메뉴 건너뛰기




Volumn 34, Issue 6, 2015, Pages 1294-1305

Multi-Center MRI Carotid Plaque Component Segmentation Using Feature Normalization and Transfer Learning

Author keywords

Atherosclerosis; carotid; classification; magnetic resonance imaging (MRI); segmentation; transfer learning

Indexed keywords

BIOMINERALIZATION; CLASSIFICATION (OF INFORMATION); IMAGE SEGMENTATION; LEARNING ALGORITHMS; MAGNETIC LEVITATION VEHICLES; SUPERVISED LEARNING; TISSUE;

EID: 84939458303     PISSN: 02780062     EISSN: 1558254X     Source Type: Journal    
DOI: 10.1109/TMI.2014.2384733     Document Type: Article
Times cited : (28)

References (44)
  • 1
    • 84872091789 scopus 로고    scopus 로고
    • Heart disease and stroke statistics-2013 update: A report from the American Heart Association
    • A. S. Go et al., "Heart disease and stroke statistics-2013 update: A report from the American Heart Association," Circulation, vol. 127, no. 1, pp. e6-e245, 2013.
    • (2013) Circulation , vol.127 , Issue.1 , pp. e6-e245
    • Go, A.S.1
  • 2
    • 0032735072 scopus 로고    scopus 로고
    • Ischemic stroke subtypes: A population-based study of incidence and risk factors
    • G. W. Petty et al., "Ischemic stroke subtypes: A population-based study of incidence and risk factors," Stroke, vol. 30, no. 12, pp. 2513-2516, 1999.
    • (1999) Stroke , vol.30 , Issue.12 , pp. 2513-2516
    • Petty, G.W.1
  • 3
    • 80053974064 scopus 로고    scopus 로고
    • Symptomatic and asymptomatic carotid artery plaque
    • M. M. Mughal et al., "Symptomatic and asymptomatic carotid artery plaque," Exp. Rev. Cardiovasc. Ther., vol. 9, no. 10, pp. 1315-1330, 2011.
    • (2011) Exp. Rev. Cardiovasc. Ther. , vol.9 , Issue.10 , pp. 1315-1330
    • Mughal, M.M.1
  • 4
    • 0141885294 scopus 로고    scopus 로고
    • From vulnerable plaque to vulnerable patient: A call for new definitions and risk assessment strategies: Part i
    • M. Naghavi et al., "From vulnerable plaque to vulnerable patient: A call for new definitions and risk assessment strategies: Part I," Circulation, vol. 108, no. 14, pp. 1664-1672, 2003.
    • (2003) Circulation , vol.108 , Issue.14 , pp. 1664-1672
    • Naghavi, M.1
  • 5
    • 84883800812 scopus 로고    scopus 로고
    • Meta-analysis and systematic review of the predictive value of carotid plaque hemorrhage on cerebrovascular events by magnetic resonance imaging
    • T. Saam et al., "Meta-analysis and systematic review of the predictive value of carotid plaque hemorrhage on cerebrovascular events by magnetic resonance imaging," J. Am. Coll. Cardiol., vol. 62, no. 12, pp. 1081-1091, 2013.
    • (2013) J. Am. Coll. Cardiol. , vol.62 , Issue.12 , pp. 1081-1091
    • Saam, T.1
  • 6
    • 77949914720 scopus 로고    scopus 로고
    • Systematic review on the association between calcification in carotid plaques and clinical ischemic symptoms
    • R. M. Kwee, "Systematic review on the association between calcification in carotid plaques and clinical ischemic symptoms," J. Vasc. Surg., vol. 51, no. 4, pp. 1015-1025, 2010.
    • (2010) J. Vasc. Surg. , vol.51 , Issue.4 , pp. 1015-1025
    • Kwee, R.M.1
  • 7
    • 79961221349 scopus 로고    scopus 로고
    • 2011 ASA/ACCF/AHA/AANN/AANS/ACR/ ASNR/CNS/SAIP/SCAI/SIR/SNIS/SVM/SVS guideline on the management of patients with extracranial carotid and vertebral artery disease: Executive summary
    • T. G. Brott et al., "2011 ASA/ACCF/AHA/AANN/AANS/ACR/ ASNR/CNS/SAIP/SCAI/SIR/SNIS/SVM/SVS guideline on the management of patients with extracranial carotid and vertebral artery disease: Executive summary," Stroke, vol. 42, no. 8, pp. e420-e463, 2011.
    • (2011) Stroke , vol.42 , Issue.8 , pp. e420-e463
    • Brott, T.G.1
  • 8
    • 84860361217 scopus 로고    scopus 로고
    • Comparison of the five 2011 guidelines for the treatment of carotid stenosis
    • K. I. Paraskevas, D. P. Mikhailidis, and F. J. Veith, "Comparison of the five 2011 guidelines for the treatment of carotid stenosis," J. Vasc. Surg., vol. 55, no. 5, pp. 1504-1508, 2012.
    • (2012) J. Vasc. Surg. , vol.55 , Issue.5 , pp. 1504-1508
    • Paraskevas, K.I.1    Mikhailidis, D.P.2    Veith, F.J.3
  • 9
    • 79951587253 scopus 로고    scopus 로고
    • Assessing the role of circulating, genetic, and imaging biomarkers in cardiovascular risk prediction
    • T. J. Wang, "Assessing the role of circulating, genetic, and imaging biomarkers in cardiovascular risk prediction," Circulation, vol. 123, no. 5, pp. 551-565, 2011.
    • (2011) Circulation , vol.123 , Issue.5 , pp. 551-565
    • Wang, T.J.1
  • 10
    • 80052517877 scopus 로고    scopus 로고
    • Updated society for vascular surgery guidelines for management of extracranial carotid disease
    • J. J. Ricotta et al., "Updated society for vascular surgery guidelines for management of extracranial carotid disease," J. Vasc. Surg., vol. 54, no. 3, pp. e1-e31, 2011.
    • (2011) J. Vasc. Surg. , vol.54 , Issue.3 , pp. e1-e31
    • Ricotta, J.J.1
  • 11
    • 84884681603 scopus 로고    scopus 로고
    • MR imaging of the arterial vessel wall: Molecular imaging from bench to bedside
    • M. R. Makowski and R. M. Botnar, "MR imaging of the arterial vessel wall: Molecular imaging from bench to bedside," Radiology, vol. 269, no. 1, pp. 34-51, 2013.
    • (2013) Radiology , vol.269 , Issue.1 , pp. 34-51
    • Makowski, M.R.1    Botnar, R.M.2
  • 12
    • 39749198156 scopus 로고    scopus 로고
    • Imaging of atherosclerotic cardiovascular disease
    • J. Sanz and Z. A. Fayad, "Imaging of atherosclerotic cardiovascular disease," Nature, vol. 451, no. 7181, pp. 953-957, 2008.
    • (2008) Nature , vol.451 , Issue.7181 , pp. 953-957
    • Sanz, J.1    Fayad, Z.A.2
  • 13
    • 0034730116 scopus 로고    scopus 로고
    • Visualization of fibrous cap thickness and rupture in human atherosclerotic carotid plaque in vivo with high-resolution magnetic resonance imaging
    • T. S. Hatsukami, R. Ross, N. L. Polissar, and C. Yuan, "Visualization of fibrous cap thickness and rupture in human atherosclerotic carotid plaque in vivo with high-resolution magnetic resonance imaging," Circulation, vol. 102, no. 9, pp. 959-964, 2000.
    • (2000) Circulation , vol.102 , Issue.9 , pp. 959-964
    • Hatsukami, T.S.1    Ross, R.2    Polissar, N.L.3    Yuan, C.4
  • 14
    • 11144233333 scopus 로고    scopus 로고
    • Quantitative evaluation of carotid plaque composition by in vivo MRI
    • T. Saam et al., "Quantitative evaluation of carotid plaque composition by in vivo MRI," Arterioscler. Thromb. Vasc. Biol., vol. 25, no. 1, pp. 234-239, 2005.
    • (2005) Arterioscler. Thromb. Vasc. Biol. , vol.25 , Issue.1 , pp. 234-239
    • Saam, T.1
  • 15
    • 0035940373 scopus 로고    scopus 로고
    • In vivo accuracy of multispectral magnetic resonance imaging for identifying lipid-rich necrotic cores and intraplaque hemorrhage in advanced human carotid plaques
    • C. Yuan et al., "In vivo accuracy of multispectral magnetic resonance imaging for identifying lipid-rich necrotic cores and intraplaque hemorrhage in advanced human carotid plaques," Circulation, vol. 104, no. 17, pp. 2051-2056, 2001.
    • (2001) Circulation , vol.104 , Issue.17 , pp. 2051-2056
    • Yuan, C.1
  • 16
    • 33645075207 scopus 로고    scopus 로고
    • Association between carotid plaque characteristics and subsequent ischemic cerebrovascular events: A prospective assessment with MRI - Initial results
    • N. Takaya et al., "Association between carotid plaque characteristics and subsequent ischemic cerebrovascular events: A prospective assessment with MRI - Initial results," Stroke, vol. 37, no. 3, pp. 818-823, 2006.
    • (2006) Stroke , vol.37 , Issue.3 , pp. 818-823
    • Takaya, N.1
  • 17
    • 84888297754 scopus 로고    scopus 로고
    • Carotid plaque MRI and stroke risk: A systematic review and meta-analysis
    • A. Gupta et al., "Carotid plaque MRI and stroke risk: A systematic review and meta-analysis," Stroke, vol. 44, no. 11, pp. 3071-3077, 2013.
    • (2013) Stroke , vol.44 , Issue.11 , pp. 3071-3077
    • Gupta, A.1
  • 18
    • 33644790879 scopus 로고    scopus 로고
    • Automated in vivo segmentation of carotid plaque MRI with morphology-enhanced probability maps
    • F. Liu et al., "Automated in vivo segmentation of carotid plaque MRI with morphology-enhanced probability maps," Magn. Reson. Med., vol. 55, no. 3, pp. 659-668, 2006.
    • (2006) Magn. Reson. Med. , vol.55 , Issue.3 , pp. 659-668
    • Liu, F.1
  • 19
    • 33645780372 scopus 로고    scopus 로고
    • Quantification of atherosclerotic plaque components using in vivo MRI and supervised classifiers
    • J. M. A. Hofman et al., "Quantification of atherosclerotic plaque components using in vivo MRI and supervised classifiers," Magn. Reson. Med., vol. 55, no. 4, pp. 790-799, 2006.
    • (2006) Magn. Reson. Med. , vol.55 , Issue.4 , pp. 790-799
    • Hofman, J.M.A.1
  • 20
    • 84866423443 scopus 로고    scopus 로고
    • Automated versus manual in vivo segmentation of carotid plaque MRI
    • R. van't Klooster et al., "Automated versus manual in vivo segmentation of carotid plaque MRI," Am. J. Neuroradiol., vol. 33, no. 8, pp. 1621-1627, 2012.
    • (2012) Am. J. Neuroradiol. , vol.33 , Issue.8 , pp. 1621-1627
    • Van'T Klooster, R.1
  • 21
    • 84899716344 scopus 로고    scopus 로고
    • Atherosclerotic plaque component segmentation in combined carotid MRI and CTA data incorporating class label uncertaintyy
    • A. van Engelen et al., "Atherosclerotic plaque component segmentation in combined carotid MRI and CTA data incorporating class label uncertaintyy," PLOS One, 2014.
    • (2014) PLOS One
    • Van Engelen, A.1
  • 22
    • 7044243737 scopus 로고    scopus 로고
    • Sequence-independent segmentation of magnetic resonance images
    • B. Fischl et al., "Sequence-independent segmentation of magnetic resonance images," Neuroimage, vol. 23, pp. S69-S84, 2004.
    • (2004) Neuroimage , vol.23 , pp. S69-S84
    • Fischl, B.1
  • 23
    • 0033624997 scopus 로고    scopus 로고
    • New variants of a method of MRI scale standardization
    • Feb
    • L. G. Nyul, J. K. Udupa, and X. Zhang, "New variants of a method of MRI scale standardization," IEEE Trans. Med. Imag., vol. 19, no. 2, pp. 143-150, Feb. 2000.
    • (2000) IEEE Trans. Med. Imag. , vol.19 , Issue.2 , pp. 143-150
    • Nyul, L.G.1    Udupa, J.K.2    Zhang, X.3
  • 24
    • 69549135240 scopus 로고    scopus 로고
    • Intensity standardization simplifies brain MR image segmentation
    • Y. Zhuge and J. Udupa, "Intensity standardization simplifies brain MR image segmentation," Comput. Vis. Image Understand., vol. 113, no. 10, pp. 1095-1103, 2009.
    • (2009) Comput. Vis. Image Understand. , vol.113 , Issue.10 , pp. 1095-1103
    • Zhuge, Y.1    Udupa, J.2
  • 25
    • 84898543815 scopus 로고    scopus 로고
    • Cross-device automated prostate cancer localization with multiparametric MRI
    • Dec
    • Y. Artan, A. Oto, and I. Yetik, "Cross-device automated prostate cancer localization with multiparametric MRI," IEEE Trans. Image Process., vol. 22, no. 12, pp. 5385-5394, Dec. 2013.
    • (2013) IEEE Trans. Image Process. , vol.22 , Issue.12 , pp. 5385-5394
    • Artan, Y.1    Oto, A.2    Yetik, I.3
  • 27
    • 84878389609 scopus 로고    scopus 로고
    • Normalization of CT scans reconstructed with different kernels to reduce variability in emphysema measurements
    • L. G. Estrella, B. van Ginneken, and E. M. van Rikxoort, "Normalization of CT scans reconstructed with different kernels to reduce variability in emphysema measurements," in Proc. SPIEMed. Imag., 2013, vol. 8670.
    • (2013) Proc. SPIEMed. Imag. , vol.8670
    • Estrella, L.G.1    Van Ginneken, B.2    Van Rikxoort, E.M.3
  • 28
    • 77956031473 scopus 로고    scopus 로고
    • A survey on transfer learning
    • Oct
    • S. J. Pan and Q. Yang, "A survey on transfer learning," IEEE Trans. Knowledge Data Eng., vol. 22, no. 10, pp. 1345-1359, Oct. 2010.
    • (2010) IEEE Trans. Knowledge Data Eng. , vol.22 , Issue.10 , pp. 1345-1359
    • Pan, S.J.1    Yang, Q.2
  • 29
    • 14344266561 scopus 로고    scopus 로고
    • Improving SVM accuracy by training on auxiliary data sources
    • P. Wu and T. Dietterich, "Improving SVM accuracy by training on auxiliary data sources," in Proc. 21st Int. Conf.Mach. Learn., 2004, p. 110.
    • (2004) Proc. 21st Int. Conf.Mach. Learn. , pp. 110
    • Wu, P.1    Dietterich, T.2
  • 30
    • 85026967784 scopus 로고    scopus 로고
    • Transfer learning by sharing support vectors School Comput. Commun. Sci. Swiss Fed. Inst. Technol.
    • V. Ablavsky, C. Becker, and P. Fua, Transfer learning by sharing support vectors School Comput. Commun. Sci. Swiss Fed. Inst. Technol., Lausanne (EPFL), Tech. Rep., 2010.
    • (2010) Lausanne (EPFL), Tech. Rep.
    • Ablavsky, V.1    Becker, C.2    Fua, P.3
  • 32
    • 83455211771 scopus 로고    scopus 로고
    • Multi-feature-based plaque characterization in ex vivo MRI trained by registration to 3D histology
    • 1
    • A. van Engelen et al., "Multi-feature-based plaque characterization in ex vivo MRI trained by registration to 3D histology," Phys. Med. Biol., vol. 57, no. 1, pp. 241-256, 2012, 1.
    • (2012) Phys. Med. Biol. , vol.57 , Issue.1 , pp. 241-256
    • Van Engelen, A.1
  • 33
    • 77953171016 scopus 로고    scopus 로고
    • N4ITK: Improved N3 bias correction
    • Jun
    • N. Tustison et al., "N4ITK: Improved N3 bias correction," IEEE Trans. Med. Imag., vol. 29, no. 6, pp. 1310-1320, Jun. 2010.
    • (2010) IEEE Trans. Med. Imag. , vol.29 , Issue.6 , pp. 1310-1320
    • Tustison, N.1
  • 36
    • 84904692123 scopus 로고    scopus 로고
    • PARISK (Plaque at RISK): Prospective multicenter study to improve diagnosis of high risk carotid plaques
    • M. T. B. Truijman et al., "PARISK (Plaque At RISK): Prospective multicenter study to improve diagnosis of high risk carotid plaques," Int. J. Stroke, vol. 9, pp. 747-754, 2013.
    • (2013) Int. J. Stroke , vol.9 , pp. 747-754
    • Truijman, M.T.B.1
  • 37
    • 36349021920 scopus 로고    scopus 로고
    • Magnetic resonance imaging of carotid atherosclerosis: Plaque analysis
    • W. Kerwin et al., "Magnetic resonance imaging of carotid atherosclerosis: Plaque analysis," Topics Magn. Reson. Imag., vol. 18, no. 5, pp. 371-378, 2007.
    • (2007) Topics Magn. Reson. Imag. , vol.18 , Issue.5 , pp. 371-378
    • Kerwin, W.1
  • 38
    • 44449153568 scopus 로고    scopus 로고
    • Comparison of single-sequence T1w TFE MRI with multisequence MRI for the quantification of lipid-rich necrotic core in atherosclerotic plaque
    • V. C. Cappendijk et al., "Comparison of single-sequence T1w TFE MRI with multisequence MRI for the quantification of lipid-rich necrotic core in atherosclerotic plaque," J. Magn. Reson. Imag. vol. 27, no. 6, pp. 1347-1355, 2008.
    • (2008) J. Magn. Reson. Imag , vol.27 , Issue.6 , pp. 1347-1355
    • Cappendijk, V.C.1
  • 39
    • 33644877105 scopus 로고    scopus 로고
    • In vivo quantitative measurement of intact fibrous cap and lipid-rich necrotic core size in atherosclerotic carotid plaque: Comparison of high-resolution, contrast-enhanced magnetic resonance imaging and histology
    • J. Cai et al., "In vivo quantitative measurement of intact fibrous cap and lipid-rich necrotic core size in atherosclerotic carotid plaque: Comparison of high-resolution, contrast-enhanced magnetic resonance imaging and histology," Circulation, vol. 112, no. 22, pp. 3437-3444, 2005.
    • (2005) Circulation , vol.112 , Issue.22 , pp. 3437-3444
    • Cai, J.1
  • 40
    • 70349243762 scopus 로고    scopus 로고
    • Reproducibility of fibrous cap status assessment of carotid artery plaques by contrast-enhanced MRI
    • R. M. Kwee et al., "Reproducibility of fibrous cap status assessment of carotid artery plaques by contrast-enhanced MRI," Stroke, vol. 40, no. 9, pp. 3017-3021, 2009.
    • (2009) Stroke , vol.40 , Issue.9 , pp. 3017-3021
    • Kwee, R.M.1
  • 41
    • 84905540016 scopus 로고    scopus 로고
    • Automated registration of multispectral MR vessel wall images of the carotid artery
    • R. van't Klooster et al., "Automated registration of multispectral MR vessel wall images of the carotid artery," Med. Phys., vol. 40, no. 12, p. 121904, 2013.
    • (2013) Med. Phys. , vol.40 , Issue.12 , pp. 121904
    • Van'T Klooster, R.1
  • 43
    • 36348954406 scopus 로고    scopus 로고
    • Aortic plaque imaging and monitoring atherosclerotic plaque interventions
    • M. Yukihiko and Z. A. Fayad, "Aortic plaque imaging and monitoring atherosclerotic plaque interventions," Topics Magn. Reson. Imag., vol. 18, no. 25, pp. 349-355, 2007.
    • (2007) Topics Magn. Reson. Imag. , vol.18 , Issue.25 , pp. 349-355
    • Yukihiko, M.1    Fayad, Z.A.2
  • 44
    • 84897116555 scopus 로고    scopus 로고
    • Wall morphology, blood flow and wall shear stress: MR findings in patients with peripheral artery disease
    • M. S. Galizia et al., "Wall morphology, blood flow and wall shear stress: MR findings in patients with peripheral artery disease," Eur. Radiol., pp. 1-7, 2013.
    • (2013) Eur. Radiol. , pp. 1-7
    • Galizia, M.S.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.