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Genomes and Genes
| computer assisted image interpretationSummarySummary: Methods developed to aid in the interpretation of ultrasound, radiographic images, etc., for diagnosis of disease. Top Publications
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Publications
Refinements in stress echocardiographic techniques improve inter-institutional agreement in interpretation of dobutamine stress echocardiogramsR Hoffmann
Medical Clinic I, University RWTH Aachen, Aachen, Germany
Eur Heart J 23:821-9. 2002....
Principal geodesic analysis for the study of nonlinear statistics of shapeP Thomas Fletcher
Medical Image Display and Analysis Group, University of North Carolina at Chapel Hill, Chapel Hill, NC 27514, USA
IEEE Trans Med Imaging 23:995-1005. 2004..We demonstrate its use in describing the variability of medially-defined anatomical objects. Results of applying this framework on a population of hippocampi in a schizophrenia study are presented...
A statistical model for contours in imagesFrancois Destrempes
Département d informatique et de recherche opérationnelle, C P 6128, Succ Centre Ville, Montreal, Quebec, Canada, H3C 3J7
IEEE Trans Pattern Anal Mach Intell 26:626-38. 2004....
Multivariate image analysis in biomedicineTim W Nattkemper
Applied Neuroinformatics Group, Faculty of Technology, Bielefeld University, P O Box 100131, D 33501 Bielefeld, Germany
J Biomed Inform 37:380-91. 2004..The paper concludes with summarizing open problems in MVI analysis and remarks upon the future development of biomedical MVI analysis...
Image reconstruction in SNR units: a general method for SNR measurementPeter Kellman
Laboratory of Cardiac Energetics, National Heart, Lung and Blood Institute, National Institutes of Health, DHHS, Bethesda, Maryland 20892 1061, USA
Magn Reson Med 54:1439-47. 2005..The procedure includes scaling for noise equivalent bandwidth of digital receivers, FFTs and associated window functions (raw data filters), and array combining...
Baseline and longitudinal patterns of brain atrophy in MCI patients, and their use in prediction of short-term conversion to AD: results from ADNIChandan Misra
Department of Radiology, Section of Biomedical Image Analysis, University of Pennsylvania, School of Medicine, Philadelphia, PA 19104, USA
Neuroimage 44:1415-22. 2009..These pattern classification schemes, which distill spatial patterns of atrophy to a single abnormality score, offer promise as biomarkers of AD and as predictors of subsequent clinical progression, on an individual patient basis...
Heterogeneity of white matter hyperintensities in Alzheimer's disease: post-mortem quantitative MRI and neuropathologyA A Gouw
Department of Neurology, Alzheimer Center and Image Analysis Center, Vrije Universiteit Medical Center, Amsterdam, The Netherlands
Brain 131:3286-98. 2008..Quantitative MRI techniques reveal differences in WMH between Alzheimer's disease and non-demented elderly, and are able to reflect the severity of the neuropathological changes involved...
Quantitative 2D and 3D phase contrast MRI: optimized analysis of blood flow and vessel wall parametersA F Stalder
Department of Diagnostic Radiology, Medical Physics, University Hospital Freiburg, Freiburg, Germany
Magn Reson Med 60:1218-31. 2008..Initial results in a patient with atherosclerosis suggest the potential of the method for understanding the formation and progression of cardiovascular diseases...
Human brain white matter atlas: identification and assignment of common anatomical structures in superficial white matterKenichi Oishi
The Russell H Morgan Department of Radiology and Radiological Science, The Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA
Neuroimage 43:447-57. 2008..We anticipate that this atlas will be useful resource for atlas-based white matter anatomical studies...
Increased sensitivity in neuroimaging analyses using robust regressionTor D Wager
Department of Psychology, Columbia University, New York, NY 10027, USA
Neuroimage 26:99-113. 2005..We show that IRLS can have substantial benefits in analysis of group data and in estimating hemodynamic response shapes from time series data. We provide software to implement IRLS in group neuroimaging analyses...
18F-FDG PET findings in frontotemporal dementia: an SPM analysis of 29 patientsYong Jeong
Department of Neurology, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Korea
J Nucl Med 46:233-9. 2005....
The current status of breast MR imaging. Part I. Choice of technique, image interpretation, diagnostic accuracy, and transfer to clinical practiceChristiane Kuhl
Department of Radiology, University of Bonn, Sigmund Freud Str 25, D 53105 Bonn, Germany
Radiology 244:356-78. 2007....
The visual word form area and the frequency with which words are encountered: evidence from a parametric fMRI studyMartin Kronbichler
Department of Psychology, University of Salzburg, Austria
Neuroimage 21:946-53. 2004..This convergence suggests that fusiform regions are specialized for extracting and storing abstract patterns when processing visual objects and these patterns serve as recognition units in subsequent encounters with the same objects...
Accuracy and feasibility of online 3-dimensional echocardiography for measurement of left ventricular parametersCarly Jenkins
University of Queensland, Brisbane, Australia
J Am Soc Echocardiogr 19:1119-28. 2006..CONCLUSIONS: Online measurement of LV volumes is feasible and more accurate than with 2-dimensional echocardiography. Although the offline approach is more accurate, it is also more time-consuming...
Late gadolinium enhancement: precursor to cardiomyopathy in Duchenne muscular dystrophy?Michael D Puchalski
Department of Pediatrics, University of Utah and Primary Children s Medical Center, 100 N Medical Drive, Salt Lake City, UT 84113, USA
Int J Cardiovasc Imaging 25:57-63. 2009....
Assessment of fluctuating velocities in disturbed cardiovascular blood flow: in vivo feasibility of generalized phase-contrast MRIPetter Dyverfeldt
Division of Cardiovascular Medicine, Department of Medical and Health Sciences, Linkoping University, Linkoping, Sweden
J Magn Reson Imaging 28:655-63. 2008..To evaluate the feasibility of generalized phase-contrast magnetic resonance imaging (PC-MRI) for the noninvasive assessment of fluctuating velocities in cardiovascular blood flow...
Regional frontal cortical volumes decrease differentially in aging: an MRI study to compare volumetric approaches and voxel-based morphometryDanielle J Tisserand
Brain and Behaviour Institute, Maastricht University, 6229 GP Maastricht, The Netherlands
Neuroimage 17:657-69. 2002..Overall, it was concluded that although semiautomated and voxel-based methods can provide a reasonable estimate of regional brain volume, they cannot serve as a substitute for manual volumetry...
Multilevel linear modelling for FMRI group analysis using Bayesian inferenceMark W Woolrich
Oxford Centre for Functional Magnetic Resonance Imaging of the Brain, John Radcliffe Hospital, University of Oxford, Oxford OX3 9DU, UK
Neuroimage 21:1732-47. 2004..We also demonstrate that we can infer on the top level of multilevel hierarchies by inferring on the levels of the hierarchy separately and passing summary statistics of a noncentral multivariate t distribution between them...
Transit of blood flow through the human left ventricle mapped by cardiovascular magnetic resonanceAnn F Bolger
Department of Medicine, University of California, San Francisco, California 94110, USA
J Cardiovasc Magn Reson 9:741-7. 2007..Quantification of the components of multidirectional flow in the normal left ventricle (LV) is lacking, making it difficult to put the changes observed with LV dysfunction and cardiac surgery into context...
In vivo quantification of carotid artery wall dimensions: 3.0-Tesla MRI versus B-mode ultrasound imagingR Duivenvoorden
Department of Vascular Medicine, Academic Medical Center, University of Amsterdam, Amsterdam, The Netherlands
Circ Cardiovasc Imaging 2:235-42. 2009..Our aim was to compare common carotid mean wall thickness (MWT) measurements by 3.0-T MRI with B-mode ultrasound common carotid intima-media thickness (CCIMT) measurements, a validated surrogate marker for cardiovascular disease...
A population-average MRI-based atlas collection of the rhesus macaqueDonald G McLaren
Geriatric Research Education and Clinical Center, Wm S Middleton Memorial Veterans Hospital, Madison, WI 53705, USA
Neuroimage 45:52-9. 2009..It is anticipated that these tools will help facilitate voxel-based imaging methodologies in non-human primate species, which in turn may increase our understanding of brain function, development, and evolution...
Voxel-based detection of white matter abnormalities in mild Alzheimer diseaseS Xie
Radiology Department, Peking University First Hospital, 8 Xishiku St, Xicheng District, Beijing, 100034, China
Neurology 66:1845-9. 2006..To detect white matter abnormalities in patients with mild Alzheimer disease (AD) by diffusion tensor imaging and to determine their topographic relationship with gray matter atrophy...
Independent histogram pursuit for segmentation of skin lesionsDavid Delgado Gómez
Computational Imaging Lab, Department of Information and Communication Technologies, Universitat Pompeu Fabra, Barcelona, Spain
IEEE Trans Biomed Eng 55:157-61. 2008..The boundary detection precision using k-means segmentation was close to 97%. The proposed algorithm can be easily combined with the majority of classification algorithms...
Quantitative analysis of lesion morphology and texture features for diagnostic prediction in breast MRIKe Nie
Tu and Yuen Center for Functional Onco Imaging, University of California, CFOI, 164 Irvine Hall, Irvine, CA 92697, USA
Acad Radiol 15:1513-25. 2008....
Automatic contour propagation in cine cardiac magnetic resonance imagesGilion Hautvast
Advanced Development Department, Philips Medical Systems Healthcare Informatics, 5680 DA Best, The Netherlands
IEEE Trans Med Imaging 25:1472-82. 2006..Consequently, the resulting contours can be used to accurately determine physiological parameters such as stroke volume and ejection fraction...
Anatomically constrained region deformation for the automated segmentation of the hippocampus and the amygdala: Method and validation on controls and patients with Alzheimer's diseaseMarie Chupin
Department of Clinical and Experimental Epilepsy, Institute of Neurology, UCL, UK
Neuroimage 34:996-1019. 2007..The proposed approach provides a new framework for further developments in quantitative analyses of the pathological hippocampus and amygdala in MRI scans...
Malignant-lesion segmentation using 4D co-occurrence texture analysis applied to dynamic contrast-enhanced magnetic resonance breast image dataBrent J Woods
Department of Electrical and Computer Engineering, Ohio State University, Columbus, Ohio 43210, USA
J Magn Reson Imaging 25:495-501. 2007..To investigate the use of four-dimensional (4D) co-occurrence-based texture analysis to distinguish between nonmalignant and malignant tissues in dynamic contrast-enhanced (DCE) MR images...
Cardiovascular magnetic resonance parameters of atherosclerotic plaque burden improve discrimination of prior major adverse cardiovascular eventsVenkatesh Mani
Imaging Science Laboratories Translational and Molecular Imaging Institute, Department of Radiology, Mount Sinai School of Medicine, New York, NY, USA
J Cardiovasc Magn Reson 11:10. 2009..The purpose of this study was to determine if patients with traditional risk factors and prior MACE had increased cardiovascular magnetic resonance (CMR) plaque burden measures compared to patients with risk factors but no prior events...
Unenhanced MR angiography of the thoracic aorta: initial clinical evaluationChristopher J Francois
Department of Radiology, Northwestern University, Chicago, IL, USA
AJR Am J Roentgenol 190:902-6. 2008....
Variation of BOLD hemodynamic responses across subjects and brain regions and their effects on statistical analysesDaniel A Handwerker
Henry H Wheeler Jr Brain Imaging Center, Helen Wills Neuroscience Institute and Department of Psychology, University of California, Berkeley, CA 94720, USA
Neuroimage 21:1639-51. 2004..These results highlight the benefits of determining the best possible HRF estimate and potential negative consequences of assuming HRF consistency across subjects or brain regions...
Diffusion tensor MR imaging and fiber tractography: technical considerationsP Mukherjee
Department of Radiology, University of California, San Francisco, San Francisco, CA 94143 0628, USA
AJNR Am J Neuroradiol 29:843-52. 2008..An overview of current methods for quantitative analysis of DTI data and fiber tractography in clinical research is also provided...
Digital holographic microscopy: a noninvasive contrast imaging technique allowing quantitative visualization of living cells with subwavelength axial accuracyPierre Marquet
Department of Physiology, University of Lausanne, CH 1005 Lausanne, Switzerland
Opt Lett 30:468-70. 2005..These DHM images are compared with those obtained by use of the widely used phase contrast and Nomarski differential interference contrast techniques...
Biphasic tissue Doppler waveforms during isovolumic phases are associated with asynchronous deformation of subendocardial and subepicardial layersPartho P Sengupta
Division of Cardiovascular Diseases, Mayo Clinic Rochester, 200 First St. SW, Rochester, MN 55905, USA
J Appl Physiol 99:1104-11. 2005..The results support an association between asynchronous deformation of subendocardial and subepicardial muscle fibers and the biphasic isovolumic movements observed with high-resolution tissue Doppler imaging...
Addition of the long-axis information to short-axis contours reduces interstudy variability of left-ventricular analysis in cardiac magnetic resonance studiesSharon W Kirschbaum
Department of Cardiology, Erasmus University Medical Center, Rotterdam, The Netherlands
Invest Radiol 43:1-6. 2008..To reduce interstudy variability using long-axis information for correcting short-axis (SA) contours at basal and apical level for left-ventricular analysis by magnetic resonance imaging...
Contrast-enhanced whole-heart coronary magnetic resonance angiography at 3.0 T: comparison with steady-state free precession technique at 1.5 TXin Liu
Department of Radiology, Northwestern University, Chicago, Illinois 60611, USA
Invest Radiol 43:663-8. 2008..To compare contrast-enhanced whole-heart coronary MR angiography (MRA) at 3.0 T and noncontrast steady-state free precession coronary MRA at 1.5 T in the same volunteers...
A new algorithm for border description of polarized light surface microscopic images of pigmented skin lesionsCostantino Grana
Department of Computer Engineering, University of Modena and Reggio Emilia, 41100 Modena, Italy
IEEE Trans Med Imaging 22:959-64. 2003..The efficacy of these new descriptors was tested on a data set of 510 pigmented skin lesions, composed by 85 melanomas and 425 nevi, by employing statistical methods for discrimination between the two populations...
Effects of noise, image resolution, and ROI definition on the accuracy of standard uptake values: a simulation studyRonald Boellaard
PET Center, VU University Medical Center, Amsterdam, The Netherlands
J Nucl Med 45:1519-27. 2004..Therefore, an experimental and simulation study was performed to determine the effects of noise, image resolution, and region-of-interest (ROI) definition on the accuracy of SUVs...
Influence of RF spoiling on the stability and accuracy of T1 mapping based on spoiled FLASH with varying flip anglesC Preibisch
Brain Imaging Center, University Hospital, Frankfurt, Germany
Magn Reson Med 61:125-35. 2009..An algorithm is presented that allows for the calculation of corrected T(1) maps from the apparent values. The method is tested both in phantom experiments and in vivo by acquiring whole-brain T(1) maps of the human brain...
How well does structural equation modeling reveal abnormal brain anatomical connections? An fMRI simulation studyJieun Kim
Brain Imaging and Modeling Section, National Institute on Deafness and Other Communication Disorders, Bldg 10, Rm 8S235, MSC 1407, National Institutes of Health, Bethesda, MD 20892, USA
Neuroimage 45:1190-8. 2009....
Spatial normalization of lesioned brains: performance evaluation and impact on fMRI analysesJenny Crinion
Wellcome Trust Centre for Neuroimaging, UCL, 12 Queen Square, London WC1N 3BG, UK
Neuroimage 37:866-75. 2007..This has important implications for users of both structural and functional imaging techniques in the study of patients with structural brain damage...
Variability of myocardial perfusion dark rim Gibbs artifacts due to sub-pixel shiftsPedro Ferreira
National Heart and Lung Institute, Imperial College, London, UK
J Cardiovasc Magn Reson 11:17. 2009..This article also demonstrates the consequences for Gibbs artifacts when two different methods of image interpolation are applied (post-FFT interpolation, and pre-FFT zero-filling)...
Context based mixture model for cell phase identification in automated fluorescence microscopyMeng Wang
Center for Bioinformatics, Harvard Center for Neurodegeneration and Repair, Harvard Medical School, 3rd Floor, 1249 Boylston, Boston, MA 02215, USA
BMC Bioinformatics 8:32. 2007..Existing methods are limited in dealing with such time-lapse data sets while manual analysis is not feasible. This paper presents statistical data analysis and statistical pattern recognition to perform this task...
Profile order and time-dependent artifacts in contrast-enhanced coronary MR angiography at 3T: origin and preventionMelanie S Kotys
National Heart, Lung, and Blood Institute NHLBI, National Institutes of Health NIH, Bethesda, Maryland 20892 2281, USA
Magn Reson Med 62:292-9. 2009..Acquisition during the brief postinfusion steady-state produces the greatest signal enhancement and minimizes k-space filtering artifacts...
Improved correction of spatial inhomogeneities of surface coils in quantitative analysis of first-pass myocardial perfusion imagingFrans P P J Kremers
Department of Physics, ICaR VU, VU University Medical Center, Amsterdam, The Netherlands
J Magn Reson Imaging 31:227-33. 2010..This is of importance, as quantitative analysis of magnetic resonance (MR) myocardial perfusion using deconvolution with the arterial input assumes equal signal sensitivity over the heart...
Navigator-gated 3D blood oxygen level-dependent CMR at 3.0-T for detection of stress-induced myocardial ischemic reactionsCosima Jahnke
Department of Internal Medicine Cardiology, German Heart Institute, Berlin, Germany
JACC Cardiovasc Imaging 3:375-84. 2010..This study determined the value of navigator-gated 3-dimensional blood oxygen level-dependent (BOLD) cardiac magnetic resonance (CMR) at 3.0-T for the detection of stress-induced myocardial ischemic reactions...
Signal and noise characteristics of Hahn SE and GE BOLD fMRI at 7 T in humansEssa Yacoub
Center for Magnetic Resonance Research, Department of Radiology, University of Minnesota Medical School, Minneapolis, MN 55455, USA
Neuroimage 24:738-50. 2005..It was concluded that HSE imaging yields a significantly reduced amount of nonspecific signals compared to GE imaging, and, would be the method of choice (over GE) for high-resolution applications in humans...
Computer-aided diagnosis of Alzheimer's disease using support vector machines and classification treesD Salas-Gonzalez
Department of Signal Theory Networking and Communications, ETSIIT, University of Granada, Spain
Phys Med Biol 55:2807-17. 2010..They are chosen as feature vectors for two different classifiers: support vector machines with linear kernel and classification trees. The proposed methodology reaches greater than 95% accuracy in the classification task...
Tissue characterisation using intravascular radiofrequency data analysis: recommendations for acquisition, analysis, interpretation and reportingHector M Garcia-Garcia
Thoraxcenter, Erasmus Medical Center, Rotterdam, The Netherlands
EuroIntervention 5:177-89. 2009....
Fast tracking of cardiac motion using 3D-HARPLi Pan
Department of Biomedical Engineering, Johns Hopkins School of Medicine, 601 N Caroline St JHOC 4240, Baltimore, MD 21287, USA
IEEE Trans Biomed Eng 52:1425-35. 2005..8605 and r2 = 0.8645, respectively. The total time required for tracking 3-D cardiac motion is approximately 10 min in a 9 timeframe tagged MRI dataset and has the potential to be much faster...
Early 18F-FDG PET for prediction of prognosis in patients with diffuse large B-cell lymphoma: SUV-based assessment versus visual analysisChieh Lin
Department of Radiology, H Mondor Hospital, AP HP Paris 12 University, Creteil, France
J Nucl Med 48:1626-32. 2007..The purpose of this study was to assess the prognostic value of early (18)F-FDG PET using standardized uptake value (SUV) compared with visual analysis in patients with diffuse large B-cell lymphoma (DLBCL)...
Transmural myocardial strain in mouse: quantification of high-resolution MR tagging using harmonic phase (HARP) analysisJia Zhong
Department of Biomedical Engineering, Case Western Reserve University, Cleveland, Ohio 44122, USA
Magn Reson Med 61:1368-73. 2009..3 mm. The proposed method was applied to the quantification of transmural myocardial wall strain in seven normal C57BL/6 mice. Principal strains, as well as radial and circumferential strains, were quantified using the current method...
Operator induced variability in left ventricular measurements with cardiovascular magnetic resonance is improved after trainingTheodoros D Karamitsos
Department of Cardiovascular Medicine, John Radcliffe Hospital, University of Oxford Centre for Clinical Magnetic Resonance Research, Oxford, UK
J Cardiovasc Magn Reson 9:777-83. 2007..The aim of the study was to assess the interobserver variability of the manual planimetry of LV contours amongst two experienced and six inexperienced operators before and after a two months training period...
Quantitative MRI predicts long-term structural and functional outcome after experimental traumatic brain injuryRiikka J Immonen
Department of Neurobiology, A I Virtanen Institute for Molecular Sciences, University of Kuopio, Finland
Neuroimage 45:1-9. 2009..01), and also with the water maze performance (p<0.01). We conclude that, assessment of early quantitative MRI changes in the hippocampus and in the perifocal area may help to predict the long-term outcome after experimental TBI...
A quantitative evaluation of cross-participant registration techniques for MRI studies of the medial temporal lobeMichael A Yassa
Center for Neurobiology of Learning and Memory, Department of Neurobiology and Behavior, University of California, Irvine, California 92697, USA
Neuroimage 44:319-27. 2009..The best performance is achieved when both methods are combined. We note that these conclusions are not limited to the MTL and are easily extendable to other areas of the brain...
Use of fractional anisotropy for determination of the cut-off value in 11C-methionine positron emission tomography for gliomaManabu Kinoshita
Department of Neurosurgery, Osaka University Gradate School of Medicine, 2 2 Yamadoka, Suita, Osaka 565 0871, Japan
Neuroimage 45:312-8. 2009..We propose that the combined analysis of DTI and 11C-methionine PET has the potential to improve tumor border imaging in glioma patients, providing important information for establishing neurosurgical strategies...
Long-term global and regional brain volume changes following severe traumatic brain injury: a longitudinal study with clinical correlatesAnnette Sidaros
Danish Research Centre for Magnetic Resonance, Copenhagen University Hospital, Hvidovre, Denmark
Neuroimage 44:1-8. 2009..This indicates that the long-term atrophy is attributable to consequences of traumatic axonal injury. Despite progressive atrophy, remarkable clinical improvement occurred in most patients...
Multiscale structural analysis of mouse lingual myoarchitecture employing diffusion spectrum magnetic resonance imaging and multiphoton microscopyTerry A Gaige
Massachusetts Institute of Technology, Department of Mechanical and Biological Engineering, Cambridge, Massachusetts 02139, USA
J Biomed Opt 13:064005. 2008....
First-pass dynamic contrast-enhanced MRI with extravasating contrast reagent: evidence for human myocardial capillary recruitment in adenosine-induced hyperemiaXin Li
Advanced Imaging Research Center, Oregon Health and Science University, Portland, OR 97239, USA
NMR Biomed 22:148-57. 2009..The v(b) values also increased in hyperemia and showed a flow-dependence with a clearly identifiable component due to capillary recruitment...
Computing average shaped tissue probability templatesJohn Ashburner
Wellcome Trust Centre for Neuroimaging, 12 Queen Square, London, WC1N 3BG, UK
Neuroimage 45:333-41. 2009..g. grey and white matter) are registered simultaneously with the current template estimate. In order to generalise the resulting template to a broader range of subjects, a template blurriness prior is included within the model...
Border detection in dermoscopy images using statistical region mergingM Emre Celebi
Department of Computer Science, Louisiana State University in Shreveport, Shreveport, LA 71115, USA
Skin Res Technol 14:347-53. 2008..Automated border detection is one of the most important steps in this procedure, because the accuracy of the subsequent steps crucially depends on it...
Scoring diverse cellular morphologies in image-based screens with iterative feedback and machine learningThouis R Jones
The Broad Institute of MIT and Harvard, 7 Cambridge Center, Cambridge, MA 02142, USA
Proc Natl Acad Sci U S A 106:1826-31. 2009..By using this approach, we successfully scored images in RNA interference screens in 2 organisms for the prevalence of 15 diverse cellular morphologies, some of which were previously intractable...
Whole-body magnetic resonance angiography at 3 tesla using a hybrid protocol in patients with peripheral arterial diseaseYousef W Nielsen
Department of Radiology, University Hospital at Herlev, Herlev Ringvej 75, Copenhagen, Denmark
Cardiovasc Intervent Radiol 32:877-86. 2009..02 and p = 0.01, observers 1 and 2). In conclusion, hybrid-protocol WB-MRA shows a better diagnostic performance than standard protocol WB-MRA at 3 T in patients with PAD...
Comparison of Alzheimer's disease with vascular dementia and non-dementia using specific voxel-based Z score mapsShirou Ishii
Department of Radiology, Fukusuhima Medical University Hospital, 1 Hikarigaoka, Fukushima, 960 1295, Japan
Ann Nucl Med 23:25-31. 2009..for the diagnosis of very early AD...
MRI-derived measurements of human subcortical, ventricular and intracranial brain volumes: Reliability effects of scan sessions, acquisition sequences, data analyses, scanner upgrade, scanner vendors and field strengthsJorge Jovicich
Center for Mind Brain Sciences, Department of Cognitive and Education Sciences, University of Trento, Italy
Neuroimage 46:177-92. 2009..The results derived from the young groups (scanner upgrade effects and B1 inhomogeneity correction effects) should be considered as preliminary and in need for further validation with a larger dataset...
Magnetic resonance imaging quantification of left ventricular dysfunction following coronary microembolizationMarcus Carlsson
Department of Radiology and Biomedical Imaging, University of California, San Francisco, San Francisco, California 94134, USA
Magn Reson Med 61:595-602. 2009..It also changed LV geometry and decreased radial and circumferential strain over the course of 1 week...
A refined algorithm for multisensor image registration based on pixel migrationJianchao Yao
Center for Automation Research, University of Maryland, College Park, USA
IEEE Trans Image Process 15:1839-47. 2006..The experimental results demonstrate that the use of this modified pixel migration algorithm on multisensor image registration is very effective...
Plugin for OsiriX: mean shift segmentationCañas S Vides
CIIIM, Neuroimaging Laboratory, Department of Electrical Engineering, Universidad Autonoma Metropolitana Iztapalapa, Mexico, D F, 09340, Mexico
Conf Proc IEEE Eng Med Biol Soc 2007:3060-3. 2007..The model parts have been implemented and proved as an OsiriX plugin, helping bridge the divide between algorithms devised in research laboratories and the application of these tools in the clinical setting...
Comments on "fundamental limits of reconstruction-based superresolution algorithms under local translation"Liwei Wang
Center for Information Sciences School of Electronics Engineering and Computer Sciences, Peking University, Beijing, China
IEEE Trans Pattern Anal Mach Intell 28:846; discussion 847. 2006..Fundamental limits of reconstruction-based superresolution were proposed in [1]. In this note, we point out that their proof is incomplete...
A variational PDE based level set method for a simultaneous segmentation and non-rigid registrationJung-Ha An
Department of Mathematics, University of Florida, USA
Med Image Comput Comput Assist Interv Int Conf Med Image Comput Comput Assist Interv 8:286-93. 2005..The experimental results provide preliminary evidence of the effectiveness of the model in detecting the boundaries of the incompletely resolved objects which were plagued by noise, dropout, and artifact...
Invariant fitting of two view geometryP H S Torr
School of Mathematics and Computing, Oxford Brookes University, Wheatley, Oxford OX33 1HX, UK
IEEE Trans Pattern Anal Mach Intell 26:648-50. 2004....
MRI tissue classification with neighborhood statistics: a nonparametric, entropy-minimizing approachTolga Tasdizen
School of Computing, University of Utah, USA
Med Image Comput Comput Assist Interv Int Conf Med Image Comput Comput Assist Interv 8:517-25. 2005..Combined with an atlas-based initialization, it is completely automatic. Experiments on real and simulated data demonstrate the advantages of the method in comparison to other approaches...
Transparent surface modeling from a pair of polarization imagesDaisuke Miyazaki
Institute of Industrial Science, University of Tokyo, 4 6 1 Komaba, Meguro ku, Tokyo, Japan 153 8505
IEEE Trans Pattern Anal Mach Intell 26:73-82. 2004..e., normal position and tilted with small angle position. We also discuss the geometrical features of the object surface and propose a method for matching two sets of polarization data at identical points on the object surface...
Fundamental limits of reconstruction-based superresolution algorithms under local translationZhouchen Lin
Microsoft Research, Asia, 5th Floor, Sigma Building, Zhichun Road No 49, Haidian District, Beijing, 100080, P R China
IEEE Trans Pattern Anal Mach Intell 26:83-97. 2004..Moreover, we determine the number of low-resolution images that are sufficient to achieve the limit. Both real and synthetic experiments are carried out to verify our analysis...
Reactive control of zoom while fixating using perspective and affine camerasBen Tordoff
Active Vision Laboratory, Department of Engineering Science, University of Oxford, Parks Road, Oxford OX1 3PJ, UK
IEEE Trans Pattern Anal Mach Intell 26:98-112. 2004..The various ways are compared and the best used on real imagery captured from an active camera fitted with a controllable zoom lens in both look-move and continuous operation...
Topologically faithful fitting of simple closed curvesDaniel Keren
Department of Computer Science, University of Haifa, Haifa 31905, Israel
IEEE Trans Pattern Anal Mach Intell 26:118-23. 2004..If such a map carries the curve onto the unit circle, then a point is inside the curve if and only if its image is inside the unit circle...
Algorithms for matching 3D line setsBehzad Kamgar-Parsi
Office of Naval Research, 800 N Quincy St, Arlington, VA 22217, USA
IEEE Trans Pattern Anal Mach Intell 26:582-93. 2004..The algorithms are provably convergent and invariant to coordinate transforms. Experiments with synthetic and real 3D image data are reported...
First order augmentation to tensor voting for boundary inference and multiscale analysis in 3DWai Shun Tong
Department of Computer Science, Hong Kong University of Science and Technology, Clear Water Bay, Hong Kong
IEEE Trans Pattern Anal Mach Intell 26:594-611. 2004..We present results on a variety of data sets to show the efficacy of the improved formalism...
Separation of diffuse and specular components of surface reflection by use of polarization and statistical analysis of imagesShinji Umeyama
Neuroscience Institute, The National Institute of Advanced Industrial Science and Technology, Tsukuba Central 2, Tsukuba, Ibaraki, 305 8568 Japan
IEEE Trans Pattern Anal Mach Intell 26:639-47. 2004..We give a separation simulation of artificial data and also give some separation results of real scenes...
Optimal linear representations of images for object recognitionXiuwen Liu
Department of Computer Science, Florida State University, Tallahassee, FL 32306, USA
IEEE Trans Pattern Anal Mach Intell 26:662-6. 2004..For solving this optimization problem on a Grassmann manifold, a stochastic gradient algorithm utilizing intrinsic flows is introduced. Several experimental results are presented to demonstrate this algorithm...
VC-dimension of exterior visibilityVolkan Isler
Department of Computer and Information Science, University of Pennsylvania, Levine Hall, 3330 Walnut Street, Philadelphia, PA 19104 6389, USA
IEEE Trans Pattern Anal Mach Intell 26:667-71. 2004..The main result of this paper concerns the 3D case: We prove that the VC-dimension is unbounded if the cameras lie on a sphere containing the polyhedron, hence the term exterior visibility...
An ROC comparison of four methods of combining information from multiple images of the same patientBei Liu
Kurt Rossmann Laboratories for Radiologic Image Research, Department of Radiology, The University of Chicago, Chicago, Illinois 60637, USA
Med Phys 31:2552-63. 2004..These results can be used as a guide in attempting to increase the efficacy of CAD when multiple images are available from the same patient...
Smart nonlinear diffusion: a probabilistic approachYufang Bao
Radiology Department, University of Miami, School of Medicine, Miami, FL 33101, USA
IEEE Trans Pattern Anal Mach Intell 26:63-72. 2004..Substantiating examples in image enhancement and segmentation are provided...
Stereo reconstruction from multiperspective panoramasYin Li
Computer Science Department, Hong Kong University of Science and Technology, Clear Water Bay, Hong Kong
IEEE Trans Pattern Anal Mach Intell 26:45-62. 2004..Experiments show that our algorithms are capable of producing comparable high quality depth maps which can be used for applications such as view interpolation...
Generalized parallel-perspective stereo mosaics from airborne videoZhigang Zhu
Department of Computer Science, City College of New York, Convent Ave and 138th Street, New York, NY 10031, USA
IEEE Trans Pattern Anal Mach Intell 26:226-37. 2004..Experimental results on long video sequences are given...
From FNS to HEIV: a link between two vision parameter estimation methodsWojciech Chojnacki
School of Computer Science, University of Adelaide, SA 5005, Australia
IEEE Trans Pattern Anal Mach Intell 26:264-8. 2004..This work may be seen as an extension of previous efforts to rationalize and interrelate a spectrum of estimators, including the renormalization method of Kanatani and the normalized eight-point method of Hartley...
Unsupervised learning of an atlas from unlabeled point-setsHaili Chui
Medical Imaging Group, R2 Technologies, Sunnyvale, CA 94087, USA
IEEE Trans Pattern Anal Mach Intell 26:160-72. 2004..We have applied the method to create mean shapes from nine hand-segmented 2D corpus callosum data sets and 10 hippocampal 3D point-sets...
Phantom validation of coregistration of PET and CT for image-guided radiotherapyWilliam C Lavely
Department of Radiology and Radiological Sciences, Vanderbilt University, Nashville, Tennessee, USA
Med Phys 31:1083-92. 2004..This study shows that the accuracy obtained by image registration with these two methods is well suited for image-guided radiotherapy...
Motion estimation using Statistical Learning TheoryHarry Wechsler
Department of Computer Science, George Mason University, Fairfax, VA 22030 4444, USA
IEEE Trans Pattern Anal Mach Intell 26:466-78. 2004..The paper also shows how to address the aperture problem using SLT-based model selection for penalized linear (ridge regression) formulation...
Layered motion segmentation and depth ordering by tracking edgesPaul Smith
Department of Engineering, University of Cambridge, Cambridge CB2 1PZ, UK
IEEE Trans Pattern Anal Mach Intell 26:479-94. 2004..The results from over 30 sequences (demonstrating both two and three motions) are presented and discussed...
Multiple light source detectionChristos Savvas Bouganis
EEE Department, Imperial College, London SW7 2BT, UK
IEEE Trans Pattern Anal Mach Intell 26:509-14. 2004..The experimental results demonstrate that the proposed algorithm is robust and that it gives substantially improved accuracy...
An eigenspace projection clustering method for inexact graph matchingTerry Caelli
Department of Computing Science, University of Alberta, Edmonton, Alberta, Canada, T6G 2H1
IEEE Trans Pattern Anal Mach Intell 26:515-9. 2004..Shock graph-based shape matching is used to illustrate the model and a more objective method for evaluating the approach using random graphs is explored with encouraging results...
Fast k-nearest neighbor classification using cluster-based treesBin Zhang
Departments of Human Genetics and Biostatistics, School of Medicine, UCLA, Los Angeles, CA 90095 7088, USA
IEEE Trans Pattern Anal Mach Intell 26:525-8. 2004..The algorithm is evaluated through extensive experiments over standard NIST and MNIST databases...
The use of force histograms for affine-invariant relative position descriptionPascal Matsakis
Department of Computing and Information Science, University of Guelph, Guelph, ON NIG 2W1, Canada
IEEE Trans Pattern Anal Mach Intell 26:1-18. 2004..If they are not, the affinity that best approximates the unknown transformation can be retrieved, and the quality of the approximation assessed...
The image foresting transform: theory, algorithms, and applicationsAlexandre X Falcao
Institute of Computing, University of Campinas, Av Albert Einstein, 1251, CEP 13084 851, Campinas, SP, Brasil
IEEE Trans Pattern Anal Mach Intell 26:19-29. 2004..We also discuss implementation issues and illustrate the use of the IFT in a few applications...
Affine invariant features from the trace transformMaria Petrou
School of Electronics and Physical Sciences, University of Surrey, Guildford, GU2 7XH, UK
IEEE Trans Pattern Anal Mach Intell 26:30-44. 2004..We demonstrate the usefulness of the constructed image descriptors in retrieving images from an image database and compare it with relevant state-of-the-art object retrieval methods...
Developing rigid constraint for the estimation of pose and structure from a single imageBao Gang Wei
State Key Laboratory of CAD and CG, Zhejiang University, Hangzhou 310027, China
J Zhejiang Univ Sci 5:773-81. 2004..For a comparative study of performance, we also implemented an extended motion estimation algorithm (from 2D-2D to 3D-2D case) based on epipolar geometry...
Recognizing large isolated 3-D objects through next view planning using inner camera invariantsSumantra Dutta Roy
Department of Electrical Engineering, Indian Institute of Technology Bombay, Powai, Mumbai 400 076, India
IEEE Trans Syst Man Cybern B Cybern 35:282-92. 2005..We show results of successful recognition and pose estimation even in cases of a high degree of interpretation ambiguity associated with the initial view...
Separating reflection components based on chromaticity and noise analysisRobby T Tan
Department of Computer Science, The University of Tokyo, 3rd Dept Ikeuchi Laboratory, 4 6 1 Komba, Meguro ku, Tokyo 153 8505, Japan
IEEE Trans Pattern Anal Mach Intell 26:1373-9. 2004..Unlike existing methods, the proposed method can separate the reflection components robustly for any kind of surface roughness and light direction...
Automatic construction of active appearance models as an image coding problemSimon Baker
The Robotics Institute, Carnegie Mellon University, Pittsburgh, PA 15213, USA
IEEE Trans Pattern Anal Mach Intell 26:1380-4. 2004..In this paper, we repose the problem as an energy-minimizing image coding problem and propose an efficient gradient-descent algorithm to solve it...
Physical models for moving shadow and object detection in videoSohail Nadimi
Center for Research in Intelligent Systems, University of California, Riverside, CA 92521, USA
IEEE Trans Pattern Anal Mach Intell 26:1079-87. 2004..These results show that our approach is robust to widely different background and foreground materials, and illuminations...
Conditional filters for image sequence-based tracking--application to point trackingElise Arnaud
IRISA, Universite de Rennes 1, Rennes, France
IEEE Trans Image Process 14:63-79. 2005..These conditional trackers significantly improve results in some general situations. In particular, they allow for dealing with noisy sequences, abrupt changes of trajectories, occlusions, and cluttered background...
Research Grants
- In Vivo Analysis of the Mechanisms of Neural Crest MigrationPaul M Kulesa; Fiscal Year: 2010....
- Neuroanatomical endophenotypes in Persistent Developmental StutteringMatthew Cykowski; Fiscal Year: 2007..It is known to have a genetic basis, but the genes involved are still largely unknown. Understanding the genetic basis of the disorder will help improve diagnostic approaches and treatment strategies. ..
- Very-High-Frequency Ultrasound Imaging With Coded Signals and Annular ArraysJonathan Mamou; Fiscal Year: 2007..It will allow obtaining medical images with exquisite resolution, increased depth of field and a greater depth of penetration, and lead to new capabilities for improved diagnostic imaging and disease management. ..
- New Scanning Methods for 3-D Breast UltrasoundJesse Yen; Fiscal Year: 2006..A series of water tank and tissue phantom experiments will be performed to evaluate imaging performance in terms of resolution, contrast, and signal-to-noise ratio. ..
- Statistical Analysis of Biomedical Imaging Data in Curved SpaceHongtu Zhu; Fiscal Year: 2011..New statistical methods are developed and applied to detect morphological differences of cortical and subcortical structures across time between schizophrenia and autism patients and healthy subjects. ..
- Diffusion Tensor Imaging of Wallerian Degeneration in MSKhader Hasan; Fiscal Year: 2009..The DTI measures, after accounting for the age and gender dependence will be correlated with the clinical measures. ..
- Observer Studies Involving Search: Modeling and AnalysisDev Chakraborty; Fiscal Year: 2007..Also, the explicit modeling of search and the ability to estimate search related parameters from observer data should open up new areas of vision research that all researchers can exploit. ..
- Data Coordinating and Image Analysis for CRISP-IIKyongtae Bae; Fiscal Year: 2006....
- Study of individual variability in acupuncture and placebo analgesiaJian Kong; Fiscal Year: 2007..This integrated program of training and research will yield new tools for studying acupuncture and placebo treatment and provide the candidate with the skills needed to achieve independence in a highly complex field. ..
- Diffusion Tensor Imaging of Wallerian Degeneration in MSKhader Hasan; Fiscal Year: 2007..This tool will also help in the fusion of multi-modal MRI data for a robust segmentation of the subregions of CC and 1C. The DTI measures, after accounting for the age and gender dependence will be correlated with the clinical measures. ..
- Magnetic Resonance Imaging of Cardiomyocyte ApoptosisDavid Sosnovik; Fiscal Year: 2007..The proposed research also has the potential to facilitate a greater understanding of cardiomyocyte apoptosis and accelerate the development of novel cardioprotective strategies. ..
- Improved MRI techniques for measurement of absolute temperature distributionsNICHOLAS TODD; Fiscal Year: 2007..A temporally constrained reconstruction algorithm has been shown to be capable of reducing scan time and can also be implemented with any pulse sequence. ..
- Continued Development and Maintenance of a Computational Morphometry ToolkitTorsten Rohlfing; Fiscal Year: 2009..This project will enhance a proven soft- ware system for imaging-based morphometric studies and make it freely avail- able to the scientific community. ..
- BREATH HOLD 3D MRA OF THE CORONARY ARTERIESRobert Edelman; Fiscal Year: 2002..The goal is to optimize the MRA method and to determine if the use of contrast agents provides any clinical benefit. ..
- Statistical Analysis of Biomedical Imaging Data in Curved SpaceHongtu Zhu; Fiscal Year: 2010..New statistical methods are developed and applied to detect morphological differences of cortical and subcortical structures across time between schizophrenia and autism patients and healthy subjects. ..
- Identifying CT Imaging Biomarkers Associated with Prognosis of Pulmonary EmbolismKyongtae T Bae; Fiscal Year: 2010..We believe the proposed study is timely and will provide a new insight to prognosis and clinical management and treatment of PE. ..
- 3-D Transrectal Ultrasound with 2-D ArraysJESSE T P YEN; Fiscal Year: 2010..Lastly, a small number of in vitro experiments of canine prostates will be done. ..
- New Methods for Analysis of Eye-tracking Data for Medical Image Perception ResearDev P Chakraborty; Fiscal Year: 2010..We propose a new approach to the analysis of eye-tracking data. With better understanding of image perception we will be better able to improve radiologist performance and reduce interpretive errors. ..
- Continued Development and Maintenance of a Computational Morphometry ToolkitTorsten Rohlfing; Fiscal Year: 2010..This project will enhance a proven soft- ware system for imaging-based morphometric studies and make it freely avail- able to the scientific community. ..
- Molecular and Microstructural Imaging of Cardiomyocyte Apoptosis and AutophagyDavid E Sosnovik; Fiscal Year: 2010..The development of such strategies has the potential to significantly reduce the rapidly rising number of patients with heart failure, and is thus of major clinical and public health significance. ..
- Pathogenesis and Pathophysiological Mechanisms of Myofascial Trigger PointsSiddhartha Sikdar; Fiscal Year: 2010..Our approach would also be broadly applicable to elucidating the underlying mechanisms in other chronic musculoskeletal pain disorders, such low back pain. ..
- Identifying CT Imaging Biomarkers Associated with Prognosis of Pulmonary EmbolismKyongtae Bae; Fiscal Year: 2009..We believe the proposed study is timely and will provide a new insight to prognosis and clinical management and treatment of PE. ..
- MR Diffusion Tensor Imaging for Detection and Characterization of Breast LesionsSAVANNAH CORRINA PARTRIDGE; Fiscal Year: 2010....
- PERCEPTUAL MODEL FOR WORKSTATION DISPLAY OPTIMIZATIONDev Chakraborty; Fiscal Year: 2003..Also to be generated are iso-contour plots of the effects of common workstation variables on image quality in both tasks. This will allow digital mammography workstations to be more intelligently used. ..
- Smash Contrast-Enhanced 3D MR AngiographyRobert Edelman; Fiscal Year: 2003....
- Observer Studies Involving Search: Modeling and AnalysisDev P Chakraborty; Fiscal Year: 2010..Health care benefits because more efficient and cost-effective studies become possible which could serve as surrogates for expensive clinical trials. ..
- Preventing spike-wave epileptogenesis: critical periods & neuroimaging biomarkersHal Blumenfeld; Fiscal Year: 2010..untreated animals. We will also investigate the anatomical basis of white matter DTI abnormalities through electron microscopy to determine changes in axons and myelin in affected regions. 2. ..
- MIPS XII ConferenceElizabeth Krupinski; Fiscal Year: 2007....
- Tools for Analyzing Cortical Structure and ConnectivityBruce Fischl; Fiscal Year: 2010..abstract_text> ..
- PARTNERSHIP FOR MR SPECTROSCOPIC IMAGING DATA PROCESSINGANDREW MAUDSLEY; Fiscal Year: 2009....
- Real-Time MRI Motion Correction SystemRoland Bammer; Fiscal Year: 2007..The optical system will track head position; correct for motion throughout image acquisition time; result in improved diagnostic image quality; and reduce, or even eliminate, the need for repeat studies due to patient head motion. ..
- DEVELOPMENT OF COMPLEX RETINAL FIELDSNORBERTO GRZYWACZ; Fiscal Year: 2001..Incidence of orientation selectivity and receptive-field size will be measured for each of these conditions as a function of age, and the results compared to those of new computer simulations. ..
- The Organization of Semantic MemoryEiling Yee; Fiscal Year: 2007..Together, these investigations will lead to a better understanding of how semantic information is organized, accessed and represented in normal subjects, and how semantic information degrades with various kinds of brain damage. ..
- Eyestrain in RadiologistsElizabeth Krupinski; Fiscal Year: 2007..Only by developing a better understanding of the nature of observer error, may we discover effective approaches to reducing the errors. ..
- Volumetric MRSI Evaluation of Traumatic Brain InjuryANDREW MAUDSLEY; Fiscal Year: 2007....
- Mechanisms of Acupuncture AnalgesiaRichard Harris; Fiscal Year: 2006..There is a strong institutional commitment to see the applicant succeed in this task due to a tremendous need for well-trained clinical investigators in alternative and complementary medicine. ..
- NEURAL CORRELATES OF AGE-RELATED DIFFERENCES IN MEMORYNaftali Raz; Fiscal Year: 1993..Are the deficits in procedural (skill) memory, frequently observed in older adults, related to age-dependent atrophy of the basal ganglia and the cerebellum?..
- Quantitative MRI analysis method for longitudinal assessment of knee OAJEFFREY W DURYEA; Fiscal Year: 2010..The work will contribute to the public health indirectly by assisting others in developing and evaluating OA therapies. ..
- The Relationship of n-3 Fatty Acids with Pain and Synovium in knee OAKristin Baker; Fiscal Year: 2007..It is a major public health issue with substantial economic impact that will increase as the population ages. Individuals with the disease are eager for nonpharmacological treatments such as a nutrition intervention. ..
- MAGNETIC RESONANCE CORONARY ANGIOGRAPHYJohn Oshinski; Fiscal Year: 2001....
- Characterization of a Novel 5-HT1A Receptor Agonist PET LigandMATE MILAK; Fiscal Year: 2007..Training research scientists in areas of translational research such as proposed here can accelerate the translation of new PET tracers to clinical research. ..
- Computerized Radiographic Outcomes for Rheumatoid HandsJeffrey Duryea; Fiscal Year: 2004..This work will play a major role towards alleviating the effects of this debilitating disease. ..
- Rapid Robust Pediatric MRIShreyas S Vasanawala; Fiscal Year: 2010....
- Hyperscan:Simultaneous fMRI across the internetGregory Berns; Fiscal Year: 2002..Linking together two 3 T scanners, one at Emory University and one at Princeton University, the biological substrates associated with human-human interaction will be compared to human-computer interaction. ..
- NEUROIMAGING OG NOVELTY DETECTION IN COCAINE DEPENDENCEGregory Berns; Fiscal Year: 2003..abstract_text> ..
- Neurobiology of UncertaintyGregory Berns; Fiscal Year: 2009..In this project, we will use modern brain imaging techniques to see how social messages from peers and authority figures change risky decisions and which parts of the brain are responsible. ..
- INTEGRATION OF BIFURCATION THEORY AND CONTINUOUS FMRIGregory Berns; Fiscal Year: 2003..The integration of bifurcation theory with continuous fMRI is anticipated to have a significant impact on the way in which fMRI experiments are conducted and will yield new techniques for the study of neuropsychiatric illness. ..
- Behavioral and Neural Correlates of Melodic Intonation TherapyGottfried Schlaug; Fiscal Year: 2009..Secondary outcome measures include correctly named items on standard picture naming tests, timed automatic speech, and linguistically-based measures of phrase and sentence analysis. Project Description Page 6 ..
- Facilitators of Motor Recovery Following StrokeGottfried Schlaug; Fiscal Year: 2007..abstract_text> ..
- Dectection of occult mediastinal lymph node mestastasesMichael Wallace; Fiscal Year: 2007..In the R33 component of the grant application these criteria will be prospectively evaluated and correlated with clinical outcome in a second, larger cohort of patients. ..
- Quantitative Cardiac PET/CT ImagingAdam Alessio; Fiscal Year: 2007..This development will occur while contributing solutions to what are widely recognized as the most important challenges in cardiac PET/CT imaging. ..
- Vascular Dynamics in Functional MRIThomas Liu; Fiscal Year: 2007..1 Hz spectral index would allow investigators to more effectively determine which medications are likely to be of clinical value. ..
