neurol , vol.50 , pp. 121-127
    • McDonald, W.I.1    Compston, A.2    Edan, G.3    Goodkin, D.4    Hartung, H.5    Lublin, F.D.6
  • 19
    • 33646046810 scopus 로고    scopus 로고
    • EFNS guidelines on the use of neuroimaging in the management of multiple sclerosis
    • Filippi M., Rocca M.A., Arnold D.L., Bakshi R., Barkhof F., Stefano N.De, et al. EFNS guidelines on the use of neuroimaging in the management of multiple sclerosis. Eur J Neurol 2006, 13:313-325.
    • (2006) Eur J Neurol , vol.13 , pp. 313-325
    • Filippi, M.1    Rocca, M.A.2    Arnold, D.L.3    Bakshi, R.4    Barkhof, F.5    Stefano, N.D.6
  • 20
    • 33645732865 scopus 로고    scopus 로고
    • Standardized MR imaging protocol for multiple sclerosis: consortium of MS centers consensus guidelines
    • Simon J.H., Li D., Traboulsee A., Coyle P.K., Arnold D.L., Barkhof F., et al. Standardized MR imaging protocol for multiple sclerosis: consortium of MS centers consensus guidelines. Am J Neuroradiol 2006, 27:455-461.
    • (2006) Am J Neuroradiol , vol.27 , pp. 455-461
    • Simon, J.H.1    Li, D.2    Traboulsee, A.3    Coyle, P.K.4    Arnold, D.L.5    Barkhof, F.6
  • 21
    • 33644886329 scopus 로고    scopus 로고
    • FLAIR imaging for multiple sclerosis: a comparative MR study at 1.5 and 3.0Tesla
    • Bachmann R., Reilmann R., Schwindt W., Kugel H., Heindel W., Krämer S. FLAIR imaging for multiple sclerosis: a comparative MR study at 1.5 and 3.0Tesla. Eur Radiol 2006, 16:915-921.
    • (2006) Eur Radiol , vol.16 , pp. 915-921
    • Bachmann, R.1    Reilmann, R.2    Schwindt, W.3    Kugel, H.4    Heindel, W.5    Krämer, S.6
  • 22
    • 34548207185 scopus 로고    scopus 로고
    • 3D MRI in multiple sclerosis: a study of three sequences at 3T
    • Mills R.J., Young C.A., Smith E.T.S. 3D MRI in multiple sclerosis: a study of three sequences at 3T. Br J Radiol 2007, 80:307-320.
    • (2007) Br J Radiol , vol.80 , pp. 307-320
    • Mills, R.J.1    Young, C.A.2    Smith, E.T.S.3
  • 23
    • 33746913066 scopus 로고    scopus 로고
    • Higher sensitivity in the detection of inflammatory brain lesions in patients with clinically isolated syndromes suggestive of multiple sclerosis using high field MRI: an intraindividual comparison of 1.5T with 3.0T
    • Wattjes M.P., Lutterbey G.G., Harzheim M., Gieseke J., Träber F., Klotz L., et al. Higher sensitivity in the detection of inflammatory brain lesions in patients with clinically isolated syndromes suggestive of multiple sclerosis using high field MRI: an intraindividual comparison of 1.5T with 3.0T. Eur Radiol 2006, 16:2067-2073.
    • (2006) Eur Radiol , vol.16 , pp. 2067-2073
    • Wattjes, M.P.1    Lutterbey, G.G.2    Harzheim, M.3    Gieseke, J.4    Träber, F.5    Klotz, L.6
  • 24
    • 0018306059 scopus 로고
    • A threshold selection method from gray level histograms
    • Otsu N. A threshold selection method from gray level histograms. IEEE Trans Syst Man Cybern SMC 1979, 9:62-66.
    • (1979) IEEE Trans Syst Man Cybern SMC , vol.9 , pp. 62-66
    • Otsu, N.1
  • 25
    • 2542474244 scopus 로고    scopus 로고
    • Computerized scheme for automated detection of lung nodules in low-dose computer tomography images for lung cancer screening
    • Arimura H., Katsuragawa S., Suzuki K., Li F., Shiraishi J., Sone S., et al. Computerized scheme for automated detection of lung nodules in low-dose computer tomography images for lung cancer screening. Acad Radiol 2004, 11:617-629.
    • (2004) Acad Radiol , vol.11 , pp. 617-629
    • Arimura, H.1    Katsuragawa, S.2    Suzuki, K.3    Li, F.4    Shiraishi, J.5    Sone, S.6
  • 26
    • 46649089923 scopus 로고    scopus 로고
    • Computerized-aided detection of ischemic lesions related to subcortical vascular dementia on magnetic resonance images
    • Yamashita Y., Arimura H., Tsuchiya K. Computerized-aided detection of ischemic lesions related to subcortical vascular dementia on magnetic resonance images. Acad Radiol 2008, 15:978-985.
    • (2008) Acad Radiol , vol.15 , pp. 978-985
    • Yamashita, Y.1    Arimura, H.2    Tsuchiya, K.3
  • 27
    • 33845567879 scopus 로고    scopus 로고
    • A fully automated method for lung nodule detection from postero-anterior chest radiographs
    • Campadelli P., Casiraghi E., Artioli D. A fully automated method for lung nodule detection from postero-anterior chest radiographs. IEEE Trans Med Imaging 2006, 25:1588-1603.
    • (2006) IEEE Trans Med Imaging , vol.25 , pp. 1588-1603
    • Campadelli, P.1    Casiraghi, E.2    Artioli, D.3
  • 28
    • 0033569406 scopus 로고    scopus 로고
    • Molecular classification of cancer: class discovery and class prediction by gene expression monitoring
    • Golub T.R., Slonim D.K., Tamayo P., Huard C., Gaasenbeek M., Mesirov J.P., et al. Molecular classification of cancer: class discovery and class prediction by gene expression monitoring. Science 1999, 286:531-537.
    • (1999) Science , vol.286 , pp. 531-537
    • Golub, T.R.1    Slonim, D.K.2    Tamayo, P.3    Huard, C.4    Gaasenbeek, M.5    Mesirov, J.P.6
  • 30
    • 38949121645 scopus 로고    scopus 로고
    • Automated method for identification of patients with Alzheimer's disease based on three-dimensional MR images
    • Arimura H., Yoshiura T., Kumazawa S., Tanaka K., Koga H., Mihara F., et al. Automated method for identification of patients with Alzheimer's disease based on three-dimensional MR images. Acad Radiol 2008, 15:274-284.
    • (2008) Acad Radiol , vol.15 , pp. 274-284
    • Arimura, H.1    Yoshiura, T.2    Kumazawa, S.3    Tanaka, K.4    Koga, H.5    Mihara, F.6
  • 33
    • 77953028238 scopus 로고    scopus 로고
    • Joachims T, SVNlight. Cornell University.
    • Joachims T, SVNlight. Cornell University. http://svmlight.joachims.org/.
  • 34
    • 16544388607 scopus 로고    scopus 로고
    • Quantification of afferent vessels shows reduced brain vascular density in subjects with leukoaraiosis
    • Moody D.M., Thore C.R., Anstrom J.A., Challa V.R., Langefeld C.D., Brown W.R. Quantification of afferent vessels shows reduced brain vascular density in subjects with leukoaraiosis. Radiology 2004, 233:883-890.
    • (2004) Radiology , vol.233 , pp. 883-890
    • Moody, D.M.1    Thore, C.R.2    Anstrom, J.A.3    Challa, V.R.4    Langefeld, C.D.5    Brown, W.R.6
  • 35
    • 33748463827 scopus 로고    scopus 로고
    • Age, hypertension, and lacunar stroke are the major determination of the severity of age-related white matter changes
    • Basile A.N., Pantoni L., Pracucci G., Asplund K., Chabriat H., Erkijuntti T., et al. Age, hypertension, and lacunar stroke are the major determination of the severity of age-related white matter changes. Cerebrovasc Dis 2006, 21:315-322.
    • (2006) Cerebrovasc Dis , vol.21 , pp. 315-322
    • Basile, A.N.1    Pantoni, L.2    Pracucci, G.3    Asplund, K.4    Chabriat, H.5    Erkijuntti, T.6
  • 37
    • 0029835630 scopus 로고    scopus 로고
    • Adult cerebrovascular disease: role of modified rapid fluid-attenuated inversion-recovery sequences
    • Alexander J.A., Sheppard S., Davis P.C., Salverda P. Adult cerebrovascular disease: role of modified rapid fluid-attenuated inversion-recovery sequences. Am J Neuroradiol 1996, 17:1507-1513.
    • (1996) Am J Neuroradiol , vol.17 , pp. 1507-1513
    • Alexander, J.A.1    Sheppard, S.2    Davis, P.C.3    Salverda, P.4
  • 38
    • 0032865250 scopus 로고    scopus 로고
    • Brain lesions: when should fluid-attenuated inversion recovery sequences be used in MR valuation?
    • Okuda T., Korogi Y., Shigematsu Y., Sugahara T., Hirai T., Ikushima I., et al. Brain lesions: when should fluid-attenuated inversion recovery sequences be used in MR valuation?. Radiology 1999, 212:793-798.
    • (1999) Radiology , vol.212 , pp. 793-798
    • Okuda, T.1    Korogi, Y.2    Shigematsu, Y.3    Sugahara, T.4    Hirai, T.5    Ikushima, I.6
  • 39
    • 20744442122 scopus 로고    scopus 로고
    • Intracortical lesions in multiple sclerosis: improved detection with 3D double inversion-recovery MR imaging
    • Geurts J.J.G., Pouwels P.J.W., Uitdehaag B.M.J., Polman C.H., Barkhof F., Castelijns J.A. Intracortical lesions in multiple sclerosis: improved detection with 3D double inversion-recovery MR imaging. Radiology 2005, 236:254-260.
    • (2005) Radiology , vol.236 , pp. 254-260
    • Geurts, J.J.G.1    Pouwels, P.J.W.2    Uitdehaag, B.M.J.3    Polman, C.H.4    Barkhof, F.5    Castelijns, J.A.6
  • 40
    • 33645789322 scopus 로고    scopus 로고
    • Detection of lesions in multiple sclerosis by 2D FLAIR and single-slab 3D FLAIR sequences at 3.0T: initial results
    • Bink A., Schmitt M., Gaa J., Mugler J.P., Lanfermann H., Zanella F.E. Detection of lesions in multiple sclerosis by 2D FLAIR and single-slab 3D FLAIR sequences at 3.0T: initial results. Eur Radiol 2006, 16:1104-1110.
    • (2006) Eur Radiol , vol.16 , pp. 1104-1110
    • Bink, A.1    Schmitt, M.2    Gaa, J.3    Mugler, J.P.4    Lanfermann, H.5    Zanella, F.E.6


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