메뉴 건너뛰기




Volumn 53, Issue 9, 2005, Pages 3488-3502

Joint detection-estimation of brain activity in functional MRI: A multichannel deconvolution solution

Author keywords

Bayesian analysis; Detection estimation; Event related fMRI; Gibbs sampling; HRF modeling; Semi blind deconvolution

Indexed keywords

BLIND SOURCE SEPARATION; BRAIN; COMPUTER SIMULATION; ESTIMATION; MATHEMATICAL MODELS; OPTIMIZATION; SIGNAL TO NOISE RATIO;

EID: 27644451565     PISSN: 1053587X     EISSN: None     Source Type: Journal    
DOI: 10.1109/TSP.2005.853303     Document Type: Article
Times cited : (64)

References (56)
  • 1
    • 0025630001 scopus 로고
    • "Brain magnetic resonance imaging with contrast dependent on blood oxygenation"
    • S. Ogawa, T. Lee, A. Kay, and D. Tank, "Brain magnetic resonance imaging with contrast dependent on blood oxygenation," Proc. Nat. Acad. Sci. USA, vol. 87, no. 24, pp. 9868-9872, 1990.
    • (1990) Proc. Nat. Acad. Sci. USA , vol.87 , Issue.24 , pp. 9868-9872
    • Ogawa, S.1    Lee, T.2    Kay, A.3    Tank, D.4
  • 3
    • 0033855255 scopus 로고    scopus 로고
    • "A multistep unsupervised fuzzy clustering analysis of fMRI time series"
    • M. Fadili, S. Ruan, D. Bloyet, and B. Mazoyer, "A multistep unsupervised fuzzy clustering analysis of fMRI time series," Hum. Brain Mapp., vol. 10, no. 4, pp. 160-178, 2000.
    • (2000) Hum. Brain Mapp. , vol.10 , Issue.4 , pp. 160-178
    • Fadili, M.1    Ruan, S.2    Bloyet, D.3    Mazoyer, B.4
  • 4
    • 0033989016 scopus 로고    scopus 로고
    • "Comparison of two exploratory data analysis methods for fMRI: Fuzzy clustering vs. principal component analysis"
    • R. Baumgartner, L. Ryner, W. Richter, R. Summers, M. Jarmasz, and R. Somorjai, "Comparison of two exploratory data analysis methods for fMRI: Fuzzy clustering vs. principal component analysis," Magn. Reson. Imaging, vol. 18, no. 1, pp. 89-94, 2000.
    • (2000) Magn. Reson. Imaging , vol.18 , Issue.1 , pp. 89-94
    • Baumgartner, R.1    Ryner, L.2    Richter, W.3    Summers, R.4    Jarmasz, M.5    Somorjai, R.6
  • 5
    • 0032986174 scopus 로고    scopus 로고
    • "Principal component analysis of the dynamic response measured by fMRI: A generalized linear systems framework"
    • A. Anderson, D. Grash, and M. Avison, "Principal component analysis of the dynamic response measured by fMRI: A generalized linear systems framework," J. Magn. Reson. Imag., vol. 17, pp. 795-8 15, 1999.
    • (1999) J. Magn. Reson. Imag. , vol.17 , pp. 795-815
    • Anderson, A.1    Grash, D.2    Avison, M.3
  • 6
    • 0033950516 scopus 로고    scopus 로고
    • "Detection of consitently task-related activation in fMRI data with hybrid independent component analysis"
    • M. McKeown, "Detection of consitently task-related activation in fMRI data with hybrid independent component analysis," Neuroimag., vol. 11, pp. 24-35, 2000.
    • (2000) Neuroimag. , vol.11 , pp. 24-35
    • McKeown, M.1
  • 7
    • 0035033714 scopus 로고    scopus 로고
    • "Spatial and temporal independent component analysis of functional MRI data containing a pair of task-related waveforms"
    • V. Calhoun, T. Adali, G. Pearlson, and J. Pekar, "Spatial and temporal independent component analysis of functional MRI data containing a pair of task-related waveforms," Hum. Brain Mapp., vol. 13, pp. 43-53, 2001.
    • (2001) Hum. Brain Mapp. , vol.13 , pp. 43-53
    • Calhoun, V.1    Adali, T.2    Pearlson, G.3    Pekar, J.4
  • 9
    • 0029997609 scopus 로고    scopus 로고
    • "Interactions between electrical activity and cortical microcirculation revealed by imaging spectroscopy: Implications for functional brain mapping"
    • D. Malonek and A. Grinvald, "Interactions between electrical activity and cortical microcirculation revealed by imaging spectroscopy: Implications for functional brain mapping," Science, vol. 272, pp. 551-554, 1996.
    • (1996) Science , vol.272 , pp. 551-554
    • Malonek, D.1    Grinvald, A.2
  • 10
    • 0031809018 scopus 로고    scopus 로고
    • "Dynamics of blood flow and oxygenation changes during brain activation: The balloon model"
    • Jun
    • R. B. Buxton, E. C. Wong, and L. R. Frank, "Dynamics of blood flow and oxygenation changes during brain activation: The balloon model," Magn. Reson. Med., vol. 39, pp. 855-864, Jun. 1998.
    • (1998) Magn. Reson. Med. , vol.39 , pp. 855-864
    • Buxton, R.B.1    Wong, E.C.2    Frank, L.R.3
  • 12
    • 0033778839 scopus 로고    scopus 로고
    • "Nonlinear responses in fMRI: The balloon model, Volterra kernels, and other hemodynamics"
    • K. J. Friston, A. Mechelli, R. Turner, and C. J. Price, "Nonlinear responses in fMRI: the balloon model, Volterra kernels, and other hemodynamics," Neuroimag., vol. 12, pp. 466-477, 2000.
    • (2000) Neuroimag. , vol.12 , pp. 466-477
    • Friston, K.J.1    Mechelli, A.2    Turner, R.3    Price, C.J.4
  • 13
    • 1242316332 scopus 로고    scopus 로고
    • "A state-space model of the hemodynamic approach: Nonlinear filtering of BOLD signal"
    • J. Riera, J. Watanabe, I. Kazuki, M. Naoki, E. Aubert, T. Ozaki, and R. Kawashima, "A state-space model of the hemodynamic approach: Nonlinear filtering of BOLD signal," Neuroimag., vol. 21, pp. 547-567, 2004.
    • (2004) Neuroimag. , vol.21 , pp. 547-567
    • Riera, J.1    Watanabe, J.2    Kazuki, I.3    Naoki, M.4    Aubert, E.5    Ozaki, T.6    Kawashima, R.7
  • 14
    • 0030869349 scopus 로고    scopus 로고
    • "Empirical and substantive models, the Bayesian paradigm, and meta-analysis in functional brain imaging"
    • N. Lange, "Empirical and substantive models, the Bayesian paradigm, and meta-analysis in functional brain imaging," Hum. Brain Mapp., vol. 5, pp. 259-263, 1997.
    • (1997) Hum. Brain Mapp. , vol.5 , pp. 259-263
    • Lange, N.1
  • 15
    • 0030727106 scopus 로고    scopus 로고
    • "Parametric analysis of MRI data using linear systems methods"
    • M. S. Cohen, "Parametric analysis of MRI data using linear systems methods," Neuroimag., vol. 6, pp. 93-103, 1997.
    • (1997) Neuroimag. , vol.6 , pp. 93-103
    • Cohen, M.S.1
  • 16
    • 0031903335 scopus 로고    scopus 로고
    • "Modeling hemodynamic response for analysis of functional MRI time-series"
    • J. C. Rajapakse, F. Kruggel, J. M. Maisog, and D. Von Cramon, "Modeling hemodynamic response for analysis of functional MRI time-series," Hum. Brain Mapp., vol. 6, pp. 283-300, 1998.
    • (1998) Hum. Brain Mapp. , vol.6 , pp. 283-300
    • Rajapakse, J.C.1    Kruggel, F.2    Maisog, J.M.3    Von Cramon, D.4
  • 17
    • 0032776471 scopus 로고    scopus 로고
    • "Deconvolution of impulse response in event-related BOLD fMRI"
    • G. H. Glover, "Deconvolution of impulse response in event-related BOLD fMRI," Neuroimag., vol. 9, pp. 416-429, 1999.
    • (1999) Neuroimag. , vol.9 , pp. 416-429
    • Glover, G.H.1
  • 18
    • 0000417821 scopus 로고    scopus 로고
    • "The variability of humain bold hemodynamic responses"
    • G. K. Aguirre, E. Zarahn, and M. D'Esposito, "The variability of humain bold hemodynamic responses," Neuroimag., vol. 7, p. 574, 1998.
    • (1998) Neuroimag. , vol.7 , pp. 574
    • Aguirre, G.K.1    Zarahn, E.2    D'Esposito, M.3
  • 19
    • 0032005464 scopus 로고    scopus 로고
    • "Functional-anatomic correlates of object priming in humans revealed by rapid presentation event-related fMRI"
    • R. L. Buckner, J. Goodman, M. Burock, M. Rotte, W. Koutstaal, D. L. Schachter, B. R. Rosen, and A. M. Dale, "Functional-anatomic correlates of object priming in humans revealed by rapid presentation event-related fMRI," Neuron, vol. 20, pp. 285-296, 1998.
    • (1998) Neuron , vol.20 , pp. 285-296
    • Buckner, R.L.1    Goodman, J.2    Burock, M.3    Rotte, M.4    Koutstaal, W.5    Schachter, D.L.6    Rosen, B.R.7    Dale, A.M.8
  • 20
    • 0033916534 scopus 로고    scopus 로고
    • "Characterizing the hemodynamic response: Effects of presentation rate, sampling procedure, and the possibility of ordering brain activity based on relative timing"
    • F. M. Miezin, L. Maccotta, J. M. Ollinger, S. E. Petersen, and R. L. Buckner, "Characterizing the hemodynamic response: Effects of presentation rate, sampling procedure, and the possibility of ordering brain activity based on relative timing," Neuroimag., vol. 11, pp. 735-759, 2000.
    • (2000) Neuroimag. , vol.11 , pp. 735-759
    • Miezin, F.M.1    Maccotta, L.2    Ollinger, J.M.3    Petersen, S.E.4    Buckner, R.L.5
  • 22
    • 0033614939 scopus 로고    scopus 로고
    • "Event-related functional magnetic resonance imaging: Modeling, inference and optimization"
    • O. Joseph and R. N. Henson, "Event-related functional magnetic resonance imaging: Modeling, inference and optimization," Philos. Trans. R. Soc. Lond. B: Biol., vol. 354, no. 1387, pp. 1215-1228, 1999.
    • (1999) Philos. Trans. R. Soc. Lond. B: Biol. , vol.354 , Issue.1387 , pp. 1215-1228
    • Joseph, O.1    Henson, R.N.2
  • 23
    • 2242458721 scopus 로고    scopus 로고
    • "A Bayesian time-course model for functional magnetic resonance imaging data (with discussion)"
    • C. Genovese, "A Bayesian time-course model for functional magnetic resonance imaging data (with discussion)," J. Acoust. Soc. Amer., vol. 95, pp. 691-719, 2000.
    • (2000) J. Acoust. Soc. Amer. , vol.95 , pp. 691-719
    • Genovese, C.1
  • 24
    • 0034973147 scopus 로고    scopus 로고
    • "Bayesian modeling of the hemodynamic response function in BOLD fMRI"
    • C. Gössl, L. Fahrmeir, and D. P. Auer, "Bayesian modeling of the hemodynamic response function in BOLD fMRI," Neuroimag., vol. 14, pp. 140-148, 2001.
    • (2001) Neuroimag. , vol.14 , pp. 140-148
    • Gössl, C.1    Fahrmeir, L.2    Auer, D.P.3
  • 25
    • 1342303479 scopus 로고    scopus 로고
    • "Fully Bayesian spatio-temporal modeling of fMRI data"
    • Feb
    • M. Woolrich, M. Jenkinson, J. Brady, and S. Smith, "Fully Bayesian spatio-temporal modeling of fMRI data," IEEE Trans. Med. Imag., vol. 23, no. 2, pp. 213-231, Feb. 2004.
    • (2004) IEEE Trans. Med. Imag. , vol.23 , Issue.2 , pp. 213-231
    • Woolrich, M.1    Jenkinson, M.2    Brady, J.3    Smith, S.4
  • 26
    • 0034351115 scopus 로고    scopus 로고
    • "Modeling the haemodynamic response in fMRI using smooth filters"
    • Dec
    • C. Goutte, F. A. Nielsen, and L. K. Hansen, "Modeling the haemodynamic response in fMRI using smooth filters," IEEE Trans. Med. Imag., vol. 19, no. 12, pp. 1188-1201, Dec. 2000.
    • (2000) IEEE Trans. Med. Imag. , vol.19 , Issue.12 , pp. 1188-1201
    • Goutte, C.1    Nielsen, F.A.2    Hansen, L.K.3
  • 27
    • 0037407297 scopus 로고    scopus 로고
    • "Robust Bayesian estimation of the hemodynamic response function in event-related BOLD MRI using basic physiological information"
    • G. Marrelec, H. Benali, P. Ciuciu, M. Pélégrini-Issac, and J.-B. Poline, "Robust Bayesian estimation of the hemodynamic response function in event-related BOLD MRI using basic physiological information," Hum. Brain Mapp., vol. 19, no. 1, pp. 1-17, 2003.
    • (2003) Hum. Brain Mapp. , vol.19 , Issue.1 , pp. 1-17
    • Marrelec, G.1    Benali, H.2    Ciuciu, P.3    Pélégrini-Issac, M.4    Poline, J.-B.5
  • 28
    • 0141919482 scopus 로고    scopus 로고
    • "Unsupervised robust nonparametric estimation of the hemodynamic response function for any fMRI experiment"
    • Oct
    • P. Ciuciu, J.-B. Poline, G. Marrelec, J. Idier, C. Pallier, and H. Benali, "Unsupervised robust nonparametric estimation of the hemodynamic response function for any fMRI experiment," IEEE Trans. Med. Imag., vol. 22, no. 10, pp. 1235-1251, Oct. 2003.
    • (2003) IEEE Trans. Med. Imag. , vol.22 , Issue.10 , pp. 1235-1251
    • Ciuciu, P.1    Poline, J.-B.2    Marrelec, G.3    Idier, J.4    Pallier, C.5    Benali, H.6
  • 29
    • 17144394829 scopus 로고    scopus 로고
    • "Outlier detection for robust region-based estimation of the hemodynamic response function in event-related fMRI"
    • Arlington, VA
    • P. Ciuciu, J. Idier, A. Roche, and C. Pallier, "Outlier detection for robust region-based estimation of the hemodynamic response function in event-related fMRI," in Proc. 2th Proc. IEEE ISBI, Arlington, VA, 2004, pp. 392-395.
    • (2004) Proc. 2th Proc. IEEE ISBI , pp. 392-395
    • Ciuciu, P.1    Idier, J.2    Roche, A.3    Pallier, C.4
  • 31
    • 0035013277 scopus 로고    scopus 로고
    • "Bayesian spatio-temporal modeling of the hemodynamic response function in BOLD fMRI"
    • C. Gössl, D. P. Auer, and L. Fahrmeir, "Bayesian spatio-temporal modeling of the hemodynamic response function in BOLD fMRI," Biometr, vol. 57, pp. 554-562, 2001.
    • (2001) Biometr. , vol.57 , pp. 554-562
    • Gössl, C.1    Auer, D.P.2    Fahrmeir, L.3
  • 32
    • 17144424306 scopus 로고    scopus 로고
    • "Semi-blind deconvolution of neural impulse response in event-related fMRI using Gibbs sampler"
    • Arlington, VA
    • S. Makni, P. Ciuciu, J. Idier, and J.-B. Poline, "Semi-blind deconvolution of neural impulse response in event-related fMRI using Gibbs sampler," in Proc. 2th Proc. IEEE ISBI, Arlington, VA, 2004, pp. 860-863.
    • (2004) Proc. 2th Proc. IEEE ISBI , pp. 860-863
    • Makni, S.1    Ciuciu, P.2    Idier, J.3    Poline, J.-B.4
  • 33
    • 0033647016 scopus 로고    scopus 로고
    • "Spatial mixture modeling of fMRI data"
    • N. V. Hartvig and J. Jensen, "Spatial mixture modeling of fMRI data," Hum. Brain Mapp., vol. 11, no. 4, pp. 233-248, 2000.
    • (2000) Hum. Brain Mapp. , vol.11 , Issue.4 , pp. 233-248
    • Hartvig, N.V.1    Jensen, J.2
  • 34
    • 0032890017 scopus 로고    scopus 로고
    • "Mixture model mapping of brain activation in functional magnetic resonance images"
    • B. S. Everitt and E. T. Bullmore, "Mixture model mapping of brain activation in functional magnetic resonance images," Hum. Brain Mapp., vol. 7, pp. 1-14, 1999.
    • (1999) Hum. Brain Mapp. , vol.7 , pp. 1-14
    • Everitt, B.S.1    Bullmore, E.T.2
  • 35
    • 4043132341 scopus 로고    scopus 로고
    • "Estimation of the hemodynamic response function in event-related functional MRI: Bayesian networks as a framework for efficient Bayesian modeling and inference"
    • Aug
    • G. Marrelec, P. Ciuciu, M. Pélégrini-Issac, and H. Benali, "Estimation of the hemodynamic response function in event-related functional MRI: Bayesian networks as a framework for efficient Bayesian modeling and inference," IEEE Trans. Med. Imag., vol. 23, no. 8, pp. 959-967, Aug. 2004.
    • (2004) IEEE Trans. Med. Imag. , vol.23 , Issue.8 , pp. 959-967
    • Marrelec, G.1    Ciuciu, P.2    Pélégrini-Issac, M.3    Benali, H.4
  • 36
    • 0030733807 scopus 로고    scopus 로고
    • "Empirical analysis of BOLD fMRI statistics. I. Spatially unsmoothed data collected under null-hypothesis conditions"
    • E. Zarahn, G. K. Aguirre, and M. D'Esposito, "Empirical analysis of BOLD fMRI statistics. I. Spatially unsmoothed data collected under null-hypothesis conditions," Neuroimag., vol. 5, pp. 179-197, 1997.
    • (1997) Neuroimag. , vol.5 , pp. 179-197
    • Zarahn, E.1    Aguirre, G.K.2    D'Esposito, M.3
  • 37
    • 0038660249 scopus 로고    scopus 로고
    • "Wavelet-based estimation of a semi-parametric generalized linear model of fMRI time series"
    • Mar
    • E G. Meyer, "Wavelet-based estimation of a semi-parametric generalized linear model of fMRI time series," IEEE Trans. Med. Imag., vol. 22, no. 3, pp. 315-322, Mar. 2003.
    • (2003) IEEE Trans. Med. Imag. , vol.22 , Issue.3 , pp. 315-322
    • Meyer, F.G.1
  • 39
    • 0035212159 scopus 로고    scopus 로고
    • "Temporal autocorrelation in univariate linear modeling of fMRI data"
    • M. Woolrich, B. Ripley, M. Brady, and S. Smith, "Temporal autocorrelation in univariate linear modeling of fMRI data," Neuroimag., vol. 14, no. 6, pp. 1370-1386, 2001.
    • (2001) Neuroimag. , vol.14 , Issue.6 , pp. 1370-1386
    • Woolrich, M.1    Ripley, B.2    Brady, M.3    Smith, S.4
  • 42
    • 27644567498 scopus 로고    scopus 로고
    • "Bayesian estimation of the hemodynamic response function in functional MRI"
    • Proc. Bayesian Inference Maximum Entropy Methods Workshop, R. Fry, Ed
    • G. Marrelec, H. Benali, P. Ciuciu, and J.-B. Poline, "Bayesian estimation of the hemodynamic response function in functional MRI," in Proc. Bayesian Inference Maximum Entropy Methods Workshop, R. Fry, Ed., 2001.
    • (2001)
    • Marrelec, G.1    Benali, H.2    Ciuciu, P.3    Poline, J.-B.4
  • 43
    • 84948688406 scopus 로고    scopus 로고
    • "Parcellation of brain images with anatomical and functional constraints for fMRI data analysis"
    • Washington, DC
    • G. Flandin, F. Kherif, X. Pennec, D. Riviíre, N. Ayache, and J.-B. Poline, "Parcellation of brain images with anatomical and functional constraints for fMRI data analysis," in Proc. First Proc. IEEE ISBI, Washington, DC, 2002, pp. 907-910.
    • (2002) Proc. First Proc. IEEE ISBI , pp. 907-910
    • Flandin, G.1    Kherif, F.2    Pennec, X.3    Riviíre, D.4    Ayache, N.5    Poline, J.-B.6
  • 44
    • 0344823997 scopus 로고    scopus 로고
    • "Feature detection in fMRI data: The information bottleneck approach"
    • Montréal, QC, Canada
    • B. Thirion and O. Faugeras, "Feature detection in fMRI data: The information bottleneck approach," in Proc. 6th MICCAI, Montréal, QC, Canada, 2003, pp. 83-91.
    • (2003) Proc. 6th MICCAI , pp. 83-91
    • Thirion, B.1    Faugeras, O.2
  • 45
    • 16244387927 scopus 로고    scopus 로고
    • "Bayesian fMRI time series analysis with spatial priors"
    • W. Penny, N. Trujillo-Barreto, and K. J. Friston, "Bayesian fMRI time series analysis with spatial priors," Neuroimag., vol. 23, no. 2, pp. 350-362, 2005.
    • (2005) Neuroimag. , vol.23 , Issue.2 , pp. 350-362
    • Penny, W.1    Trujillo-Barreto, N.2    Friston, K.J.3
  • 46
    • 0142011000 scopus 로고    scopus 로고
    • "Assessing brain activity through spatial Bayesian variable selection"
    • M. Smith, B. Pütz, D. Auer, and L. Fahrmeir, "Assessing brain activity through spatial Bayesian variable selection," Neuroimag., vol. 20, pp. 802-815, 2003.
    • (2003) Neuroimag. , vol.20 , pp. 802-815
    • Smith, M.1    Pütz, B.2    Auer, D.3    Fahrmeir, L.4
  • 47
    • 11844293467 scopus 로고    scopus 로고
    • "Mixture models with adpative spatial regularization for segmentation with an application to fMRI data"
    • Jan
    • M. Woolrich, T. Behrens, C. Beckmann, and S. Smith, "Mixture models with adpative spatial regularization for segmentation with an application to fMRI data," IEEE Trans. Med. Imag., vol. 24, no. 1, pp. 1-11, Jan. 2005.
    • (2005) IEEE Trans. Med. Imag. , vol.24 , Issue.1 , pp. 1-11
    • Woolrich, M.1    Behrens, T.2    Beckmann, C.3    Smith, S.4
  • 48
    • 0030107615 scopus 로고    scopus 로고
    • "Simultaneous wavelet estimation and deconvolution of reflection seismic signals"
    • Feb
    • Q. Cheng, R. Chen, and T.-H. Li, "Simultaneous wavelet estimation and deconvolution of reflection seismic signals," IEEE Trans. Geosci. Remote Sens., vol. 34, no. 2, pp. 377-384, Feb. 1996.
    • (1996) IEEE Trans. Geosci. Remote Sens. , vol.34 , Issue.2 , pp. 377-384
    • Cheng, Q.1    Chen, R.2    Li, T.-H.3
  • 49
    • 0031021275 scopus 로고    scopus 로고
    • "A model for the coupling between cerebral blood flow and oxygen metabolism during neural stimulation"
    • R. Buxton and L. Frank, "A model for the coupling between cerebral blood flow and oxygen metabolism during neural stimulation," J. Cereb. Blood Flow Metab., vol. 17, no. 1, pp. 64-72, 1997.
    • (1997) J. Cereb. Blood Flow Metab. , vol.17 , Issue.1 , pp. 64-72
    • Buxton, R.1    Frank, L.2
  • 50
    • 1842504499 scopus 로고    scopus 로고
    • "Constrained linear basis set for HRF modeling using variational Bayes"
    • M. Woolrich, M. Jenkinson, J. M. Brady, and S. Smith, "Constrained linear basis set for HRF modeling using variational Bayes," Neuroimag., vol. 21, pp. 1748-1761, 2004.
    • (2004) Neuroimag. , vol.21 , pp. 1748-1761
    • Woolrich, M.1    Jenkinson, M.2    Brady, J.M.3    Smith, S.4
  • 51
    • 0004085467 scopus 로고    scopus 로고
    • Second ed, ser. Springer Texts in Statistics. New York: Springer Verlag
    • C. P. Robert, The Bayesian Choice, Second ed, ser. Springer Texts in Statistics. New York: Springer Verlag, 2001.
    • (2001) The Bayesian Choice
    • Robert, C.P.1
  • 52
    • 0035721575 scopus 로고    scopus 로고
    • "Detection power, estimation efficiency, and predictability in event-related fMRI"
    • T. Liu, L. Frank, E. C. Wong, and R. B. Buxton, "Detection power, estimation efficiency, and predictability in event-related fMRI," Neumimag., vol. 13, no. 4, pp. 759-773, 2001.
    • (2001) Neumimag. , vol.13 , Issue.4 , pp. 759-773
    • Liu, T.1    Frank, L.2    Wong, E.C.3    Buxton, R.B.4
  • 53
    • 27644486456 scopus 로고    scopus 로고
    • "Traitement d'échogrammes ultrasonores par déconvolution aveugle"
    • Grenoble, France, Sep
    • S. Gautier, J. Idier, A. Mohammad-Djafari, and B. Lavayssière, "Traitement d'échogrammes ultrasonores par déconvolution aveugle," in Actes du 16e Colloq. GRETSI, Grenoble, France, Sep. 1997, pp. 1431-1434.
    • (1997) Actes Du 16e Colloq. GRETSI , pp. 1431-1434
    • Gautier, S.1    Idier, J.2    Mohammad-Djafari, A.3    Lavayssière, B.4
  • 54
    • 0030105787 scopus 로고    scopus 로고
    • "A regularization approach to joint blur identification and image restoration"
    • May
    • Y.-L. You and M. Kaveh, "A regularization approach to joint blur identification and image restoration," IEEE Trans. Image Process., vol. 5, no. 3, pp. 416-428, May 1996.
    • (1996) IEEE Trans. Image Process. , vol.5 , Issue.3 , pp. 416-428
    • You, Y.-L.1    Kaveh, M.2
  • 55
    • 0026745202 scopus 로고
    • "On simultaneous signal estimation and parameter identification using a generalized likelihood approach"
    • Feb
    • E. Gassiat, F. Monfront, and Y. Goussard, "On simultaneous signal estimation and parameter identification using a generalized likelihood approach," IEEE Trans. Inf. Theory, vol. 38, no. 1, pp. 157-162, Feb. 1992.
    • (1992) IEEE Trans. Inf. Theory , vol.38 , Issue.1 , pp. 157-162
    • Gassiat, E.1    Monfront, F.2    Goussard, Y.3
  • 56
    • 0141896169 scopus 로고    scopus 로고
    • "Unsupervised image segmentation using a telegraph parameterization of Pickard random fields"
    • M. Moore, Ed., New York
    • J. Idier, Y. Goussard, and A. Ridolfi, "Unsupervised image segmentation using a telegraph parameterization of Pickard random fields," in Spatial Statistics, Methodological Aspects and Some Applications, vol. 159, M. Moore, Ed., New York, 2001, pp. 115-140.
    • (2001) Spatial Statistics, Methodological Aspects and Some Applications , vol.159 , pp. 115-140
    • Idier, J.1    Goussard, Y.2    Ridolfi, A.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.