Generative-discriminative basis learning for medical imaging.

Applying tensor-based morphometry to parametric surfaces can improve MRI-based disease diagnosis. Neuroimage (2013) 1.17

Analytic estimation of statistical significance maps for support vector machine based multi-variate image analysis and classification. Neuroimage (2013) 1.12

The relevance voxel machine (RVoxM): a self-tuning Bayesian model for informative image-based prediction. IEEE Trans Med Imaging (2012) 1.01

Unsupervised learning of functional network dynamics in resting state fMRI. Inf Process Med Imaging (2013) 0.93

Single subject prediction of brain disorders in neuroimaging: Promises and pitfalls. Neuroimage (2016) 0.92

Dominant component analysis of electrophysiological connectivity networks. Med Image Comput Comput Assist Interv (2012) 0.92

Finding imaging patterns of structural covariance via Non-Negative Matrix Factorization. Neuroimage (2014) 0.89

Joint modeling of imaging and genetics. Inf Process Med Imaging (2013) 0.88

Identifying Sparse Connectivity Patterns in the brain using resting-state fMRI. Neuroimage (2014) 0.82

Interpreting support vector machine models for multivariate group wise analysis in neuroimaging. Med Image Anal (2015) 0.81

IDENTIFYING PATTERNS IN TEMPORAL VARIATION OF FUNCTIONAL CONNECTIVITY USING RESTING STATE FMRI. Proc IEEE Int Symp Biomed Imaging (2013) 0.79

Cortical surface biomarkers for predicting cognitive outcomes using group l2,1 norm. Neurobiol Aging (2014) 0.78

A Generative Probabilistic Model and Discriminative Extensions for Brain Lesion Segmentation- With Application to Tumor and Stroke. IEEE Trans Med Imaging (2015) 0.78

Discriminative sparse connectivity patterns for classification of fMRI Data. Med Image Comput Comput Assist Interv (2014) 0.78

Deep Learning for Cerebellar Ataxia Classification and Functional Score Regression. Mach Learn Med Imaging (2014) 0.78

Probabilistic Modeling of Imaging, Genetics and Diagnosis. IEEE Trans Med Imaging (2016) 0.77

Identifying group discriminative and age regressive sub-networks from DTI-based connectivity via a unified framework of non-negative matrix factorization and graph embedding. Med Image Anal (2014) 0.77

Supervised block sparse dictionary learning for simultaneous clustering and classification in computational anatomy. Med Image Comput Comput Assist Interv (2014) 0.76

On characterizing population commonalities and subject variations in brain networks. Med Image Anal (2015) 0.75

Eigenanatomy: sparse dimensionality reduction for multi-modal medical image analysis. Methods (2014) 0.75

Locality preserving non-negative basis learning with graph embedding. Inf Process Med Imaging (2013) 0.75

Landmark Based Shape Analysis for Cerebellar Ataxia Classification and Cerebellar Atrophy Pattern Visualization. Proc SPIE Int Soc Opt Eng (2016) 0.75

Computational neuroanatomy using brain deformations: From brain parcellation to multivariate pattern analysis and machine learning. Med Image Anal (2016) 0.75

Voxel-based morphometry--the methods. Neuroimage (2000) 34.79

Learning the parts of objects by non-negative matrix factorization. Nature (1999) 21.77

HAMMER: hierarchical attribute matching mechanism for elastic registration. IEEE Trans Med Imaging (2002) 12.71

Functional magnetic resonance imaging (fMRI) "brain reading": detecting and classifying distributed patterns of fMRI activity in human visual cortex. Neuroimage (2003) 7.22

Mild cognitive impairment can be distinguished from Alzheimer disease and normal aging for clinical trials. Arch Neurol (2004) 4.66

Voxel-based morphometry using the RAVENS maps: methods and validation using simulated longitudinal atrophy. Neuroimage (2001) 4.58

Adaptive fuzzy segmentation of magnetic resonance images. IEEE Trans Med Imaging (1999) 4.52

Volume loss of the hippocampus and temporal lobe in healthy elderly persons destined to develop dementia. Neurology (1997) 4.35

Automatic classification of patients with Alzheimer's disease from structural MRI: a comparison of ten methods using the ADNI database. Neuroimage (2010) 4.28

Why voxel-based morphometric analysis should be used with great caution when characterizing group differences. Neuroimage (2004) 4.09

Spatial patterns of brain atrophy in MCI patients, identified via high-dimensional pattern classification, predict subsequent cognitive decline. Neuroimage (2007) 4.07

COMPARE: classification of morphological patterns using adaptive regional elements. IEEE Trans Med Imaging (2007) 3.72

An image-processing system for qualitative and quantitative volumetric analysis of brain images. J Comput Assist Tomogr (1998) 3.49

Support vector machines for temporal classification of block design fMRI data. Neuroimage (2005) 3.41

Mapping gray matter loss with voxel-based morphometry in mild cognitive impairment. Neuroreport (2002) 3.31

Atrophy of the medial occipitotemporal, inferior, and middle temporal gyri in non-demented elderly predict decline to Alzheimer's disease. Neurobiol Aging (2000) 2.80

A voxel-based method for the statistical analysis of gray and white matter density applied to schizophrenia. Neuroimage (1995) 2.58

3D characterization of brain atrophy in Alzheimer's disease and mild cognitive impairment using tensor-based morphometry. Neuroimage (2008) 2.40

Image-driven population analysis through mixture modeling. IEEE Trans Med Imaging (2009) 2.23

Voxel based versus region of interest analysis in diffusion tensor imaging of neurodevelopment. Neuroimage (2006) 2.07

Multivariate deformation-based analysis of brain atrophy to predict Alzheimer's disease in mild cognitive impairment. Neuroimage (2007) 2.03

Support vector channel selection in BCI. IEEE Trans Biomed Eng (2004) 1.92

Atlas stratification. Med Image Anal (2007) 1.91

Prediction and interpretation of distributed neural activity with sparse models. Neuroimage (2008) 1.35

A general and unifying framework for feature construction, in image-based pattern classification. Inf Process Med Imaging (2009) 1.34

Kernel regression for fMRI pattern prediction. Neuroimage (2010) 1.18

Scene classification using a hybrid generative/discriminative approach. IEEE Trans Pattern Anal Mach Intell (2008) 1.09

Voxel-based analysis of confounding effects of age and dementia severity on cerebral metabolism in Alzheimer's disease. Hum Brain Mapp (2000) 1.09

Feature selection for shape-based classification of biological objects. Inf Process Med Imaging (2003) 0.82

HAMMER: hierarchical attribute matching mechanism for elastic registration. IEEE Trans Med Imaging (2002) 12.71

Longitudinal magnetic resonance imaging studies of older adults: a shrinking brain. J Neurosci (2003) 7.26

Spatial patterns of brain atrophy in MCI patients, identified via high-dimensional pattern classification, predict subsequent cognitive decline. Neuroimage (2007) 4.07

Baseline and longitudinal patterns of brain atrophy in MCI patients, and their use in prediction of short-term conversion to AD: results from ADNI. Neuroimage (2008) 3.74

COMPARE: classification of morphological patterns using adaptive regional elements. IEEE Trans Med Imaging (2007) 3.72

Imaging cortical association tracts in the human brain using diffusion-tensor-based axonal tracking. Magn Reson Med (2002) 3.67

Computer-assisted imaging to assess brain structure in healthy and diseased brains. Lancet Neurol (2003) 3.26

Effects of intensive glucose lowering on brain structure and function in people with type 2 diabetes (ACCORD MIND): a randomised open-label substudy. Lancet Neurol (2011) 3.25

Morphological classification of brains via high-dimensional shape transformations and machine learning methods. Neuroimage (2004) 3.13

Structural and functional biomarkers of prodromal Alzheimer's disease: a high-dimensional pattern classification study. Neuroimage (2008) 2.93

Very high-resolution morphometry using mass-preserving deformations and HAMMER elastic registration. Neuroimage (2003) 2.70

Spatial normalization of diffusion tensor fields. Magn Reson Med (2003) 2.70

DRAMMS: Deformable registration via attribute matching and mutual-saliency weighting. Med Image Anal (2010) 2.57

Deformable medical image registration: a survey. IEEE Trans Med Imaging (2013) 2.48

CLASSIC: consistent longitudinal alignment and segmentation for serial image computing. Neuroimage (2005) 2.27

Computer-assisted segmentation of white matter lesions in 3D MR images using support vector machine. Acad Radiol (2008) 2.25

Use of neuroanatomical pattern classification to identify subjects in at-risk mental states of psychosis and predict disease transition. Arch Gen Psychiatry (2009) 2.17

Classification of structural images via high-dimensional image warping, robust feature extraction, and SVM. Med Image Comput Comput Assist Interv (2005) 2.05

Classification of brain tumor type and grade using MRI texture and shape in a machine learning scheme. Magn Reson Med (2009) 2.00

Puberty-related influences on brain development. Mol Cell Endocrinol (2006) 1.93

Measuring temporal morphological changes robustly in brain MR images via 4-dimensional template warping. Neuroimage (2004) 1.90

An image-driven parameter estimation problem for a reaction-diffusion glioma growth model with mass effects. J Math Biol (2007) 1.90

A framework for callosal fiber distribution analysis. Neuroimage (2002) 1.87

Simulating deformations of MR brain images for validation of atlas-based segmentation and registration algorithms. Neuroimage (2006) 1.85

Statistical representation of high-dimensional deformation fields with application to statistically constrained 3D warping. Med Image Anal (2006) 1.85

Deformable registration of cortical structures via hybrid volumetric and surface warping. Neuroimage (2004) 1.74

Using a statistical shape model to extract sulcal curves on the outer cortex of the human brain. IEEE Trans Med Imaging (2002) 1.72

High-dimensional pattern regression using machine learning: from medical images to continuous clinical variables. Neuroimage (2010) 1.60

Registering histologic and MR images of prostate for image-based cancer detection. Acad Radiol (2007) 1.58

Multiparametric tissue characterization of brain neoplasms and their recurrence using pattern classification of MR images. Acad Radiol (2008) 1.56

Intima-media thickness and regional cerebral blood flow in older adults. Stroke (2009) 1.56

Diffusion tensor image registration using tensor geometry and orientation features. Med Image Comput Comput Assist Interv (2008) 1.54

ORBIT: a multiresolution framework for deformable registration of brain tumor images. IEEE Trans Med Imaging (2008) 1.52

Segmentation of prostate boundaries from ultrasound images using statistical shape model. IEEE Trans Med Imaging (2003) 1.52

GRAM: A framework for geodesic registration on anatomical manifolds. Med Image Anal (2010) 1.51

Hippocampus volume loss due to chronic heavy drinking. Alcohol Clin Exp Res (2006) 1.51

Measuring size and shape of the hippocampus in MR images using a deformable shape model. Neuroimage (2002) 1.50

Estimating topology preserving and smooth displacement fields. IEEE Trans Med Imaging (2004) 1.49

Depressive symptoms and brain volumes in older adults: a longitudinal magnetic resonance imaging study. J Psychiatry Neurosci (2009) 1.49

Non-diffeomorphic registration of brain tumor images by simulating tissue loss and tumor growth. Neuroimage (2009) 1.47

Simulation of tissue atrophy using a topology preserving transformation model. IEEE Trans Med Imaging (2006) 1.47

Spatiotemporal maturation patterns of murine brain quantified by diffusion tensor MRI and deformation-based morphometry. Proc Natl Acad Sci U S A (2005) 1.41

Deformable registration of brain tumor images via a statistical model of tumor-induced deformation. Med Image Anal (2006) 1.40

Unaffected family members and schizophrenia patients share brain structure patterns: a high-dimensional pattern classification study. Biol Psychiatry (2007) 1.40

Heterogeneous impact of motion on fundamental patterns of developmental changes in functional connectivity during youth. Neuroimage (2013) 1.39

Multi-atlas skull-stripping. Acad Radiol (2013) 1.37

Early recognition and disease prediction in the at-risk mental states for psychosis using neurocognitive pattern classification. Schizophr Bull (2011) 1.36

Efficient large deformation registration via geodesics on a learned manifold of images. Med Image Comput Comput Assist Interv (2009) 1.36

A general and unifying framework for feature construction, in image-based pattern classification. Inf Process Med Imaging (2009) 1.34

Optimized prostate biopsy via a statistical atlas of cancer spatial distribution. Med Image Anal (2004) 1.33

Finite element modeling of brain tumor mass-effect from 3D medical images. Med Image Comput Comput Assist Interv (2005) 1.31

Plasma clusterin concentration is associated with longitudinal brain atrophy in mild cognitive impairment. Neuroimage (2011) 1.30

Functional principal component model for high-dimensional brain imaging. Neuroimage (2011) 1.28

Neurodegeneration across stages of cognitive decline in Parkinson disease. Arch Neurol (2011) 1.26

Targeted prostate biopsy using statistical image analysis. IEEE Trans Med Imaging (2007) 1.25

An anatomical equivalence class based joint transformation-residual descriptor for morphological analysis. Inf Process Med Imaging (2007) 1.23

Determining correspondence in 3-D MR brain images using attribute vectors as morphological signatures of voxels. IEEE Trans Med Imaging (2004) 1.22

Morphological appearance manifolds in computational anatomy: groupwise registration and morphological analysis. Neuroimage (2008) 1.22

Alzheimer's disease pattern of brain atrophy predicts cognitive decline in Parkinson's disease. Brain (2011) 1.22

Hypercortisolism in alcohol dependence and its relation to hippocampal volume loss. J Stud Alcohol (2006) 1.21

GLISTR: glioma image segmentation and registration. IEEE Trans Med Imaging (2012) 1.19

A comparative study of biomechanical simulators in deformable registration of brain tumor images. IEEE Trans Biomed Eng (2008) 1.16

Clinical and multimodal biomarker correlates of ADNI neuropathological findings. Acta Neuropathol Commun (2013) 1.15

Design of comprehensive Alzheimer's disease centers to address unmet national needs. Alzheimers Dement (2010) 1.14

A robust framework for soft tissue simulations with application to modeling brain tumor mass effect in 3D MR images. Phys Med Biol (2007) 1.13

T1rho MRI of Alzheimer's disease. Neuroimage (2008) 1.13

Automated morphometric study of brain variation in XXY males. Neuroimage (2004) 1.12

Analytic estimation of statistical significance maps for support vector machine based multi-variate image analysis and classification. Neuroimage (2013) 1.12

Measuring brain lesion progression with a supervised tissue classification system. Med Image Comput Comput Assist Interv (2008) 1.12

Relations of brain volumes with cognitive function in males 45 years and older with past lead exposure. Neuroimage (2007) 1.12

ODVBA: optimally-discriminative voxel-based analysis. IEEE Trans Med Imaging (2011) 1.11

Are brain volumes based on magnetic resonance imaging mediators of the associations of cumulative lead dose with cognitive function? Am J Epidemiol (2007) 1.10

Correspondence between in vivo (11)C-PiB-PET amyloid imaging and postmortem, region-matched assessment of plaques. Acta Neuropathol (2012) 1.09

Semi-supervised pattern classification of medical images: application to mild cognitive impairment (MCI). Neuroimage (2010) 1.09

Semi-supervised cluster analysis of imaging data. Neuroimage (2010) 1.08

Three-dimensional sonography with needle tracking: role in diagnosis and treatment of prostate cancer. J Ultrasound Med (2008) 1.07

Functional maturation of the executive system during adolescence. J Neurosci (2013) 1.07

Quantification of brain maturation and growth patterns in C57BL/6J mice via computational neuroanatomy of diffusion tensor images. Cereb Cortex (2008) 1.06

Sampling the spatial patterns of cancer: optimized biopsy procedures for estimating prostate cancer volume and Gleason Score. Med Image Anal (2009) 1.06

Offering to share: how to put heads together in autism neuroimaging. J Autism Dev Disord (2007) 1.05

On analyzing diffusion tensor images by identifying manifold structure using isomaps. IEEE Trans Med Imaging (2007) 1.05

Deformable registration of glioma images using EM algorithm and diffusion reaction modeling. IEEE Trans Med Imaging (2010) 1.05

Deriving statistical significance maps for SVM based image classification and group comparisons. Med Image Comput Comput Assist Interv (2012) 1.04

Modeling glioma growth and mass effect in 3D MR images of the brain. Med Image Comput Comput Assist Interv (2007) 1.04

Anatomical equivalence class: a morphological analysis framework using a lossless shape descriptor. IEEE Trans Med Imaging (2007) 1.03

Use of neuroanatomical pattern regression to predict the structural brain dynamics of vulnerability and transition to psychosis. Schizophr Res (2010) 1.03

Neuronal injury biomarkers and prognosis in ADNI subjects with normal cognition. Acta Neuropathol Commun (2014) 1.01

Midlife obesity and trajectories of brain volume changes in older adults. Hum Brain Mapp (2011) 1.00

A Bayesian morphometry algorithm. IEEE Trans Med Imaging (2004) 0.98

T1rho (T1ρ) MR imaging in Alzheimer's disease and Parkinson's disease with and without dementia. J Neurol (2010) 0.97

Lack of association between 11C-PiB and longitudinal brain atrophy in non-demented older individuals. Neurobiol Aging (2010) 0.96

Statistical representation and simulation of high-dimensional deformations: application to synthesizing brain deformations. Med Image Comput Comput Assist Interv (2005) 0.95

Longitudinal imaging pattern analysis (SPARE-CD index) detects early structural and functional changes before cognitive decline in healthy older adults. Neurobiol Aging (2012) 0.94

CSF Apo-E levels associate with cognitive decline and MRI changes. Acta Neuropathol (2014) 0.94

Change in brain and lesion volumes after CEE therapies: the WHIMS-MRI studies. Neurology (2014) 0.94

Quantification of facial expressions using high-dimensional shape transformations. J Neurosci Methods (2005) 0.94

Registering histological and MR images of prostate for image-based cancer detection. Med Image Comput Comput Assist Interv (2006) 0.94

DRAMMS: deformable registration via attribute matching and mutual-saliency weighting. Inf Process Med Imaging (2009) 0.93

Unsupervised learning of functional network dynamics in resting state fMRI. Inf Process Med Imaging (2013) 0.93