MAVEN: An Algorithm for Multi-Parametric Automated Segmentation of Brain Veins from Gradient Echo Acquisitions (207 views) (PDF public 184 views)
Ieee T Med Imaging (ISSN: 0278-0062), 2017; 36(5): 1054-1065.
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Paper type: Journal Article,
Impact factor: 6.131, 5-year impact factor: 5.546
Url: https://www.scopus.com/inward/record.uri?eid=2-s2.0-85019170931&doi=10.1109%2fTMI.2016.2645286&partnerID=40&md5=41dc962afe1356f702791a673e9ac74b
Keywords: Brain Veins, Mri, Segmentation, Vesselness, Automation, Image Segmentation, Magnetic Resonance Imaging, Neurodegenerative Diseases, Trees (mathematics), Algorithm Parameters, Automated Segmentation, Manual Segmentation, Neurodegenerative Disorders, Parametric Information, Quantitative And Qualitative Analysis, Traumatic Brain Injuries, Parameter Estimation, Adult, Article, False Positive Result, Female, Human, Human Experiment, Image Analysis, Multiparametric Magnetic Resonance Imaging, Neuroimaging, Normal Human, Quantitative Analysis, Reproducibility, Nuclear Magnetic Resonance Imaging, Cerebral Veins, Reproducibility Of Results,
Affiliations:
*** IBB - CNR ***
IRCCS SDN, Naples, 80143, Italy
Department of Electronic, Information and Bioengineering, Politecnico di Milano, Milan, 20133, Italy
Department of Advanced Biomedical Sciences, University Federico II, Naples, 80131, Italy
Department of Medical Physics in Radiology, German Cancer Research Center, Heidelberg, 69120, Germany
Institute of Biostructure and Bioimaging, National Research Council, Naples, 80145, Italy
References:
Haacke, E.M., Xu, Y., Cheng, Y.-C.N., Reichenbach, J.R., Susceptibility weighted imaging (SWI) (2004) Magn. Reson. Med., 52 (3), pp. 612-618. , Se
Coutinho, J.M., Gerritsma, J.J., Zuurbier, S.M., Stam, J., Isolated cortical vein thrombosis: Systematic review of case reports and case series (2014) Stroke, 45 (6), pp. 1836-1838
Chen, S., Venous system in acute brain injury: Mechanisms of pathophysiological change and function (2015) Exp. Neurol., 272, pp. 4-10. , Oct
Toro, E.F., Brain venous haemodynamics, neurological diseases and mathematical modelling. A review (2016) Appl. Math. Comput., 272, pp. 542-579. , Jan
Beggs, C.B., Venous hemodynamics in neurological disorders: An analytical review with hydrodynamic analysis (2013) BMC Med., 11 (1), p. 142
Adams, C.W., Abdulla, Y.H., Torres, E.M., Poston, R.N., Periventricular lesions in multiple sclerosis: Their perivenous origin and relationship to granular ependymitis (1987) Neuropathol. Appl. Neurobiol., 13 (2), pp. 141-152
De Simone, R., Ranieri, A., Montella, S., Marchese, M., Bonavita, V., Sinus venous stenosis-associated idiopathic intracranial hypertension without papilledema as a powerful risk factor for progression and refractoriness of headache (2012) Current Pain Headache Rep., 16 (3), pp. 261-269. , Jun
Saposnik, G., Diagnosis and management of cerebral venous thrombosis: A statement for healthcare professionals from the American Heart Association/American stroke association (2011) Stroke, 48 (2), pp. 1158-1192
Tsai, F.Y., Kostanian, V., Rivera, M., Lee, K.-W., Chen, C.C., Nguyen, T.H., Cerebral venous congestion as indication for throm-bolytic treatment (2007) CardioVascular Intervent. Radiol., 30 (4), pp. 675-687. , Jul
Brown, W.R., Thore, C.R., Review: Cerebral microvascular pathology in ageing and neurodegeneration (2011) Neuropathol. Appl. Neurobiol., 37 (1), pp. 56-74. , Feb
Bateman, G., The pathophysiology of idiopathic normal pressure hydro-cephalus: Cerebral ischemia or altered venous hemodynamics? (2008) AJNR Amer. J. Neuroradiol., 29 (1), pp. 198-203
Yan, S., Increased visibility of deep medullary veins in leukoaraio-sis: A 3-T MRI study (2014) Front Aging Neurosci., 6, p. 144. , Sep
Moody, D.M., Brown, W.R., Challa, V.R., Anderson, R.L., Periventricular venous collagenosis: Association with leukoaraiosis (1995) Radiol., 194 (2), pp. 469-476
Kau, T., The 'central vein sign': Is there a place for susceptibility weighted imaging in possible multiple sclerosis? (2013) Eur. Radiol., 23 (7), pp. 1956-1962. , Jul
Gaitán, M.I., De Alwis, M.P., Sati, P., Nair, G., Reich, D.S., Multiple sclerosis shrinks intralesional, and enlarges extralesional, brain parenchymal veins (2013) Neurology, 80 (2), pp. 145-151
Zivadinov, R., Decreased brain venous vasculature visibility on susceptibility-weighted imaging venography in patients with multiple sclerosis is related to chronic cerebrospinal venous insufficiency (2011) BMC Neurol., 11 (1), p. 1
Haacke, E.M., Reichenbach, J.R., (2014) Susceptibility Weighted Imaging MRI: Basic Concepts and Clinical Applications, , Hoboken NJ USA: Wiley
Arrigoni, F., Deep medullary vein involvement in neonates with brain damage: An MR imaging study (2011) AJNR Amer. J. Neuroradiol., 32 (11), pp. 2030-2036
Bériault, S., Sadikot, A.F., Alsubaie, F., Drouin, S., Collins, D.L., Pike, G.B., Neuronavigation using susceptibility-weighted venography: Application to deep brain stimulation and comparison with gadolinium contrast: Technical note (2014) J. Neurosurgery, 121 (1), pp. 131-141
Nowinski, W.L., Volkau, I., Marchenko, Y., Thirunavuukarasuu, A., Ng, T.T., Runge, V.M., A 3D model of human cerebrovasculature derived from 3T magnetic resonance angiography (2009) Neuroinformatics, 7 (1), pp. 23-36
Lesage, D., Angelini, E.D., Bloch, I., Funka-Lea, G., A review of 3D vessel lumen segmentation techniques: Models, features and extraction schemes (2009) Med. Image Anal., 13 (6), pp. 819-845. , Aug
Frangi, A.F., Niessen, W.J., Vincken, K.L., Viergever, M.A., Multiscale vessel enhancement filtering (1998) Proc. MICCAI, pp. 130-137
Manniesing, R., Viergever, M.A., Niessen, W.J., Vessel enhancing diffusion: A scale space representation of vessel structures (2006) Med. Image Anal., 10 (6), pp. 815-825
Koopmans, P.J., Manniesing, R., Niessen, W.J., Viergever, M.A., Barth, M., MR venography of the human brain using susceptibility weighted imaging at very high field strength (2008) Magn. Reson. Mater. Phys., Biol. Med., 21 (1), pp. 149-158
Bériault, S., Archambault-Wallenburg, M., Sadikot, A.F., Collins, D.L., Pike, G.B., Automatic Markov random field segmentation of susceptibility-weighted MR venography (2014) Clinical Image-Based Procedures. Translational Research in Medical Imaging, pp. 39-47. , Cham, Switzerland: Springer
Monti, S., A multiparametric and multiscale approach to automated segmentation of brain veins (2015) Proc. 37th Annu. Int. Conf. IEEE Eng. Med. Biol. Soc. (EMBC), Aug., pp. 3041-3044
Bériault, S., Xiao, Y., Collins, D.L., Pike, G.B., Automatic SWI venography segmentation using conditional random fields (2015) IEEE Trans. Med. Imag., 34 (12), pp. 2478-2491. , Dec
Xu, X., Segmentation of cerebral venous vessel in SWI based on multi-adaptive threshold with vessel enhancement and background effects elimination (2012) Proc. 6th Int. Conf. Internet Comput. Sci. Eng. (ICICSE), pp. 107-111. , Apr
Kuijf, H.J., Bouvy, W.H., Zwanenburg, J.J.M., Viergever, M.A., Biessels, G.J., Vincken, K.L., Automated detection of periven-tricular veins on 7 T brain MRI (2015) Proc. SPIE, 9413, p. 94132T
Kuijf, H.J., Quantification of deep medullary veins at 7 T brain MRI (2016) Eur. Radiol., 26 (10), pp. 3412-3418. , Oct
Monti, S., Automated multi-parametric segmentation of brain veins from GRE acquisition (2016) Proc. Int. Soc. Mag. Reson. Med., p. 1906
Smith, S.M., Fast robust automated brain extraction (2002) Human Brain Mapping, 17 (3), pp. 143-155
Cusack, R., Papadakis, N., New robust 3-D phase unwrapping algorithms: Application to magnetic field mapping and undistort-ing echoplanar images (2002) NeuroImage, 16 (3), pp. 754-764. , Jul
Schweser, F., Deistung, A., Lehr, B.W., Reichenbach, J.R., Quantitative imaging of intrinsic magnetic tissue properties using MRI signal phase: An approach to in vivo brain iron metabolism? (2011) NeuroImage, 54 (4), pp. 2789-2807. , Feb
Li, W., A method for estimating and removing streaking arti-facts in quantitative susceptibility mapping (2015) NeuroImage, 108, pp. 111-122. , Mar
Dubuisson, M.-P., Jain, A.K., A modified Hausdorff distance for object matching (1994) Proc. 12th IAPR Int. Conf. Pattern Recognit. (ICPR), 1, pp. 566-568. , Oct
Lee, T.C., Kashyap, R.L., Chu, C.N., Building skeleton models via 3-D medial surface axis thinning algorithms (1994) CVGIP, Graph. Models Image Process., 56 (6), pp. 462-478
Kerschnitzki, M., Architecture of the osteocyte network correlates with bone material quality (2013) J. Bone Mineral Res., 28 (8), pp. 1837-1845
Haacke, E.M., Tang, J., Neelavalli, J., Cheng, Y.C.N., Susceptibility mapping as a means to visualize veins and quantify oxygen saturation (2010) J. Magn. Reson. Imag., 32 (3), pp. 663-676. , Sep
Xu, Y., Haacke, E.M., The role of voxel aspect ratio in determining apparent vascular phase behavior in susceptibility weighted imaging (2006) Magn. Reson. Imag., 24 (2), pp. 155-160. , Feb
Kudo, K., Oxygen extraction fraction measurement using quantitative susceptibility mapping: Comparison with positron emission tomography (2015) J. Cerebral Blood Flow Metabolism, 36 (8), p. 6713
Louveau, A., Structural and functional features of central nervous system lymphatic vessels (2015) Nature, 523 (7560), pp. 337-341
Müller, L.O., Toro, E.F., A global multiscale mathematical model for the human circulation with emphasis on the venous system (2014) Int. J. Numer. Methods Biomed. Eng., 30 (7), pp. 681-725. , Jul
Buades, A., Coll, B., Morel, J.-M., A review of image denoising algorithms, with a new one (2005) Multiscale Model. Simul., 4 (2), pp. 490-530
Borrelli, P., Palma, G., Comerci, M., Alfano, B., Unbiased noise estimation and denoising in parallel magnetic resonance imaging (2014) Proc. IEEE Int. Conf. Acoust., Speech Signal Process. (ICASSP), May, pp. 1230-1234
Borrelli, P., Improving signal-to-noise ratio in susceptibility weighted imaging: A novel multicomponent non-local approach (2015) PLoS ONE, 10 (6), p. e0126835
Palma, G., A novel multiparametric approach to 3D quantitative MRI of the brain (2015) PLoS ONE, 10 (8), p. e0134963
Palma, G., 3D non-local means denoising via multi-GPU (2013) Proc. Federated Conf. Comput. Sci. Inf. Syst. (FedCSIS), pp. 495-498. , Sep
Ieee T Med Imaging (ISSN: 0278-0062), 2017; 36(5): 1054-1065.
Export to BibTeX Export to EndNote
Paper type: Journal Article,
Impact factor: 6.131, 5-year impact factor: 5.546
Url: https://www.scopus.com/inward/record.uri?eid=2-s2.0-85019170931&doi=10.1109%2fTMI.2016.2645286&partnerID=40&md5=41dc962afe1356f702791a673e9ac74b
Keywords: Brain Veins, Mri, Segmentation, Vesselness, Automation, Image Segmentation, Magnetic Resonance Imaging, Neurodegenerative Diseases, Trees (mathematics), Algorithm Parameters, Automated Segmentation, Manual Segmentation, Neurodegenerative Disorders, Parametric Information, Quantitative And Qualitative Analysis, Traumatic Brain Injuries, Parameter Estimation, Adult, Article, False Positive Result, Female, Human, Human Experiment, Image Analysis, Multiparametric Magnetic Resonance Imaging, Neuroimaging, Normal Human, Quantitative Analysis, Reproducibility, Nuclear Magnetic Resonance Imaging, Cerebral Veins, Reproducibility Of Results,
Affiliations:
*** IBB - CNR ***
IRCCS SDN, Naples, 80143, Italy
Department of Electronic, Information and Bioengineering, Politecnico di Milano, Milan, 20133, Italy
Department of Advanced Biomedical Sciences, University Federico II, Naples, 80131, Italy
Department of Medical Physics in Radiology, German Cancer Research Center, Heidelberg, 69120, Germany
Institute of Biostructure and Bioimaging, National Research Council, Naples, 80145, Italy
References:
Haacke, E.M., Xu, Y., Cheng, Y.-C.N., Reichenbach, J.R., Susceptibility weighted imaging (SWI) (2004) Magn. Reson. Med., 52 (3), pp. 612-618. , Se
Coutinho, J.M., Gerritsma, J.J., Zuurbier, S.M., Stam, J., Isolated cortical vein thrombosis: Systematic review of case reports and case series (2014) Stroke, 45 (6), pp. 1836-1838
Chen, S., Venous system in acute brain injury: Mechanisms of pathophysiological change and function (2015) Exp. Neurol., 272, pp. 4-10. , Oct
Toro, E.F., Brain venous haemodynamics, neurological diseases and mathematical modelling. A review (2016) Appl. Math. Comput., 272, pp. 542-579. , Jan
Beggs, C.B., Venous hemodynamics in neurological disorders: An analytical review with hydrodynamic analysis (2013) BMC Med., 11 (1), p. 142
Adams, C.W., Abdulla, Y.H., Torres, E.M., Poston, R.N., Periventricular lesions in multiple sclerosis: Their perivenous origin and relationship to granular ependymitis (1987) Neuropathol. Appl. Neurobiol., 13 (2), pp. 141-152
De Simone, R., Ranieri, A., Montella, S., Marchese, M., Bonavita, V., Sinus venous stenosis-associated idiopathic intracranial hypertension without papilledema as a powerful risk factor for progression and refractoriness of headache (2012) Current Pain Headache Rep., 16 (3), pp. 261-269. , Jun
Saposnik, G., Diagnosis and management of cerebral venous thrombosis: A statement for healthcare professionals from the American Heart Association/American stroke association (2011) Stroke, 48 (2), pp. 1158-1192
Tsai, F.Y., Kostanian, V., Rivera, M., Lee, K.-W., Chen, C.C., Nguyen, T.H., Cerebral venous congestion as indication for throm-bolytic treatment (2007) CardioVascular Intervent. Radiol., 30 (4), pp. 675-687. , Jul
Brown, W.R., Thore, C.R., Review: Cerebral microvascular pathology in ageing and neurodegeneration (2011) Neuropathol. Appl. Neurobiol., 37 (1), pp. 56-74. , Feb
Bateman, G., The pathophysiology of idiopathic normal pressure hydro-cephalus: Cerebral ischemia or altered venous hemodynamics? (2008) AJNR Amer. J. Neuroradiol., 29 (1), pp. 198-203
Yan, S., Increased visibility of deep medullary veins in leukoaraio-sis: A 3-T MRI study (2014) Front Aging Neurosci., 6, p. 144. , Sep
Moody, D.M., Brown, W.R., Challa, V.R., Anderson, R.L., Periventricular venous collagenosis: Association with leukoaraiosis (1995) Radiol., 194 (2), pp. 469-476
Kau, T., The 'central vein sign': Is there a place for susceptibility weighted imaging in possible multiple sclerosis? (2013) Eur. Radiol., 23 (7), pp. 1956-1962. , Jul
Gaitán, M.I., De Alwis, M.P., Sati, P., Nair, G., Reich, D.S., Multiple sclerosis shrinks intralesional, and enlarges extralesional, brain parenchymal veins (2013) Neurology, 80 (2), pp. 145-151
Zivadinov, R., Decreased brain venous vasculature visibility on susceptibility-weighted imaging venography in patients with multiple sclerosis is related to chronic cerebrospinal venous insufficiency (2011) BMC Neurol., 11 (1), p. 1
Haacke, E.M., Reichenbach, J.R., (2014) Susceptibility Weighted Imaging MRI: Basic Concepts and Clinical Applications, , Hoboken NJ USA: Wiley
Arrigoni, F., Deep medullary vein involvement in neonates with brain damage: An MR imaging study (2011) AJNR Amer. J. Neuroradiol., 32 (11), pp. 2030-2036
Bériault, S., Sadikot, A.F., Alsubaie, F., Drouin, S., Collins, D.L., Pike, G.B., Neuronavigation using susceptibility-weighted venography: Application to deep brain stimulation and comparison with gadolinium contrast: Technical note (2014) J. Neurosurgery, 121 (1), pp. 131-141
Nowinski, W.L., Volkau, I., Marchenko, Y., Thirunavuukarasuu, A., Ng, T.T., Runge, V.M., A 3D model of human cerebrovasculature derived from 3T magnetic resonance angiography (2009) Neuroinformatics, 7 (1), pp. 23-36
Lesage, D., Angelini, E.D., Bloch, I., Funka-Lea, G., A review of 3D vessel lumen segmentation techniques: Models, features and extraction schemes (2009) Med. Image Anal., 13 (6), pp. 819-845. , Aug
Frangi, A.F., Niessen, W.J., Vincken, K.L., Viergever, M.A., Multiscale vessel enhancement filtering (1998) Proc. MICCAI, pp. 130-137
Manniesing, R., Viergever, M.A., Niessen, W.J., Vessel enhancing diffusion: A scale space representation of vessel structures (2006) Med. Image Anal., 10 (6), pp. 815-825
Koopmans, P.J., Manniesing, R., Niessen, W.J., Viergever, M.A., Barth, M., MR venography of the human brain using susceptibility weighted imaging at very high field strength (2008) Magn. Reson. Mater. Phys., Biol. Med., 21 (1), pp. 149-158
Bériault, S., Archambault-Wallenburg, M., Sadikot, A.F., Collins, D.L., Pike, G.B., Automatic Markov random field segmentation of susceptibility-weighted MR venography (2014) Clinical Image-Based Procedures. Translational Research in Medical Imaging, pp. 39-47. , Cham, Switzerland: Springer
Monti, S., A multiparametric and multiscale approach to automated segmentation of brain veins (2015) Proc. 37th Annu. Int. Conf. IEEE Eng. Med. Biol. Soc. (EMBC), Aug., pp. 3041-3044
Bériault, S., Xiao, Y., Collins, D.L., Pike, G.B., Automatic SWI venography segmentation using conditional random fields (2015) IEEE Trans. Med. Imag., 34 (12), pp. 2478-2491. , Dec
Xu, X., Segmentation of cerebral venous vessel in SWI based on multi-adaptive threshold with vessel enhancement and background effects elimination (2012) Proc. 6th Int. Conf. Internet Comput. Sci. Eng. (ICICSE), pp. 107-111. , Apr
Kuijf, H.J., Bouvy, W.H., Zwanenburg, J.J.M., Viergever, M.A., Biessels, G.J., Vincken, K.L., Automated detection of periven-tricular veins on 7 T brain MRI (2015) Proc. SPIE, 9413, p. 94132T
Kuijf, H.J., Quantification of deep medullary veins at 7 T brain MRI (2016) Eur. Radiol., 26 (10), pp. 3412-3418. , Oct
Monti, S., Automated multi-parametric segmentation of brain veins from GRE acquisition (2016) Proc. Int. Soc. Mag. Reson. Med., p. 1906
Smith, S.M., Fast robust automated brain extraction (2002) Human Brain Mapping, 17 (3), pp. 143-155
Cusack, R., Papadakis, N., New robust 3-D phase unwrapping algorithms: Application to magnetic field mapping and undistort-ing echoplanar images (2002) NeuroImage, 16 (3), pp. 754-764. , Jul
Schweser, F., Deistung, A., Lehr, B.W., Reichenbach, J.R., Quantitative imaging of intrinsic magnetic tissue properties using MRI signal phase: An approach to in vivo brain iron metabolism? (2011) NeuroImage, 54 (4), pp. 2789-2807. , Feb
Li, W., A method for estimating and removing streaking arti-facts in quantitative susceptibility mapping (2015) NeuroImage, 108, pp. 111-122. , Mar
Dubuisson, M.-P., Jain, A.K., A modified Hausdorff distance for object matching (1994) Proc. 12th IAPR Int. Conf. Pattern Recognit. (ICPR), 1, pp. 566-568. , Oct
Lee, T.C., Kashyap, R.L., Chu, C.N., Building skeleton models via 3-D medial surface axis thinning algorithms (1994) CVGIP, Graph. Models Image Process., 56 (6), pp. 462-478
Kerschnitzki, M., Architecture of the osteocyte network correlates with bone material quality (2013) J. Bone Mineral Res., 28 (8), pp. 1837-1845
Haacke, E.M., Tang, J., Neelavalli, J., Cheng, Y.C.N., Susceptibility mapping as a means to visualize veins and quantify oxygen saturation (2010) J. Magn. Reson. Imag., 32 (3), pp. 663-676. , Sep
Xu, Y., Haacke, E.M., The role of voxel aspect ratio in determining apparent vascular phase behavior in susceptibility weighted imaging (2006) Magn. Reson. Imag., 24 (2), pp. 155-160. , Feb
Kudo, K., Oxygen extraction fraction measurement using quantitative susceptibility mapping: Comparison with positron emission tomography (2015) J. Cerebral Blood Flow Metabolism, 36 (8), p. 6713
Louveau, A., Structural and functional features of central nervous system lymphatic vessels (2015) Nature, 523 (7560), pp. 337-341
Müller, L.O., Toro, E.F., A global multiscale mathematical model for the human circulation with emphasis on the venous system (2014) Int. J. Numer. Methods Biomed. Eng., 30 (7), pp. 681-725. , Jul
Buades, A., Coll, B., Morel, J.-M., A review of image denoising algorithms, with a new one (2005) Multiscale Model. Simul., 4 (2), pp. 490-530
Borrelli, P., Palma, G., Comerci, M., Alfano, B., Unbiased noise estimation and denoising in parallel magnetic resonance imaging (2014) Proc. IEEE Int. Conf. Acoust., Speech Signal Process. (ICASSP), May, pp. 1230-1234
Borrelli, P., Improving signal-to-noise ratio in susceptibility weighted imaging: A novel multicomponent non-local approach (2015) PLoS ONE, 10 (6), p. e0126835
Palma, G., A novel multiparametric approach to 3D quantitative MRI of the brain (2015) PLoS ONE, 10 (8), p. e0134963
Palma, G., 3D non-local means denoising via multi-GPU (2013) Proc. Federated Conf. Comput. Sci. Inf. Syst. (FedCSIS), pp. 495-498. , Sep
MAVEN: An Algorithm for Multi-Parametric Automated Segmentation of Brain Veins from Gradient Echo Acquisitions
Cerebral vein analysis provides a chance to study, from an unusual viewpoint, an entire class of brain diseases, including neurodegenerative disorders and traumatic brain injuries. Manual segmentation approaches can be used to assess vascular anatomy, but they are observer-dependent and time-consuming; therefore, automated approaches are desirable, as they also improve reproducibility. In this paper, a new, fully automated algorithm, based on structural, morphological, and relaxometric information, is proposed to segment the entire cerebral venous system from MR images. The algorithm for multi-parametric automated segmentation of brain VEiNs (MAVEN) is based on a combined investigation of multi-parametric information that allows for rejection of false positives and detection of thin vessels. The method is tested on gradient echo brain data sets acquired at 1.5, 3, and 7 T. It is compared to previous methods against manual segmentation, and its inter-scan reproducibility is assessed. The achieved accuracy and reproducibility are good, meaning that MAVEN outperforms previous methods on both quantitative and qualitative analyses. It is usable at all the field strengths explored, showing comparable accuracy scores, with no need for algorithm parameter adjustments, and thus, it is a promising candidate for the characterization of the venous tree topology. © 2017 IEEE.
Cerebral vein analysis provides a chance to study, from an unusual viewpoint, an entire class of brain diseases, including neurodegenerative disorders and traumatic brain injuries. Manual segmentation approaches can be used to assess vascular anatomy, but they are observer-dependent and time-consuming; therefore, automated approaches are desirable, as they also improve reproducibility. In this paper, a new, fully automated algorithm, based on structural, morphological, and relaxometric information, is proposed to segment the entire cerebral venous system from MR images. The algorithm for multi-parametric automated segmentation of brain VEiNs (MAVEN) is based on a combined investigation of multi-parametric information that allows for rejection of false positives and detection of thin vessels. The method is tested on gradient echo brain data sets acquired at 1.5, 3, and 7 T. It is compared to previous methods against manual segmentation, and its inter-scan reproducibility is assessed. The achieved accuracy and reproducibility are good, meaning that MAVEN outperforms previous methods on both quantitative and qualitative analyses. It is usable at all the field strengths explored, showing comparable accuracy scores, with no need for algorithm parameter adjustments, and thus, it is a promising candidate for the characterization of the venous tree topology. © 2017 IEEE.
MAVEN: An Algorithm for Multi-Parametric Automated Segmentation of Brain Veins from Gradient Echo Acquisitions
MAVEN: An Algorithm for Multi-Parametric Automated Segmentation of Brain Veins from Gradient Echo Acquisitions
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Neuroradiol J (ISSN: 1971-4009, 1971-4009print, 1971-4009linking), 2013 Aug; 26(4): 373-379.
Impact Factor: 2.16
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Zanoli LM, Spoto G
* Isothermal amplification methods for the detection of nucleic acids in microfluidic devices (338 views)
Biosensors (ISSN: 2079-6374), 2013 Mar; 3(1): 18-43.
Impact Factor: 0
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 (493 views) (PDF 663 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
Scognamiglio PL, Doti N, Grieco P, Pedone C, Ruvo M, Marasco D
* Discovery Of Small Peptide Antagonists Of Ped/Pea15-D4alpha Interaction From Simplified Combinatorial Libraries (444 views)
Chem Biol Drug Des (ISSN: 1747-0277, 1747-0285), 2011 May; 77(5): 319-327.
Impact Factor: 2.282
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 (389 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
Marasco D, Perretta G, Sabatella M, Ruvo M
* Past and Future Perspectives of Synthetic Peptide Libraries (512 views)
Curr Protein Pept Sci (ISSN: 1389-2037, 1389-2037linking), 2008 Oct; 9(5): 447-467.
Impact Factor: 3.011
View Export to BibTeX Export to EndNote
Tedeschi G, Dinacci D, Lavorgna L, Prinster A, Savettieri G, Quattrone A, Livrea P, Messina C, Reggio A, Servillo G, Bresciamorra V, Orefice G, Paciello M, Brunetti A, Paolillo A, Coniglio G, Bonavita S, Di Costanzo A, Bellacosa A, Valentino P, Quarantelli M, Patti F, Salemi G, Cammarata E, Simone I, Salvatore M, Bonavita V, Alfano B
* Correlation between fatigue and brain atrophy and lesion load in multiple sclerosis patients independent of disability (500 views) (PDF 238 views)
J Neurol Sci (ISSN: 0022-510x), 2007 Dec 15; 263(1-2): 15-19.
Impact Factor: 2.315
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 (371 views) (PDF 242 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 (476 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 (360 views) (PDF 228 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 (365 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 (556 views) (PDF 240 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 (430 views) (PDF 231 views)
Neuroimage (ISSN: 1053-8119, 1053-8119linking), 2003 Feb; 18(2): 360-366.
Impact Factor: 6.192
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 (438 views) (PDF 615 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 (575 views) (PDF 268 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 (419 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 (433 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
Alfano B, Quarantelli M, Brunetti A, Larobina M, Covelli EM, Tedeschi E, Salvatore M
Reproducibility of intracranial volume measurement by unsupervised multispectral brain segmentation (500 views) (PDF 593 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 (494 views) (PDF 687 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 (348 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 (340 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 (309 views)
Neuroradiology 1994, 1994; N/D: N/D-N/D.
Impact Factor: 0
View Export to BibTeX Export to EndNote
Salvati AM, d'Onofrio G, Berti P, Cappabianca MP, Marsili G, De Philippis C, Cossa L, Quarantelli M, Zini G, Mango G
An assessment of the operating characteristics of Coulter Counter model S-Plus STKR (548 views)
Haematologica (ISSN: 0390-6078, 0006-4971, 0006-6497), 1991 Mar; 76(2): 94-103.
Impact Factor: 2.56
View Export to BibTeX Export to EndNote
* Auto- versus human-driven plan in mediastinal Hodgkin lymphoma radiation treatment (206 views)
Radiat Oncol (ISSN: 1748-717xlinking), 2018 Oct 19; 13(1): 202-202.
Impact Factor: 2.862
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Marr K, Jakimovski D, Mancini M, Carl E, Zivadinov R
* Jugular Venous Flow Quantification Using Doppler Sonography (402 views)
Ultrasound Med Biol (ISSN: 0301-5629linking, 1879-291xelectronic), 2018 Aug; 44(8): 1762-1769.
Impact Factor: 2.494
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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 (359 views) (PDF 179 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 (337 views) (PDF 184 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 (886 views) (PDF 235 views)
Eur J Radiol (ISSN: 0720-048x, 0720-048xlinking), 2016 Jan; 85(1): 113-124.
Impact Factor: 2.462
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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 (370 views) (PDF 257 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, Cocozza S, Borrelli P, Salvatore M, Mancini M
* ENHANCED VESSELNESS MAPPING TO DETECT SMALL CEREBRAL VEINS ON SWI IMAGES (313 views)
Veins And Lymphatics (ISSN: 2279-7483), 2015; 4(s1): 16-17.
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 (393 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 (341 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 (761 views) (PDF 369 views)
Radiother Oncol (ISSN: 0167-8140, 1879-0887, 0167-8140linking), 2014 Sep; 112(3): 326-331.
Impact Factor: 4.363
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Murino L, Granata D, Carfora MF, Selvan SE, Alfano B, Amato U, Larobina M
* Evaluation of supervised methods for the classification of major tissues and subcortical structures in multispectral brain magnetic resonance images (443 views) (PDF 222 views)
Comput Med Imag Grap (ISSN: 0895-6111), 2014 Jul; 38(5): 337-347.
Impact Factor: 1.218
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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 (463 views) (PDF 252 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
Zanoli LM, Spoto G
* Isothermal amplification methods for the detection of nucleic acids in microfluidic devices (338 views)
Biosensors (ISSN: 2079-6374), 2013 Mar; 3(1): 18-43.
Impact Factor: 0
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 (493 views) (PDF 663 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
Scognamiglio PL, Doti N, Grieco P, Pedone C, Ruvo M, Marasco D
* Discovery Of Small Peptide Antagonists Of Ped/Pea15-D4alpha Interaction From Simplified Combinatorial Libraries (444 views)
Chem Biol Drug Des (ISSN: 1747-0277, 1747-0285), 2011 May; 77(5): 319-327.
Impact Factor: 2.282
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 (389 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
Marasco D, Perretta G, Sabatella M, Ruvo M
* Past and Future Perspectives of Synthetic Peptide Libraries (512 views)
Curr Protein Pept Sci (ISSN: 1389-2037, 1389-2037linking), 2008 Oct; 9(5): 447-467.
Impact Factor: 3.011
View Export to BibTeX Export to EndNote
Tedeschi G, Dinacci D, Lavorgna L, Prinster A, Savettieri G, Quattrone A, Livrea P, Messina C, Reggio A, Servillo G, Bresciamorra V, Orefice G, Paciello M, Brunetti A, Paolillo A, Coniglio G, Bonavita S, Di Costanzo A, Bellacosa A, Valentino P, Quarantelli M, Patti F, Salemi G, Cammarata E, Simone I, Salvatore M, Bonavita V, Alfano B
* Correlation between fatigue and brain atrophy and lesion load in multiple sclerosis patients independent of disability (500 views) (PDF 238 views)
J Neurol Sci (ISSN: 0022-510x), 2007 Dec 15; 263(1-2): 15-19.
Impact Factor: 2.315
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 (371 views) (PDF 242 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 (476 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 (360 views) (PDF 228 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 (365 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 (556 views) (PDF 240 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 (430 views) (PDF 231 views)
Neuroimage (ISSN: 1053-8119, 1053-8119linking), 2003 Feb; 18(2): 360-366.
Impact Factor: 6.192
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 (438 views) (PDF 615 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 (575 views) (PDF 268 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 (419 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 (433 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
Alfano B, Quarantelli M, Brunetti A, Larobina M, Covelli EM, Tedeschi E, Salvatore M
Reproducibility of intracranial volume measurement by unsupervised multispectral brain segmentation (500 views) (PDF 593 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 (494 views) (PDF 687 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 (348 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 (340 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 (309 views)
Neuroradiology 1994, 1994; N/D: N/D-N/D.
Impact Factor: 0
View Export to BibTeX Export to EndNote
Salvati AM, d'Onofrio G, Berti P, Cappabianca MP, Marsili G, De Philippis C, Cossa L, Quarantelli M, Zini G, Mango G
An assessment of the operating characteristics of Coulter Counter model S-Plus STKR (548 views)
Haematologica (ISSN: 0390-6078, 0006-4971, 0006-6497), 1991 Mar; 76(2): 94-103.
Impact Factor: 2.56
View Export to BibTeX Export to EndNote
34 Records (23 excluding Abstracts).
Total impact factor: 69.366 (57.475 excluding Abstracts).
Total 5 year impact factor: 85.566 (67.164 excluding Abstracts).
Total impact factor: 69.366 (57.475 excluding Abstracts).
Total 5 year impact factor: 85.566 (67.164 excluding Abstracts).
207 views. Last view on Thursday 22 September 2022, 14:51:26
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