Evaluation of supervised methods for the classification of major tissues and subcortical structures in multispectral brain magnetic resonance images (468 views) (PDF restricted 226 views)
Comput Med Imag Grap (ISSN: 0895-6111), 2014 Jul; 38(5): 337-347.
Export to BibTeX Export to EndNote
Paper type: Journal Article, Evaluation Studies, Research Support, Non-U. S. Gov'T,
Impact factor: 1.218, 5-year impact factor: 1.588
Url: http://www.scopus.com/inward/record.url?eid=2-s2.0-84902073537&partnerID=40&md5=3c415c19fdaf35b9e8de51bbf432507c
Keywords: Atlas-Based, Brain, Denoising, Discriminant Analysis, Segmentation, Subcortical Structures, Histology, Image Segmentation, Magnetic Resonance Imaging, Brain Magnetic Resonance Images, Classification Performance, De-Noising, Discriminant Analysis Methods, False Positive And False Negatives, Supervised Classification, Tissue, Article, False Negative Result, False Positive Result, Functional Neuroimaging, Imaging Phantom, K Nearest Neighbor, Kappa Statistics, Nuclear Magnetic Resonance, Priority Journal, Support Vector Machine, Brain Anatomy, Humans, Magnetic Resonance Imaging Methods,
Affiliations:
*** IBB - CNR ***
Istituto per le Applicazioni del Calcolo 'Mauro Picone' CNR, Napoli, Italy
Istituto di Biostrutture e Bioimmagini CNR, Napoli, Italy
Université catholique de Louvain, Department of Mathematical Engineering, Louvain-la-Neuve, Belgium
Universite catholique de Louvain, Department of Mathematical Engineering, Louvain-la-Neuve, Belgium.
Universit catholique de Louvain, Department of Mathematical Engineering, Louvain-la-Neuve, Belgium
References:
Parker, G.J.M., Chard, D.T., Volume and atrophy (2004) Quantitative MRI of the Brain: Measuring Changes Caused by Disease, pp. 533-558. , John Wiley & Sons, Chichester, UK, ISBN 0-470-84721-2, P. Tofts (Ed.
Long, X., Liao, W., Jiang, C., Liang, D., Qiu, B., Zhang, L., Healthy aging: an automatic analysis of global and regional morphological alterations of human brain (2012) Acad Radiol, 19 (7), pp. 785-793
Unay, D., Local and global volume changes of subcortical brain structures from longitudinally varying neuroimaging data for dementia identification (2012) Comput Med Imaging Graph, 36 (6), pp. 464-473
De Jong, L.W., van der Hiele, K., Veer, I.M., Houwing, J.J., Westendorp, R.G., Bollen, E.L., Strongly reduced volumes of putamen and thalamus in Alzheimer's disease: an MRI study (2008) Brain, 131 (PART 12), pp. 3277-3285
Anbeek, P., Vincken, K.L., van Bochove, G.S., van Osch, M.J.P., van der Grond, J., Probabilistic segmentation of brain tissue in MR imaging (2005) Neuroimage, 27 (4), pp. 795-804
Fischl, B., Salat, D.H., Busa, E., Albert, M., Dieterich, M., Haselgrove, C., Whole brain segmentation: automated labeling of neuroanatomical structures in the human brain (2002) Neuron, 33 (3), pp. 341-355
Fischl, B., van der Kouwe, A.J., Destrieux, C., Halgren, E., Segonne, F., Salat, D.H., Automatically parcellating the human cerebral cortex (2004) Cereb Cortex, 14 (1), pp. 11-22
Jenkinson, M., Beckmann, C.F., Behrens, T.E., Woolrich, M.W., Smith, S.M., (2012) FSL. Neuroimage, 62 (2), pp. 782-790
Patenaude, B., Smith, S.M., Kennedy, D.N., Jenkinson, M., A Bayesian model of shape and appearance for subcortical brain segmentation (2011) Neuroimage, 56 (3), pp. 907-922
Anderson, T.W., (1984) An introduction to multivariate statistical analysis, , Wiley, New York
Magnotta, V.A., Heckel, D., Andreasen, N.C., Cizadlo, T., Corson, P.W., Ehrhardt, J.C., Measurement of brain structures with artificial neural networks: two and three-dimensional applications (1999) Radiology, 211 (3), pp. 781-790
Powell, S., Magnotta, V.A., Johnson, H., Jammalamadaka, V.K., Pierson, R., Andreasen, N.C., Registration and machine learning-based automated segmentation of subcortical and cerebellar brain structures (2008) Neuroimage, 39 (1), pp. 238-247
Akselrod-Ballin, A., Galun, M., Gomori, M.J., Basri, R., Brandt, A., Atlas guided identification of brain structures by combining 3D segmentation and SVM classification (2006) Med Image Comput Assist Interv, 9 (2), pp. 209-216
Cabezas, M., Oliver, A., Lladó, X., Freixenet, J., Cuadra, M.B., A review of atlas-based segmentation for magnetic resonance brain images (2011) Comput Methods Programs Biomed, 104 (3), pp. 158-177
Bazin, P.L., Pham, D., Homeomorphic brain image segmentation with topological and statistical atlases (2008) Med Image Anal, 12 (5), pp. 616-625
Cutillo, L., Amato, U., Localized empirical discriminant analysis (2008) Comput Stat Data Anal, 52, pp. 4966-4978
Alfano, B., Comerci, M., Larobina, M., Prinster, A., Hornak, J.P., Selvan, S.E., An MRI digital brain phantom for validation of segmentation methods (2011) Med Image Anal, 15 (3), pp. 329-339
Duda, R.O., Hart, P.E., Stork, D.G., (2001) Pattern classification, , John Wiley & Sons, New York
Wand, M.P., Jones, M.C., (1995) Kernel smoothing, , Chapman and Hall, London
Hyvärinen, A., Fast and robust fixed-point algorithms for independent component analysis (1999) IEEE Trans Neural Netw, 10 (3), pp. 626-634
Selvan, S.E., Amato, U., Gallivan, K.A., Qi, C.H., Carfora, M.F., Larobina, M., Descent algorithms on oblique manifold for source-adaptive ICA contrast (2012) IEEE Trans Neural Netw Learn Syst, 23 (12), pp. 1930-1947
Biernacki, C., Celeux, G., Govaert, G., Langrognet, F., Model-based cluster and discriminant analysis with the MIXMOD software (2006) Comput Stat Data Anal, 51, pp. 587-600
Dempster, A.P., Laird, N.M., Rubin, D.B., Maximum likelihood from incomplete data via the EM algorithm (with discussion) (1977) J Roy Stat Soc B, 39, pp. 1-38
Boser, B.E., Guyon, I.M., Vapnik, V.N., A training algorithm for optimal margin classifiers (1992) Proceedings of the 5th annual ACM workshop on computational learning theory, pp. 144-152. , ACM Press, Pittsburgh, PA, D. Haussler (Ed.)
Chang, C.C., Lin, C.J., LIBSVM: a library for support vector machines (2011) ACM Trans Intell Syst Technol, 2 (3). , 27:1-27:27
Mitchell, T., (1997) Machine learning, , McGraw Hill, New York
Besag, J., On the statistical analysis of dirty pictures (1986) J R Stat Soc, 48 (3), pp. 259-302
Bouman, C., Shapiro, M., A multiscale random field model for Bayesian segmentation (1994) IEEE Trans Image Process, 3 (2), pp. 162-177
Mazziotta, J., Toga, A., Evans, A., Fox, P., Lancaster, J., Zilles, K., A probabilistic atlas and reference system for the human brain: International Consortium for Brain Mapping (ICBM) (2001) Phil. Trans. R. Soc. Lond. B, 356 (1412), pp. 1293-1322
Holmes, C.J., Hoge, R., Collins, L., Woods, R., Toga, A.W., Evans, A.C., Enhancement of MR images using registration for signal averaging (1998) J Comput Assist Tomogr, 22 (2), pp. 324-333
Ahsan, R.L., Allom, R., Gousias, I.S., Habib, H., Turkheimer, F.E., Free, S., Volumes, spatial extents and a probabilistic atlas of the human basal ganglia and thalamus (2007) Neuroimage, 38 (2), pp. 261-270
Diedrichsen, J., Maderwald, S., Kuper, M., Thurling, M., Rabe, K., Gizewski, E.R., Imaging the deep cerebellar nuclei: a probabilistic atlas and normalization procedure (2011) Neuroimage, 54 (3), pp. 1786-1794
Woods, R.P., Grafton, S.T., Watson, J.D.G., Sicotte, N.L., Mazziotta, J.C., Automated image registration: II. intersubject validation of linear and nonlinear models (1998) J Comput Assist Tomogr, 22 (1), pp. 153-165
Smith, S.M., Fast robust automated brain extraction (2002) Hum Brain Mapping, 17 (3), pp. 143-155
Buades, A., Coll, B., Morel, J.M., Nonlocal image and movie denoising (2008) Int J Comput Vis, 76 (2), pp. 123-139
Kharlamov, A., Podlozhnyuk, V., (2007) Image denoising, , Tech. Rep. NVIDIA Corporation, Santa Clara, CA
Cohen, J., A coefficient of agreement for nominal scale (1960) Edu Psychol Meas, 20, pp. 37-46
Parker, G. J. M., Chard, D. T., Volume and atrophy (2004) Quantitative MRI of the Brain: Measuring Changes Caused by Disease, pp. 533-558. , John Wiley & Sons, Chichester, UK, ISBN 0-470-84721-2, P. Tofts (Ed.
De Jong, L. W., van der Hiele, K., Veer, I. M., Houwing, J. J., Westendorp, R. G., Bollen, E. L., Strongly reduced volumes of putamen and thalamus in Alzheimer's disease: an MRI study (2008) Brain, 131 (PART 12), pp. 3277-3285
Anderson, T. W., (1984) An introduction to multivariate statistical analysis, , Wiley, New York
Magnotta, V. A., Heckel, D., Andreasen, N. C., Cizadlo, T., Corson, P. W., Ehrhardt, J. C., Measurement of brain structures with artificial neural networks: two and three-dimensional applications (1999) Radiology, 211 (3), pp. 781-790
Bazin, P. L., Pham, D., Homeomorphic brain image segmentation with topological and statistical atlases (2008) Med Image Anal, 12 (5), pp. 616-625
Duda, R. O., Hart, P. E., Stork, D. G., (2001) Pattern classification, , John Wiley & Sons, New York
Wand, M. P., Jones, M. C., (1995) Kernel smoothing, , Chapman and Hall, London
Hyv rinen, A., Fast and robust fixed-point algorithms for independent component analysis (1999) IEEE Trans Neural Netw, 10 (3), pp. 626-634
Selvan, S. E., Amato, U., Gallivan, K. A., Qi, C. H., Carfora, M. F., Larobina, M., Descent algorithms on oblique manifold for source-adaptive ICA contrast (2012) IEEE Trans Neural Netw Learn Syst, 23 (12), pp. 1930-1947
Dempster, A. P., Laird, N. M., Rubin, D. B., Maximum likelihood from incomplete data via the EM algorithm (with discussion) (1977) J Roy Stat Soc B, 39, pp. 1-38
Boser, B. E., Guyon, I. M., Vapnik, V. N., A training algorithm for optimal margin classifiers (1992) Proceedings of the 5th annual ACM workshop on computational learning theory, pp. 144-152. , ACM Press, Pittsburgh, PA, D. Haussler (Ed.)
Chang, C. C., Lin, C. J., LIBSVM: a library for support vector machines (2011) ACM Trans Intell Syst Technol, 2 (3). , 27: 1-27: 27
Holmes, C. J., Hoge, R., Collins, L., Woods, R., Toga, A. W., Evans, A. C., Enhancement of MR images using registration for signal averaging (1998) J Comput Assist Tomogr, 22 (2), pp. 324-333
Ahsan, R. L., Allom, R., Gousias, I. S., Habib, H., Turkheimer, F. E., Free, S., Volumes, spatial extents and a probabilistic atlas of the human basal ganglia and thalamus (2007) Neuroimage, 38 (2), pp. 261-270
Woods, R. P., Grafton, S. T., Watson, J. D. G., Sicotte, N. L., Mazziotta, J. C., Automated image registration: II. intersubject validation of linear and nonlinear models (1998) J Comput Assist Tomogr, 22 (1), pp. 153-165
Smith, S. M., Fast robust automated brain extraction (2002) Hum Brain Mapping, 17 (3), pp. 143-155
Comput Med Imag Grap (ISSN: 0895-6111), 2014 Jul; 38(5): 337-347.
Export to BibTeX Export to EndNote
Paper type: Journal Article, Evaluation Studies, Research Support, Non-U. S. Gov'T,
Impact factor: 1.218, 5-year impact factor: 1.588
Url: http://www.scopus.com/inward/record.url?eid=2-s2.0-84902073537&partnerID=40&md5=3c415c19fdaf35b9e8de51bbf432507c
Keywords: Atlas-Based, Brain, Denoising, Discriminant Analysis, Segmentation, Subcortical Structures, Histology, Image Segmentation, Magnetic Resonance Imaging, Brain Magnetic Resonance Images, Classification Performance, De-Noising, Discriminant Analysis Methods, False Positive And False Negatives, Supervised Classification, Tissue, Article, False Negative Result, False Positive Result, Functional Neuroimaging, Imaging Phantom, K Nearest Neighbor, Kappa Statistics, Nuclear Magnetic Resonance, Priority Journal, Support Vector Machine, Brain Anatomy, Humans, Magnetic Resonance Imaging Methods,
Affiliations:
*** IBB - CNR ***
Istituto per le Applicazioni del Calcolo 'Mauro Picone' CNR, Napoli, Italy
Istituto di Biostrutture e Bioimmagini CNR, Napoli, Italy
Université catholique de Louvain, Department of Mathematical Engineering, Louvain-la-Neuve, Belgium
Universite catholique de Louvain, Department of Mathematical Engineering, Louvain-la-Neuve, Belgium.
Universit catholique de Louvain, Department of Mathematical Engineering, Louvain-la-Neuve, Belgium
References:
Parker, G.J.M., Chard, D.T., Volume and atrophy (2004) Quantitative MRI of the Brain: Measuring Changes Caused by Disease, pp. 533-558. , John Wiley & Sons, Chichester, UK, ISBN 0-470-84721-2, P. Tofts (Ed.
Long, X., Liao, W., Jiang, C., Liang, D., Qiu, B., Zhang, L., Healthy aging: an automatic analysis of global and regional morphological alterations of human brain (2012) Acad Radiol, 19 (7), pp. 785-793
Unay, D., Local and global volume changes of subcortical brain structures from longitudinally varying neuroimaging data for dementia identification (2012) Comput Med Imaging Graph, 36 (6), pp. 464-473
De Jong, L.W., van der Hiele, K., Veer, I.M., Houwing, J.J., Westendorp, R.G., Bollen, E.L., Strongly reduced volumes of putamen and thalamus in Alzheimer's disease: an MRI study (2008) Brain, 131 (PART 12), pp. 3277-3285
Anbeek, P., Vincken, K.L., van Bochove, G.S., van Osch, M.J.P., van der Grond, J., Probabilistic segmentation of brain tissue in MR imaging (2005) Neuroimage, 27 (4), pp. 795-804
Fischl, B., Salat, D.H., Busa, E., Albert, M., Dieterich, M., Haselgrove, C., Whole brain segmentation: automated labeling of neuroanatomical structures in the human brain (2002) Neuron, 33 (3), pp. 341-355
Fischl, B., van der Kouwe, A.J., Destrieux, C., Halgren, E., Segonne, F., Salat, D.H., Automatically parcellating the human cerebral cortex (2004) Cereb Cortex, 14 (1), pp. 11-22
Jenkinson, M., Beckmann, C.F., Behrens, T.E., Woolrich, M.W., Smith, S.M., (2012) FSL. Neuroimage, 62 (2), pp. 782-790
Patenaude, B., Smith, S.M., Kennedy, D.N., Jenkinson, M., A Bayesian model of shape and appearance for subcortical brain segmentation (2011) Neuroimage, 56 (3), pp. 907-922
Anderson, T.W., (1984) An introduction to multivariate statistical analysis, , Wiley, New York
Magnotta, V.A., Heckel, D., Andreasen, N.C., Cizadlo, T., Corson, P.W., Ehrhardt, J.C., Measurement of brain structures with artificial neural networks: two and three-dimensional applications (1999) Radiology, 211 (3), pp. 781-790
Powell, S., Magnotta, V.A., Johnson, H., Jammalamadaka, V.K., Pierson, R., Andreasen, N.C., Registration and machine learning-based automated segmentation of subcortical and cerebellar brain structures (2008) Neuroimage, 39 (1), pp. 238-247
Akselrod-Ballin, A., Galun, M., Gomori, M.J., Basri, R., Brandt, A., Atlas guided identification of brain structures by combining 3D segmentation and SVM classification (2006) Med Image Comput Assist Interv, 9 (2), pp. 209-216
Cabezas, M., Oliver, A., Lladó, X., Freixenet, J., Cuadra, M.B., A review of atlas-based segmentation for magnetic resonance brain images (2011) Comput Methods Programs Biomed, 104 (3), pp. 158-177
Bazin, P.L., Pham, D., Homeomorphic brain image segmentation with topological and statistical atlases (2008) Med Image Anal, 12 (5), pp. 616-625
Cutillo, L., Amato, U., Localized empirical discriminant analysis (2008) Comput Stat Data Anal, 52, pp. 4966-4978
Alfano, B., Comerci, M., Larobina, M., Prinster, A., Hornak, J.P., Selvan, S.E., An MRI digital brain phantom for validation of segmentation methods (2011) Med Image Anal, 15 (3), pp. 329-339
Duda, R.O., Hart, P.E., Stork, D.G., (2001) Pattern classification, , John Wiley & Sons, New York
Wand, M.P., Jones, M.C., (1995) Kernel smoothing, , Chapman and Hall, London
Hyvärinen, A., Fast and robust fixed-point algorithms for independent component analysis (1999) IEEE Trans Neural Netw, 10 (3), pp. 626-634
Selvan, S.E., Amato, U., Gallivan, K.A., Qi, C.H., Carfora, M.F., Larobina, M., Descent algorithms on oblique manifold for source-adaptive ICA contrast (2012) IEEE Trans Neural Netw Learn Syst, 23 (12), pp. 1930-1947
Biernacki, C., Celeux, G., Govaert, G., Langrognet, F., Model-based cluster and discriminant analysis with the MIXMOD software (2006) Comput Stat Data Anal, 51, pp. 587-600
Dempster, A.P., Laird, N.M., Rubin, D.B., Maximum likelihood from incomplete data via the EM algorithm (with discussion) (1977) J Roy Stat Soc B, 39, pp. 1-38
Boser, B.E., Guyon, I.M., Vapnik, V.N., A training algorithm for optimal margin classifiers (1992) Proceedings of the 5th annual ACM workshop on computational learning theory, pp. 144-152. , ACM Press, Pittsburgh, PA, D. Haussler (Ed.)
Chang, C.C., Lin, C.J., LIBSVM: a library for support vector machines (2011) ACM Trans Intell Syst Technol, 2 (3). , 27:1-27:27
Mitchell, T., (1997) Machine learning, , McGraw Hill, New York
Besag, J., On the statistical analysis of dirty pictures (1986) J R Stat Soc, 48 (3), pp. 259-302
Bouman, C., Shapiro, M., A multiscale random field model for Bayesian segmentation (1994) IEEE Trans Image Process, 3 (2), pp. 162-177
Mazziotta, J., Toga, A., Evans, A., Fox, P., Lancaster, J., Zilles, K., A probabilistic atlas and reference system for the human brain: International Consortium for Brain Mapping (ICBM) (2001) Phil. Trans. R. Soc. Lond. B, 356 (1412), pp. 1293-1322
Holmes, C.J., Hoge, R., Collins, L., Woods, R., Toga, A.W., Evans, A.C., Enhancement of MR images using registration for signal averaging (1998) J Comput Assist Tomogr, 22 (2), pp. 324-333
Ahsan, R.L., Allom, R., Gousias, I.S., Habib, H., Turkheimer, F.E., Free, S., Volumes, spatial extents and a probabilistic atlas of the human basal ganglia and thalamus (2007) Neuroimage, 38 (2), pp. 261-270
Diedrichsen, J., Maderwald, S., Kuper, M., Thurling, M., Rabe, K., Gizewski, E.R., Imaging the deep cerebellar nuclei: a probabilistic atlas and normalization procedure (2011) Neuroimage, 54 (3), pp. 1786-1794
Woods, R.P., Grafton, S.T., Watson, J.D.G., Sicotte, N.L., Mazziotta, J.C., Automated image registration: II. intersubject validation of linear and nonlinear models (1998) J Comput Assist Tomogr, 22 (1), pp. 153-165
Smith, S.M., Fast robust automated brain extraction (2002) Hum Brain Mapping, 17 (3), pp. 143-155
Buades, A., Coll, B., Morel, J.M., Nonlocal image and movie denoising (2008) Int J Comput Vis, 76 (2), pp. 123-139
Kharlamov, A., Podlozhnyuk, V., (2007) Image denoising, , Tech. Rep. NVIDIA Corporation, Santa Clara, CA
Cohen, J., A coefficient of agreement for nominal scale (1960) Edu Psychol Meas, 20, pp. 37-46
Parker, G. J. M., Chard, D. T., Volume and atrophy (2004) Quantitative MRI of the Brain: Measuring Changes Caused by Disease, pp. 533-558. , John Wiley & Sons, Chichester, UK, ISBN 0-470-84721-2, P. Tofts (Ed.
De Jong, L. W., van der Hiele, K., Veer, I. M., Houwing, J. J., Westendorp, R. G., Bollen, E. L., Strongly reduced volumes of putamen and thalamus in Alzheimer's disease: an MRI study (2008) Brain, 131 (PART 12), pp. 3277-3285
Anderson, T. W., (1984) An introduction to multivariate statistical analysis, , Wiley, New York
Magnotta, V. A., Heckel, D., Andreasen, N. C., Cizadlo, T., Corson, P. W., Ehrhardt, J. C., Measurement of brain structures with artificial neural networks: two and three-dimensional applications (1999) Radiology, 211 (3), pp. 781-790
Bazin, P. L., Pham, D., Homeomorphic brain image segmentation with topological and statistical atlases (2008) Med Image Anal, 12 (5), pp. 616-625
Duda, R. O., Hart, P. E., Stork, D. G., (2001) Pattern classification, , John Wiley & Sons, New York
Wand, M. P., Jones, M. C., (1995) Kernel smoothing, , Chapman and Hall, London
Hyv rinen, A., Fast and robust fixed-point algorithms for independent component analysis (1999) IEEE Trans Neural Netw, 10 (3), pp. 626-634
Selvan, S. E., Amato, U., Gallivan, K. A., Qi, C. H., Carfora, M. F., Larobina, M., Descent algorithms on oblique manifold for source-adaptive ICA contrast (2012) IEEE Trans Neural Netw Learn Syst, 23 (12), pp. 1930-1947
Dempster, A. P., Laird, N. M., Rubin, D. B., Maximum likelihood from incomplete data via the EM algorithm (with discussion) (1977) J Roy Stat Soc B, 39, pp. 1-38
Boser, B. E., Guyon, I. M., Vapnik, V. N., A training algorithm for optimal margin classifiers (1992) Proceedings of the 5th annual ACM workshop on computational learning theory, pp. 144-152. , ACM Press, Pittsburgh, PA, D. Haussler (Ed.)
Chang, C. C., Lin, C. J., LIBSVM: a library for support vector machines (2011) ACM Trans Intell Syst Technol, 2 (3). , 27: 1-27: 27
Holmes, C. J., Hoge, R., Collins, L., Woods, R., Toga, A. W., Evans, A. C., Enhancement of MR images using registration for signal averaging (1998) J Comput Assist Tomogr, 22 (2), pp. 324-333
Ahsan, R. L., Allom, R., Gousias, I. S., Habib, H., Turkheimer, F. E., Free, S., Volumes, spatial extents and a probabilistic atlas of the human basal ganglia and thalamus (2007) Neuroimage, 38 (2), pp. 261-270
Woods, R. P., Grafton, S. T., Watson, J. D. G., Sicotte, N. L., Mazziotta, J. C., Automated image registration: II. intersubject validation of linear and nonlinear models (1998) J Comput Assist Tomogr, 22 (1), pp. 153-165
Smith, S. M., Fast robust automated brain extraction (2002) Hum Brain Mapping, 17 (3), pp. 143-155
Evaluation of supervised methods for the classification of major tissues and subcortical structures in multispectral brain magnetic resonance images
This work investigates the capability of supervised classification methods in detecting both major tissues and subcortical structures using multispectral brain magnetic resonance images. First, by means of a realistic digital brain phantom, we investigated the classification performance of various Discriminant Analysis methods, K-Nearest Neighbor and Support Vector Machine. Then, using phantom and real data, we quantitatively assessed the benefits of integrating anatomical information in the classification, in the form of voxels coordinates as additional features to the intensities or tissue probabilistic atlases as priors. In addition we tested the effect of spatial correlations between neighboring voxels and image denoising. For each brain tissue we measured the classification performance in terms of global agreement percentage, false positive and false negative rates and kappa coefficient. The effectiveness of integrating spatial information or a tissue probabilistic atlas has been demonstrated for the aim of accurately classifying brain magnetic resonance images. © 2014 Elsevier Ltd.
This work investigates the capability of supervised classification methods in detecting both major tissues and subcortical structures using multispectral brain magnetic resonance images. First, by means of a realistic digital brain phantom, we investigated the classification performance of various Discriminant Analysis methods, K-Nearest Neighbor and Support Vector Machine. Then, using phantom and real data, we quantitatively assessed the benefits of integrating anatomical information in the classification, in the form of voxels coordinates as additional features to the intensities or tissue probabilistic atlases as priors. In addition we tested the effect of spatial correlations between neighboring voxels and image denoising. For each brain tissue we measured the classification performance in terms of global agreement percentage, false positive and false negative rates and kappa coefficient. The effectiveness of integrating spatial information or a tissue probabilistic atlas has been demonstrated for the aim of accurately classifying brain magnetic resonance images. © 2014 Elsevier Ltd.
Evaluation of supervised methods for the classification of major tissues and subcortical structures in multispectral brain magnetic resonance images
Evaluation of supervised methods for the classification of major tissues and subcortical structures in multispectral brain magnetic resonance images
Other filter: ([btitle,keywords] "Atlas-Based" OR [bti ...
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Larobina M, Murino L, Cervo A, Alfano B
* Self-Trained Supervised Segmentation of Subcortical Brain Structures Using Multispectral Magnetic Resonance Images (356 views)
Biomed Research International, 2015; 2015: N/D-9.
Impact Factor: 2.13
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Conson M, Cella L, Pacelli R, Comerci M, Liuzzi R, Salvatore M, Quarantelli M
* Automated delineation of brain structures in patients undergoing radiotherapy for primary brain tumors: From atlas to dose-volume histograms (812 views) (PDF 377 views)
Radiother Oncol (ISSN: 0167-8140, 1879-0887, 0167-8140linking), 2014 Sep; 112(3): 326-331.
Impact Factor: 4.363
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Comerci M, Elefante A, Strianese D, Senese R, Bonavolonta P, Alfano B, Bonavolonta B, Brunetti A
* Semiautomatic regional segmentation to measure orbital fat volumes in thyroid-associated ophthalmopathy. A validation study (517 views) (PDF 254 views)
Neuroradiol J (ISSN: 1971-4009, 1971-4009print, 1971-4009linking), 2013 Aug; 26(4): 373-379.
Impact Factor: 2.16
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Cella L, Conson M, Pacelli R, Quarantelli M
* An Automated Atlas-Based Method For Definition Of Brain Structures On Segmentated Mri In Patients With Primary Brain Neoplasms (275 views)
Radiother Oncol (ISSN: 0167-8140, 1879-0887, 1879-0887electronic), 2012; 102: N/D-N/D.
Impact Factor: 4.52
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Alfano B, Comerci M, Larobina M, Prinster A, Hornak JP, Selvan SE, Amato U, Quarantelli M, Tedeschi G, Brunetti A, Salvatore M
* An MRI digital brain phantom for validation of segmentation methods (504 views) (PDF 667 views)
Med Image Anal (ISSN: 1361-8415, 1361-8423, 1361-8415linking), 2011 Jun; 15(3): 329-339.
Impact Factor: 4.424
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Ceccarelli M, Speranza A, Grimaldi D, Lamonaca F
* A Computer Vision Approach to Micro-Nucleus automatic detection and surface measurements (406 views)
Vols 1 3i2mtc (ISSN: 0018-9456), 2010 Sep 10; 59(9): 2383-2390.
Impact Factor: 1.79
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Alfano B, Comerci M, De Pietro G, Esposito A
* An ontology-based technique for validation of MRI brain segmentation methods (451 views) (PDF 244 views)
Lecture Notes In Computer Science (ISSN: 0302-9743, 0302-974335404636319783540463634, 0302-974335402975459783540297543), 2007; 4805LNCS(PART1): 566-575.
Impact Factor: 0.302
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Quarantelli M, Lanzillo R, Del Vecchio W, Mollica C, Prinster A, Iadicicco L, Iodice V, Santoro L, Salvatore M
* Modifications of brain tissue volumes in facioscapulohumeral dystrophy (533 views)
Neuroimage (ISSN: 1053-8119, 1053-8119linking), 2006 Sep; 32(3): 1237-1242.
Impact Factor: 5.559
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Berkouk K, Quarantelli M, Prinster A, Landeau B, Alfano B, Baron JC
* Mapping The Relative Contribution Of Gray Matter Activity Versus Volume In Brain Pet. A New Approach (388 views) (PDF 231 views)
J Neuroimaging (ISSN: 1051-2284, 1051-2284linking), 2006 Jul; 16(3): 224-235.
Impact Factor: 1.298
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Tedeschi G, Dinacci D, Lavorgna L, Bonavita V, Livrea P, Quattrone A, Messina C, Savettieri G, Paciello M, Reggio A, Brunetti A, Russo P, Alfano B
* Automated brain MR segmentation in a large MS population (395 views)
Neurology (ISSN: 0028-3878, 1526-632x, 1526-632xelectronic), 2004 Apr 13; 62(7): N/D-N/D.
Impact Factor: 5.973
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Amato U, Larobina M, Antoniadis A, Alfano B
* Segmentation of magnetic resonance brain images through discriminant analysis (586 views) (PDF 242 views)
J Neurosci Methods (ISSN: 0165-0270, 0165-0270linking, 1872-678xelectronic), 2003 Dec 30; 131(1-2): 65-74.
Impact Factor: 1.777
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Quarantelli M, Ciarmiello A, Morra VB, Orefice G, Larobina M, Lanzillo R, Schiavone V, Salvatore E, Alfano B, Brunetti A
* Brain tissue volume changes in relapsing-remitting multiple sclerosis: Correlation with lesion load (441 views) (PDF 233 views)
Neuroimage (ISSN: 1053-8119, 1053-8119linking), 2003 Feb; 18(2): 360-366.
Impact Factor: 6.192
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Dellegrottaglie S, Perrone-Filardi P, Pace L, Prastaro M, Della Morte AM, Ponticelli MP, Piscione F, Storto G, De Luca G, Salvatore M, Chiariello M
* Prediction of long-term effects of revascularization on regional and global left ventricular function by dobutamine echocardiography and rest TI-201 imaging alone and in combination in patients with chronic coronary artery disease (320 views)
J Nucl Cardiol (ISSN: 1071-3581, 1532-6551, 1532-6551electronic), 2002 Mar; 9(2): 174-182.
Impact Factor: 1.167
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Alfano B, Brunetti A, Larobina M, Quarantelli M, Tedeschi E, Ciarmiello A, Covelli EM, Salvatore M
Automated segmentation and measurement of global white matter lesion volume in patients with multiple sclerosis (464 views) (PDF 618 views)
J Magn Reson Imaging (ISSN: 1053-1807, 1522-2586electronic, 1053-1807linking), 2000 Dec; 12(6): 799-807.
Impact Factor: 1.302
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Brunetti A, Postiglione A, Tedeschi E, Ciarmiello A, Quarantelli M, Covelli EM, Milan G, Larobina M, Soricelli A, Sodano A, Alfano B
Measurement of global brain atrophy in Alzheimer's disease with unsupervised segmentation of spin-echo MRI studies (612 views) (PDF 271 views)
J Magn Reson Imaging (ISSN: 1053-1807, 1522-2586electronic), 2000 Mar; 11(3): 260-266.
Impact Factor: 1.302
View Export to BibTeX Export to EndNote
Brunetti A, Postiglione A, Tedeschi E, Ciarmiello A, Quarantelli M, Covelli E, Milan G, Larobina M, Soricelli A, Sodano A, Alfano B
Measurement of global drain atrophy in Alzheimer's disease with unsupervised segmentation of spin-echo MRI studies (437 views)
J Magn Reson Imaging (ISSN: 1053-1807, 1522-2586electronic), 2000 Mar; 11(3): N/D-N/D.
Impact Factor: 1.302
View Export to BibTeX Export to EndNote
Larobina M, Quarantelli M, Tedeschi E, Brunetti A, Alfano B, Salvatore M
Validation of an automated regional brain segmentation method using a stereotactic Talairach approach (458 views)
Surgery International Congress Series Car 97 (ISSN: 0531-5131), 1999; 1191: N/D-N/D.
Impact Factor: 1.438
View Export to BibTeX Export to EndNote
Pace L, Perrone-Filardi P, Mainenti PP, Prastaro M, Vezzuto P, Varrone A, Crisci T, Cuocolo A, Dellegrottaglie S, Piscione F, Chiariello M, Salvatore M
Combined evaluation of rest-redistribution thallium-201 tomography and low-dose dobutamine echocardiography enhances the identification of viable myocardium in patients with chronic coronary artery disease (294 views)
Eur J Nucl Med (ISSN: 0340-6997, 1619-7070, 1619-7089), 1998 Jul; 25(7): 744-750.
Impact Factor: 2.564
View Export to BibTeX Export to EndNote
Alfano B, Quarantelli M, Brunetti A, Larobina M, Covelli EM, Tedeschi E, Salvatore M
Reproducibility of intracranial volume measurement by unsupervised multispectral brain segmentation (548 views) (PDF 595 views)
Magn Reson Med (ISSN: 0740-3194, 1522-2594electronic, 0740-3194linking), 1998 Mar; 39(3): 497-499.
Impact Factor: 2.962
View Export to BibTeX Export to EndNote
Alfano B, Brunetti A, Covelli EM, Quarantelli M, Panico M, Ciarmiello A, Salvatore M
Unsupervised, automated segmentation of the normal brain using a multispectral relaxometric magnetic resonance approach (539 views) (PDF 689 views)
Magn Reson Med (ISSN: 0740-3194, 1522-2594electronic, 0740-3194linking), 1997 Jan; 37(1): 84-93.
Impact Factor: 3.012
View Export to BibTeX Export to EndNote
Alfano B, Brunetti A, Quarantelli M, Larobina M, Covelli EM, Tedeschi E, Ciarmiello A, Salvatore M
Fully-automated multispectral MR brain segmentation for detection and volumetric measurement of white matter lesions (372 views)
Surgery International Congress Series Car 97 (ISSN: 0531-5131), 1997; 1134: N/D-N/D.
Impact Factor: 1.438
View Export to BibTeX Export to EndNote
Brunetti A, Covelli E, Tedeschi E, Quarantelli M, Soricelli A, Salvatore M, Alfano B
Unsupervised multifeature MR segmentation for assessment of intracranial liquoral spaces: Comparison with conventional linear measures (365 views)
Surgery International Congress Series Car 97 (ISSN: 0531-5131), 1996; 1124: N/D-N/D.
Impact Factor: 1.438
View Export to BibTeX Export to EndNote
ALFANO B, ARPAIA M, BRUNETTI A, COVELLI E, CASTELLI L, CARACO C, SORICELLI A, TEDESCHI E, SALVATORE M
Automatic segmentation and evaluation of the volume of gray matter, white matter and cerebrospinal fluid by MRI (335 views)
Neuroradiology 1994, 1994; N/D: N/D-N/D.
Impact Factor: 0
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Nicolai E, Cuocolo A, Pace L, Maurea S, Nappi A, Imbriaco M, Cardei S, Morisco C, Argenziano L, Salvatore M
Ventricular systolic wall thickening by Technetium-99m methoxy-isobutyl-isonitrile. Relationship with coronary anatomy (261 views)
Radiol Med (ISSN: 0033-8362, 1826-6983, 1826-6983electronic), 1994; 88(1-2): 100-106.
Impact Factor: 0.967
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* MAVEN: An Algorithm for Multi-Parametric Automated Segmentation of Brain Veins from Gradient Echo Acquisitions (220 views) (PDF 188 views)
Ieee T Med Imaging (ISSN: 0278-0062), 2017; 36(5): 1054-1065.
Impact Factor: 6.131
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Monti S, Borrelli P, Cocozza S, Straub S, Ladd ME, Salvatore M, Mancini M, Tedeschi E, Palma G
* Assessment of an automated vein segmentation algorithm for MRI brain acquisitions at different field strengths (373 views) (PDF 182 views)
6th Annual Meeting Of The International Society For Neurovascular Disease, 2016 Apr; N/D: N/D-N/D.
Impact Factor: 0
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Monti S, Borrelli P, Cocozza S, Salvatore M, Mancini M, Tedeschi E, Palma G
* Multi-parametric algorithm for the automated segmentation of brain vein (350 views) (PDF 188 views)
6th Annual Meeting Of The International Society For Neurovascular Disease, 2016 Apr; N/D: N/D-N/D.
Impact Factor: 0
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Mainenti PP, Pizzuti LM, Segreto S, Comerci M, Fronzo SD, Romano F, Crisci V, Smaldone M, Laccetti E, Storto G, Alfano B, Maurea S, Salvatore M, Pace L
* Diffusion volume (DV) measurement in endometrial and cervical cancer: A new MRI parameter in the evaluation of the tumor grading and the risk classification (918 views) (PDF 238 views)
Eur J Radiol (ISSN: 0720-048x, 0720-048xlinking), 2016 Jan; 85(1): 113-124.
Impact Factor: 2.462
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Varrone A, Pappata S, Quarantelli M
* Movement disorders: Focus on Parkinson’s disease and related disorders (390 views)
Pet Ct And Pet Mri In Neurology (ISSN: 9783-3193161479783319316123), 2016; N/D: 103-125.
Impact Factor: 0
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Cervo A, Cocozza S, Saccà F, Giorgio SM, Morra VB, Tedeschi E, Marsili A, Vacca G, Palma V, Brunetti A, Quarantelli M
* The combined use of conventional MRI and MR spectroscopic imaging increases the diagnostic accuracy in amyotrophic lateral sclerosis (422 views)
Eur J Radiol (ISSN: 0720-048x), 2015 Jan; 84(1): 151-157.
Impact Factor: 2.593
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Monti S, Palma G, Borrelli P, Tedeschi E, Cocozza S, Salvatore M, Mancini M
* A multiparametric and multiscale approach to automated segmentation of brain veins (463 views) (PDF 260 views)
Proceedings Of Engineering In Medicine And Biology Society, 2015; N/D: 3041-3044.
Impact Factor: 0
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Monti S, Palma G, Tedeschi E, Borrelli P, Cocozza S, Salvatore M, Mancini M
* MULTIPARAMETRIC AUTOMATED SEGMENTATION OF BRAIN VEINS (408 views)
Veins And Lymphatics (ISSN: 2279-7483), 2015; 4(s1): 13-13.
Impact Factor: 0
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Larobina M, Murino L, Cervo A, Alfano B
* Self-Trained Supervised Segmentation of Subcortical Brain Structures Using Multispectral Magnetic Resonance Images (356 views)
Biomed Research International, 2015; 2015: N/D-9.
Impact Factor: 2.13
View Export to BibTeX Export to EndNote
Conson M, Cella L, Pacelli R, Comerci M, Liuzzi R, Salvatore M, Quarantelli M
* Automated delineation of brain structures in patients undergoing radiotherapy for primary brain tumors: From atlas to dose-volume histograms (812 views) (PDF 377 views)
Radiother Oncol (ISSN: 0167-8140, 1879-0887, 0167-8140linking), 2014 Sep; 112(3): 326-331.
Impact Factor: 4.363
View Export to BibTeX Export to EndNote
Comerci M, Elefante A, Strianese D, Senese R, Bonavolonta P, Alfano B, Bonavolonta B, Brunetti A
* Semiautomatic regional segmentation to measure orbital fat volumes in thyroid-associated ophthalmopathy. A validation study (517 views) (PDF 254 views)
Neuroradiol J (ISSN: 1971-4009, 1971-4009print, 1971-4009linking), 2013 Aug; 26(4): 373-379.
Impact Factor: 2.16
View Export to BibTeX Export to EndNote
Cella L, Conson M, Pacelli R, Quarantelli M
* An Automated Atlas-Based Method For Definition Of Brain Structures On Segmentated Mri In Patients With Primary Brain Neoplasms (275 views)
Radiother Oncol (ISSN: 0167-8140, 1879-0887, 1879-0887electronic), 2012; 102: N/D-N/D.
Impact Factor: 4.52
View Export to BibTeX Export to EndNote
Alfano B, Comerci M, Larobina M, Prinster A, Hornak JP, Selvan SE, Amato U, Quarantelli M, Tedeschi G, Brunetti A, Salvatore M
* An MRI digital brain phantom for validation of segmentation methods (504 views) (PDF 667 views)
Med Image Anal (ISSN: 1361-8415, 1361-8423, 1361-8415linking), 2011 Jun; 15(3): 329-339.
Impact Factor: 4.424
View Export to BibTeX Export to EndNote
Ceccarelli M, Speranza A, Grimaldi D, Lamonaca F
* A Computer Vision Approach to Micro-Nucleus automatic detection and surface measurements (406 views)
Vols 1 3i2mtc (ISSN: 0018-9456), 2010 Sep 10; 59(9): 2383-2390.
Impact Factor: 1.79
View Export to BibTeX Export to EndNote
Alfano B, Comerci M, De Pietro G, Esposito A
* An ontology-based technique for validation of MRI brain segmentation methods (451 views) (PDF 244 views)
Lecture Notes In Computer Science (ISSN: 0302-9743, 0302-974335404636319783540463634, 0302-974335402975459783540297543), 2007; 4805LNCS(PART1): 566-575.
Impact Factor: 0.302
View Export to BibTeX Export to EndNote
Quarantelli M, Lanzillo R, Del Vecchio W, Mollica C, Prinster A, Iadicicco L, Iodice V, Santoro L, Salvatore M
* Modifications of brain tissue volumes in facioscapulohumeral dystrophy (533 views)
Neuroimage (ISSN: 1053-8119, 1053-8119linking), 2006 Sep; 32(3): 1237-1242.
Impact Factor: 5.559
View Export to BibTeX Export to EndNote
Berkouk K, Quarantelli M, Prinster A, Landeau B, Alfano B, Baron JC
* Mapping The Relative Contribution Of Gray Matter Activity Versus Volume In Brain Pet. A New Approach (388 views) (PDF 231 views)
J Neuroimaging (ISSN: 1051-2284, 1051-2284linking), 2006 Jul; 16(3): 224-235.
Impact Factor: 1.298
View Export to BibTeX Export to EndNote
Tedeschi G, Dinacci D, Lavorgna L, Bonavita V, Livrea P, Quattrone A, Messina C, Savettieri G, Paciello M, Reggio A, Brunetti A, Russo P, Alfano B
* Automated brain MR segmentation in a large MS population (395 views)
Neurology (ISSN: 0028-3878, 1526-632x, 1526-632xelectronic), 2004 Apr 13; 62(7): N/D-N/D.
Impact Factor: 5.973
View Export to BibTeX Export to EndNote
Amato U, Larobina M, Antoniadis A, Alfano B
* Segmentation of magnetic resonance brain images through discriminant analysis (586 views) (PDF 242 views)
J Neurosci Methods (ISSN: 0165-0270, 0165-0270linking, 1872-678xelectronic), 2003 Dec 30; 131(1-2): 65-74.
Impact Factor: 1.777
View Export to BibTeX Export to EndNote
Quarantelli M, Ciarmiello A, Morra VB, Orefice G, Larobina M, Lanzillo R, Schiavone V, Salvatore E, Alfano B, Brunetti A
* Brain tissue volume changes in relapsing-remitting multiple sclerosis: Correlation with lesion load (441 views) (PDF 233 views)
Neuroimage (ISSN: 1053-8119, 1053-8119linking), 2003 Feb; 18(2): 360-366.
Impact Factor: 6.192
View Export to BibTeX Export to EndNote
Dellegrottaglie S, Perrone-Filardi P, Pace L, Prastaro M, Della Morte AM, Ponticelli MP, Piscione F, Storto G, De Luca G, Salvatore M, Chiariello M
* Prediction of long-term effects of revascularization on regional and global left ventricular function by dobutamine echocardiography and rest TI-201 imaging alone and in combination in patients with chronic coronary artery disease (320 views)
J Nucl Cardiol (ISSN: 1071-3581, 1532-6551, 1532-6551electronic), 2002 Mar; 9(2): 174-182.
Impact Factor: 1.167
View Export to BibTeX Export to EndNote
Alfano B, Brunetti A, Larobina M, Quarantelli M, Tedeschi E, Ciarmiello A, Covelli EM, Salvatore M
Automated segmentation and measurement of global white matter lesion volume in patients with multiple sclerosis (464 views) (PDF 618 views)
J Magn Reson Imaging (ISSN: 1053-1807, 1522-2586electronic, 1053-1807linking), 2000 Dec; 12(6): 799-807.
Impact Factor: 1.302
View Export to BibTeX Export to EndNote
Brunetti A, Postiglione A, Tedeschi E, Ciarmiello A, Quarantelli M, Covelli EM, Milan G, Larobina M, Soricelli A, Sodano A, Alfano B
Measurement of global brain atrophy in Alzheimer's disease with unsupervised segmentation of spin-echo MRI studies (612 views) (PDF 271 views)
J Magn Reson Imaging (ISSN: 1053-1807, 1522-2586electronic), 2000 Mar; 11(3): 260-266.
Impact Factor: 1.302
View Export to BibTeX Export to EndNote
Brunetti A, Postiglione A, Tedeschi E, Ciarmiello A, Quarantelli M, Covelli E, Milan G, Larobina M, Soricelli A, Sodano A, Alfano B
Measurement of global drain atrophy in Alzheimer's disease with unsupervised segmentation of spin-echo MRI studies (437 views)
J Magn Reson Imaging (ISSN: 1053-1807, 1522-2586electronic), 2000 Mar; 11(3): N/D-N/D.
Impact Factor: 1.302
View Export to BibTeX Export to EndNote
Larobina M, Quarantelli M, Tedeschi E, Brunetti A, Alfano B, Salvatore M
Validation of an automated regional brain segmentation method using a stereotactic Talairach approach (458 views)
Surgery International Congress Series Car 97 (ISSN: 0531-5131), 1999; 1191: N/D-N/D.
Impact Factor: 1.438
View Export to BibTeX Export to EndNote
Pace L, Perrone-Filardi P, Mainenti PP, Prastaro M, Vezzuto P, Varrone A, Crisci T, Cuocolo A, Dellegrottaglie S, Piscione F, Chiariello M, Salvatore M
Combined evaluation of rest-redistribution thallium-201 tomography and low-dose dobutamine echocardiography enhances the identification of viable myocardium in patients with chronic coronary artery disease (294 views)
Eur J Nucl Med (ISSN: 0340-6997, 1619-7070, 1619-7089), 1998 Jul; 25(7): 744-750.
Impact Factor: 2.564
View Export to BibTeX Export to EndNote
Alfano B, Quarantelli M, Brunetti A, Larobina M, Covelli EM, Tedeschi E, Salvatore M
Reproducibility of intracranial volume measurement by unsupervised multispectral brain segmentation (548 views) (PDF 595 views)
Magn Reson Med (ISSN: 0740-3194, 1522-2594electronic, 0740-3194linking), 1998 Mar; 39(3): 497-499.
Impact Factor: 2.962
View Export to BibTeX Export to EndNote
Alfano B, Brunetti A, Covelli EM, Quarantelli M, Panico M, Ciarmiello A, Salvatore M
Unsupervised, automated segmentation of the normal brain using a multispectral relaxometric magnetic resonance approach (539 views) (PDF 689 views)
Magn Reson Med (ISSN: 0740-3194, 1522-2594electronic, 0740-3194linking), 1997 Jan; 37(1): 84-93.
Impact Factor: 3.012
View Export to BibTeX Export to EndNote
Alfano B, Brunetti A, Quarantelli M, Larobina M, Covelli EM, Tedeschi E, Ciarmiello A, Salvatore M
Fully-automated multispectral MR brain segmentation for detection and volumetric measurement of white matter lesions (372 views)
Surgery International Congress Series Car 97 (ISSN: 0531-5131), 1997; 1134: N/D-N/D.
Impact Factor: 1.438
View Export to BibTeX Export to EndNote
Brunetti A, Covelli E, Tedeschi E, Quarantelli M, Soricelli A, Salvatore M, Alfano B
Unsupervised multifeature MR segmentation for assessment of intracranial liquoral spaces: Comparison with conventional linear measures (365 views)
Surgery International Congress Series Car 97 (ISSN: 0531-5131), 1996; 1124: N/D-N/D.
Impact Factor: 1.438
View Export to BibTeX Export to EndNote
ALFANO B, ARPAIA M, BRUNETTI A, COVELLI E, CASTELLI L, CARACO C, SORICELLI A, TEDESCHI E, SALVATORE M
Automatic segmentation and evaluation of the volume of gray matter, white matter and cerebrospinal fluid by MRI (335 views)
Neuroradiology 1994, 1994; N/D: N/D-N/D.
Impact Factor: 0
View Export to BibTeX Export to EndNote
Nicolai E, Cuocolo A, Pace L, Maurea S, Nappi A, Imbriaco M, Cardei S, Morisco C, Argenziano L, Salvatore M
Ventricular systolic wall thickening by Technetium-99m methoxy-isobutyl-isonitrile. Relationship with coronary anatomy (261 views)
Radiol Med (ISSN: 0033-8362, 1826-6983, 1826-6983electronic), 1994; 88(1-2): 100-106.
Impact Factor: 0.967
View Export to BibTeX Export to EndNote
32 Records (21 excluding Abstracts).
Total impact factor: 70.566 (54.155 excluding Abstracts).
Total 5 year impact factor: 86.24 (63.418 excluding Abstracts).
Total impact factor: 70.566 (54.155 excluding Abstracts).
Total 5 year impact factor: 86.24 (63.418 excluding Abstracts).
468 views. Last view on Saturday 14 January 2023, 17:13:47
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