Douglas L. Arnold

89 papers Journal 52Unranked 37

Year	Rank	Type	Title / Venue / Authors
2026	J	`jnl`	Longitudinal Lesion Inpainting in Brain MRI via 3D Region Aware Diffusion. CoRR Zahra Karimaghaloo, Dumitru Fetco, Haz-Edine Assemlal, Hassan Rivaz, Douglas L. Arnold
2025	J	`jnl`	Deep learning detection of acute and sub-acute lesion activity from single-timepoint conventional brain MRI in multiple sclerosis. Medical Image Anal. Quentin Spinat, Benoît Audelan, Xiaotong Jiang, Bastien Caba, Alexis Benichoux, Despoina Ioannidou, Olivier Teboul, Nikos Komodakis, Willem Huijbers, Refaat Gabr, Arie Gafson, Colm Elliott, Douglas L. Arnold, Nikos Paragios, Shibeshih Mitiku Belachew
2025	—	`conf`	Imagining Alternatives: Towards High-Resolution 3D Counterfactual Medical Image Generation via Language Guidance. ELAMI@MICCAI Mohamed Mohamed, Brennan Nichyporuk, Douglas L. Arnold, Tal Arbel
2025	J	`jnl`	Imagining Alternatives: Towards High-Resolution 3D Counterfactual Medical Image Generation via Language Guidance. CoRR Mohamed Mohamed, Brennan Nichyporuk, Douglas L. Arnold, Tal Arbel
2025	—	`conf`	Spatio-Temporal Conditional Diffusion Models for Forecasting Future Multiple Sclerosis Lesion Masks Conditioned on Treatments. LMID@MICCAI Gian Mario Favero, Ge Ya Luo, Nima Fathi, Justin Szeto, Douglas L. Arnold, Brennan Nichyporuk, Chris Pal, Tal Arbel
2025	J	`jnl`	Spatio-Temporal Conditional Diffusion Models for Forecasting Future Multiple Sclerosis Lesion Masks Conditioned on Treatments. CoRR Gian Mario Favero, Ge Ya Luo, Nima Fathi, Justin Szeto, Douglas L. Arnold, Brennan Nichyporuk, Chris Pal, Tal Arbel
2025	J	`jnl`	The role of AI for MRI-analysis in multiple sclerosis - A brief overview. Frontiers Artif. Intell. Jean-Pierre R. Falet, Steven Nobile, Aliya Szpindel, Berardino Barile, Amar Kumar, Joshua Durso-Finley, Tal Arbel, Douglas L. Arnold
2024	—	`conf`	Probabilistic Temporal Prediction of Continuous Disease Trajectories and Treatment Effects Using Neural SDEs. MICCAI (3) Joshua Durso-Finley, Berardino Barile, Jean-Pierre R. Falet, Douglas L. Arnold, Nick Pawlowski, Tal Arbel
2024	J	`jnl`	Probabilistic Temporal Prediction of Continuous Disease Trajectories and Treatment Effects Using Neural SDEs. CoRR Joshua Durso-Finley, Berardino Barile, Jean-Pierre R. Falet, Douglas L. Arnold, Nick Pawlowski, Tal Arbel
2023	J	`jnl`	Deep learning, data ramping, and uncertainty estimation for detecting artifacts in large, imbalanced databases of MRI images. Medical Image Anal. Ricardo Pizarro, Haz-Edine Assemlal, Sethu K. Boopathy Jegathambal, Thomas Jubault, Samson Antel, Douglas L. Arnold, Amir Shmuel
2023	—	`conf`	Improving Image-Based Precision Medicine with Uncertainty-Aware Causal Models. MICCAI (5) Joshua Durso-Finley, Jean-Pierre R. Falet, Raghav Mehta, Douglas L. Arnold, Nick Pawlowski, Tal Arbel
2023	J	`jnl`	Improving Image-Based Precision Medicine with Uncertainty-Aware Causal Models. CoRR Joshua Durso-Finley, Jean-Pierre R. Falet, Raghav Mehta, Douglas L. Arnold, Nick Pawlowski, Tal Arbel
2023	—	`conf`	Mitigating Calibration Bias Without Fixed Attribute Grouping for Improved Fairness in Medical Imaging Analysis. MICCAI (3) Changjian Shui, Justin Szeto, Raghav Mehta, Douglas L. Arnold, Tal Arbel
2023	J	`jnl`	Mitigating Calibration Bias Without Fixed Attribute Grouping for Improved Fairness in Medical Imaging Analysis. CoRR Changjian Shui, Justin Szeto, Raghav Mehta, Douglas L. Arnold, Tal Arbel
2023	J	`jnl`	Single-timepoint low-dimensional characterization and classification of acute versus chronic multiple sclerosis lesions using machine learning. NeuroImage Bastien Caba, Alexandre Cafaro, Aurelien Lombard, Douglas L. Arnold, Colm Elliott, Dawei Liu, Xiaotong Jiang, Arie Gafson, Elizabeth Fisher, Shibeshih Mitiku Belachew, Nikos Paragios
2022	J	`jnl`	Clinically Plausible Pathology-Anatomy Disentanglement in Patient Brain MRI with Structured Variational Priors. CoRR Anjun Hu, Jean-Pierre R. Falet, Brennan S. Nichyporuk, Changjian Shui, Douglas L. Arnold, Sotirios A. Tsaftaris, Tal Arbel
2022	—	`conf`	Counterfactual Image Synthesis for Discovery of Personalized Predictive Image Markers. AIIIMA/MIABID@MICCAI Amar Kumar, Anjun Hu, Brennan Nichyporuk, Jean-Pierre R. Falet, Douglas L. Arnold, Sotirios A. Tsaftaris, Tal Arbel
2022	J	`jnl`	Counterfactual Image Synthesis for Discovery of Personalized Predictive Image Markers. CoRR Amar Kumar, Anjun Hu, Brennan Nichyporuk, Jean-Pierre R. Falet, Douglas L. Arnold, Sotirios A. Tsaftaris, Tal Arbel
2022	—	`conf`	Heatmap Regression for Lesion Detection Using Pointwise Annotations. MILLanD@MICCAI Chelsea Myers-Colet, Julien Schroeter, Douglas L. Arnold, Tal Arbel
2022	J	`jnl`	Heatmap Regression for Lesion Detection using Pointwise Annotations. CoRR Chelsea Myers-Colet, Julien Schroeter, Douglas L. Arnold, Tal Arbel
2022	—	`conf`	Personalized Prediction of Future Lesion Activity and Treatment Effect in Multiple Sclerosis from Baseline MRI. MIDL Joshua Durso-Finley, Jean-Pierre R. Falet, Brennan Nichyporuk, Douglas L. Arnold, Tal Arbel
2022	J	`jnl`	Personalized Prediction of Future Lesion Activity and Treatment Effect in Multiple Sclerosis from Baseline MRI. CoRR Joshua Durso-Finley, Jean-Pierre R. Falet, Brennan Nichyporuk, Douglas L. Arnold, Tal Arbel
2022	J	`jnl`	Propagating Uncertainty Across Cascaded Medical Imaging Tasks for Improved Deep Learning Inference. IEEE Trans. Medical Imaging Raghav Mehta, Thomas Christinck, Tanya Nair, Aurélie Bussy, Swapna Premasiri, Manuela Costantino, M. Mallar Chakravarthy, Douglas L. Arnold, Yarin Gal, Tal Arbel
2022	J	`jnl`	Rethinking Generalization: The Impact of Annotation Style on Medical Image Segmentation. CoRR Brennan Nichyporuk, Jillian Cardinell, Justin Szeto, Raghav Mehta, Jean-Pierre R. Falet, Douglas L. Arnold, Sotirios A. Tsaftaris, Tal Arbel
2022	—	`conf`	Segmentation-Consistent Probabilistic Lesion Counting. MIDL Julien Schroeter, Chelsea Myers-Colet, Douglas L. Arnold, Tal Arbel
2022	J	`jnl`	Segmentation-Consistent Probabilistic Lesion Counting. CoRR Julien Schroeter, Chelsea Myers-Colet, Douglas L. Arnold, Tal Arbel
2021	—	`conf`	Cohort Bias Adaptation in Aggregated Datasets for Lesion Segmentation. DART/FAIR@MICCAI Brennan Nichyporuk, Jillian Cardinell, Justin Szeto, Raghav Mehta, Sotirios A. Tsaftaris, Douglas L. Arnold, Tal Arbel
2021	J	`jnl`	Cohort Bias Adaptation in Aggregated Datasets for Lesion Segmentation. CoRR Brennan Nichyporuk, Jillian Cardinell, Justin Szeto, Raghav Mehta, Sotirios A. Tsaftaris, Douglas L. Arnold, Tal Arbel
2021	J	`jnl`	Optimizing Operating Points for High Performance Lesion Detection and Segmentation Using Lesion Size Reweighting. CoRR Brennan Nichyporuk, Justin Szeto, Douglas L. Arnold, Tal Arbel
2020	J	`jnl`	Automated separation of diffusely abnormal white matter from focal white matter lesions on MRI in multiple sclerosis. NeuroImage Josefina Maranzano, Mahsa Dadar, Maryna Zhernovaia, Douglas L. Arnold, D. Louis Collins, Sridar Narayanan
2020	J	`jnl`	Brain volume loss in individuals over time: Source of variance and limits of detectability. NeuroImage Sridar Narayanan, Kunio Nakamura, Vladimir S. Fonov, Josefina Maranzano, Zografos Caramanos, Paul S. Giacomini, D. Louis Collins, Douglas L. Arnold
2020	—	`conf`	CNN Detection of New and Enlarging Multiple Sclerosis Lesions from Longitudinal Mri Using Subtraction Images. ISBI Nazanin Mohammadi Sepahvand, Douglas L. Arnold, Tal Arbel
2020	J	`jnl`	Deep learning segmentation of orbital fat to calibrate conventional MRI for longitudinal studies. NeuroImage Robert A. Brown, Dumitru Fetco, Robert Fratila, Giulia Fadda, Shangge Jiang, Nuha M. Alkhawajah, E. Ann Yeh, Brenda Banwell, Amit Bar-Or, Douglas L. Arnold
2020	J	`jnl`	Exploring uncertainty measures in deep networks for Multiple sclerosis lesion detection and segmentation. Medical Image Anal. Tanya Nair, Doina Precup, Douglas L. Arnold, Tal Arbel
2019	J	`jnl`	Estimating and accounting for the effect of MRI scanner changes on longitudinal whole-brain volume change measurements. NeuroImage Hyunwoo Lee, Kunio Nakamura, Sridar Narayanan, Robert A. Brown, Douglas L. Arnold
2019	—	`conf`	Improving Pathological Structure Segmentation via Transfer Learning Across Diseases. DART/MIL3ID@MICCAI Barleen Kaur, Paul Lemaître, Raghav Mehta, Nazanin Mohammadi Sepahvand, Doina Precup, Douglas L. Arnold, Tal Arbel
2019	—	`conf`	Prediction of Disease Progression in Multiple Sclerosis Patients using Deep Learning Analysis of MRI Data. MIDL Adrian Tousignant, Paul Lemaître, Doina Precup, Douglas L. Arnold, Tal Arbel
2019	—	`conf`	Propagating Uncertainty Across Cascaded Medical Imaging Tasks for Improved Deep Learning Inference. UNSURE/CLIP@MICCAI Raghav Mehta, Thomas Christinck, Tanya Nair, Paul Lemaître, Douglas L. Arnold, Tal Arbel
2019	—	`conf`	Saliency Based Deep Neural Network for Automatic Detection of Gadolinium-Enhancing Multiple Sclerosis Lesions in Brain MRI. BrainLes@MICCAI (1) Joshua Durso-Finley, Douglas L. Arnold, Tal Arbel
2019	J	`jnl`	Using Deep Learning Algorithms to Automatically Identify the Brain MRI Contrast: Implications for Managing Large Databases. Neuroinformatics Ricardo Pizarro, Haz-Edine Assemlal, Dante De Nigris, Colm Elliott, Samson Antel, Douglas L. Arnold, Amir Shmuel
2018	—	`conf`	CNN Prediction of Future Disease Activity for Multiple Sclerosis Patients from Baseline MRI and Lesion Labels. BrainLes@MICCAI (1) Nazanin Mohammadi Sepahvand, Tal Hassner, Douglas L. Arnold, Tal Arbel
2018	—	`conf`	Exploring Uncertainty Measures in Deep Networks for Multiple Sclerosis Lesion Detection and Segmentation. MICCAI (1) Tanya Nair, Doina Precup, Douglas L. Arnold, Tal Arbel
2018	J	`jnl`	Exploring Uncertainty Measures in Deep Networks for Multiple Sclerosis Lesion Detection and Segmentation. CoRR Tanya Nair, Doina Precup, Douglas L. Arnold, Tal Arbel
2018	J	`jnl`	Standardized quality metric system for structural brain magnetic resonance images in multi-center neuroimaging study. BMC Medical Imaging Michael Osadebey, Marius Pedersen, Douglas L. Arnold, Katrina Wendel-Mitoraj, Alzheimer's Disease Neuroimaging Initiative
2017	—	`conf`	Lesion Detection, Segmentation and Prediction in Multiple Sclerosis Clinical Trials. BrainLes@MICCAI Andrew Doyle, Colm Elliott, Zahra Karimaghaloo, Nagesh K. Subbanna, Douglas L. Arnold, Tal Arbel
2017	J	`jnl`	No-reference quality measure in brain MRI images using binary operations, texture and set analysis. IET Image Process. Michael Osadebey, Marius Pedersen, Douglas L. Arnold, Katrina Wendel-Mitoraj
2017	—	`conf`	Predicting Future Disease Activity and Treatment Responders for Multiple Sclerosis Patients Using a Bag-of-Lesions Brain Representation. MICCAI (3) Andrew Doyle, Doina Precup, Douglas L. Arnold, Tal Arbel
2017	J	`jnl`	Statistical power and prediction accuracy in multisite resting-state fMRI connectivity. NeuroImage Christian Dansereau, Yassine Benhajali, Céline Risterucci, Emilio Merlo Pich, Pierre Orban, Douglas L. Arnold, Pierre Bellec
2016	J	`jnl`	Adaptive multi-level conditional random fields for detection and segmentation of small enhanced pathology in medical images. Medical Image Anal. Zahra Karimaghaloo, Douglas L. Arnold, Tal Arbel
2015	J	`jnl`	Diurnal fluctuations in brain volume: Statistical analyses of MRI from large populations. NeuroImage Kunio Nakamura, Robert A. Brown, Sridar Narayanan, D. Louis Collins, Douglas L. Arnold
2015	—	`conf`	IMaGe: Iterative Multilevel Probabilistic Graphical Model for Detection and Segmentation of Multiple Sclerosis Lesions in Brain MRI. IPMI Nagesh K. Subbanna, Doina Precup, Douglas L. Arnold, Tal Arbel
2015	J	`jnl`	Probabilistic Multiple Sclerosis Lesion Classification Based on Modeling Regional Intensity Variability and Local Neighborhood Information. IEEE Trans. Biomed. Eng. Rola Harmouche, Nagesh K. Subbanna, D. Louis Collins, Douglas L. Arnold, Tal Arbel
2015	J	`jnl`	Temporal Hierarchical Adaptive Texture CRF for Automatic Detection of Gadolinium-Enhancing Multiple Sclerosis Lesions in Brain MRI. IEEE Trans. Medical Imaging Zahra Karimaghaloo, Hassan Rivaz, Douglas L. Arnold, D. Louis Collins, Tal Arbel
2014	—	`conf`	A Generative Model for Automatic Detection of Resolving Multiple Sclerosis Lesions. BAMBI Colm Elliott, Douglas L. Arnold, D. Louis Collins, Tal Arbel
2014	J	`jnl`	Four-neighborhood clique kernel: A general framework for Bayesian and variational techniques of noise reduction in magnetic resonance images of the brain. Int. J. Imaging Syst. Technol. Michael Osadebey, Nizar Bouguila, Douglas L. Arnold
2014	—	`conf`	Is It Possible to Differentiate the Impact of Pediatric Monophasic Demyelinating Disorders and Multiple Sclerosis After a First Episode of Demyelination? STIA Bérengère Aubert-Broche, Vladimir S. Fonov, Katrin Weier, Sridar Narayanan, Douglas L. Arnold, Brenda Banwell, D. Louis Collins
2013	—	`conf`	Adaptive Voxel, Texture and Temporal Conditional Random Fields for Detection of Gad-Enhancing Multiple Sclerosis Lesions in Brain MRI. MICCAI (3) Zahra Karimaghaloo, Hassan Rivaz, Douglas L. Arnold, D. Louis Collins, Tal Arbel
2013	—	`conf`	Cortical Surface Analysis of Multi-contrast MR Data to Improve Detection of Cortical Pathology in Multiple Sclerosis. MBIA Marika Archambault-Wallenburg, Douglas L. Arnold, Sridar Narayanan, G. Bruce Pike, D. Louis Collins
2013	J	`jnl`	Review of automatic segmentation methods of multiple sclerosis white matter lesions on conventional magnetic resonance imaging. Medical Image Anal. Daniel García-Lorenzo, Simon J. Francis, Sridar Narayanan, Douglas L. Arnold, D. Louis Collins
2013	J	`jnl`	Segmentation of magnetization transfer ratio lesions for longitudinal analysis of demyelination and remyelination in multiple sclerosis. NeuroImage Robert A. Brown, Sridar Narayanan, Douglas L. Arnold
2013	J	`jnl`	Temporally Consistent Probabilistic Detection of New Multiple Sclerosis Lesions in Brain MRI. IEEE Trans. Medical Imaging Colm Elliott, Douglas L. Arnold, D. Louis Collins, Tal Arbel
2013	J	`jnl`	The clique potential of Markov random field in a random experiment for estimation of noise levels in 2D brain MRI. Int. J. Imaging Syst. Technol. Michael Osadebey, Nizar Bouguila, Douglas L. Arnold
2012	J	`jnl`	Automatic Detection of Gadolinium-Enhancing Multiple Sclerosis Lesions in Brain MRI Using Conditional Random Fields. IEEE Trans. Medical Imaging Zahra Karimaghaloo, Mohak Shah, Simon J. Francis, Douglas L. Arnold, D. Louis Collins, Tal Arbel
2012	—	`conf`	Hierarchical Conditional Random Fields for Detection of Gad-Enhancing Lesions in Multiple Sclerosis. MICCAI (2) Zahra Karimaghaloo, Douglas L. Arnold, D. Louis Collins, Tal Arbel
2011	—	`conf`	Adapted MRF Segmentation of Multiple Sclerosis Lesions Using Local Contextual Information. MIUA Nagesh K. Subbanna, Simon J. Francis, Doina Precup, D. Louis Collins, Douglas L. Arnold, Tal Arbel
2011	J	`jnl`	Evaluating intensity normalization on MRIs of human brain with multiple sclerosis. Medical Image Anal. Mohak Shah, Yiming Xiao, Nagesh K. Subbanna, Simon J. Francis, Douglas L. Arnold, D. Louis Collins, Tal Arbel
2011	J	`jnl`	Regional brain atrophy in children with multiple sclerosis. NeuroImage Bérengère Aubert-Broche, Vladimir S. Fonov, R. Ghassemi, Sridar Narayanan, Douglas L. Arnold, Brenda Banwell, John G. Sled, D. Louis Collins
2011	J	`jnl`	Trimmed-Likelihood Estimation for Focal Lesions and Tissue Segmentation in Multisequence MRI for Multiple Sclerosis. IEEE Trans. Medical Imaging Daniel García-Lorenzo, Sylvain Prima, Douglas L. Arnold, D. Louis Collins, Christian Barillot
2010	—	`conf`	Bayesian Classification of Multiple Sclerosis Lesions in Longitudinal MRI Using Subtraction Images. MICCAI (2) Colm Elliott, Simon J. Francis, Douglas L. Arnold, D. Louis Collins, Tal Arbel
2010	J	`jnl`	Corrigendum to "Gradient distortions in MRI: Characterizing and correcting for their effects on SIENA-generated measures of brain volume change" [NeuroImage 49 (2010) 1601-1611]. NeuroImage Zografos Caramanos, Vladimir S. Fonov, Simon J. Francis, Sridar Narayanan, G. Bruce Pike, D. Louis Collins, Douglas L. Arnold
2010	—	`conf`	Detection of Gad-Enhancing Lesions in Multiple Sclerosis Using Conditional Random Fields. MICCAI (3) Zahra Karimaghaloo, Mohak Shah, Simon J. Francis, Douglas L. Arnold, D. Louis Collins, Tal Arbel
2010	J	`jnl`	Evaluation of automated techniques for the quantification of grey matter atrophy in patients with multiple sclerosis. NeuroImage Mishkin Derakhshan, Zografos Caramanos, Paul S. Giacomini, Sridar Narayanan, Josefina Maranzano, Simon J. Francis, Douglas L. Arnold, D. Louis Collins
2010	J	`jnl`	Gradient distortions in MRI: Characterizing and correcting for their effects on SIENA-generated measures of brain volume change. NeuroImage Zografos Caramanos, Vladimir S. Fonov, Simon J. Francis, Sridar Narayanan, G. Bruce Pike, D. Louis Collins, Douglas L. Arnold
2010	—	`conf`	Improved Precision in the Measurement of Longitudinal Global and Regional Volumetric Changes via a Novel MRI Gradient Distortion Characterization and Correction Technique. MIAR Vladimir S. Fonov, Andrew L. Janke, Zografos Caramanos, Douglas L. Arnold, Sridar Narayanan, G. Bruce Pike, D. Louis Collins
2010	—	`conf`	Optimal Gaussian Mixture Models of Tissue Intensities in Brain MRI of Patients with Multiple-Sclerosis. MLMI Yiming Xiao, Mohak Shah, Simon J. Francis, Douglas L. Arnold, Tal Arbel, D. Louis Collins
2010	J	`jnl`	Robust Rician noise estimation for MR images. Medical Image Anal. Pierrick Coupé, José V. Manjón, Elias Gedamu, Douglas L. Arnold, Montserrat Robles, D. Louis Collins
2009	—	`conf`	An Object-Based Method for Rician Noise Estimation in MR Images. MICCAI (1) Pierrick Coupé, José V. Manjón, Elias Gedamu, Douglas L. Arnold, Montserrat Robles, D. Louis Collins
2009	—	`conf`	Multiple Sclerosis Lesion Segmentation Using an Automatic Multimodal Graph Cuts. MICCAI (1) Daniel García-Lorenzo, Jérémy Lecoeur, Douglas L. Arnold, D. Louis Collins, Christian Barillot
2008	—	`conf`	MRI inter-packet movement correction for images acquired with non-complementary data. ISBI Elias Gedamu, Abraham Gedamu, Douglas L. Arnold, D. Louis Collins
2007	J	`jnl`	Voxel-based analysis of the evolution of magnetization transfer ratio to quantify remyelination and demyelination with histopathological validation in a multiple sclerosis lesion. NeuroImage J. T. Chen, T. Kuhlmann, G. H. Jansen, D. Louis Collins, H. L. Atkins, M. S. Freedman, P. W. O'Connor, Douglas L. Arnold, Canadian MS/BMT Study Group
2006	J	`jnl`	Axonal injury in the cerebral normal-appearing white matter of patients with multiple sclerosis is related to concurrent demyelination in lesions but not to concurrent demyelination in normal-appearing white matter. NeuroImage Sridar Narayanan, Simon J. Francis, John G. Sled, A. C. Santos, Samson Antel, Ives R. Levesque, Steven Brass, Yves Lapierre, Dominique Sappey-Marinier, G. Bruce Pike, Douglas L. Arnold
2006	—	`conf`	Bayesian MS Lesion Classification Modeling Regional and Local Spatial Information. ICPR (3) Rola Harmouche, D. Louis Collins, Douglas L. Arnold, Simon J. Francis, Tal Arbel
2005	J	`jnl`	Local magnetization transfer ratio signal inhomogeneity is related to subsequent change in MTR in lesions and normal-appearing white-matter of multiple sclerosis patients. NeuroImage J. T. Chen, D. Louis Collins, M. S. Freedman, H. L. Atkins, Douglas L. Arnold, Canadian MS/BMT Study Group
2004	J	`jnl`	Relating neocortical pathology to disability progression in multiple sclerosis using MRI. NeuroImage J. T. Chen, Sridar Narayanan, D. Louis Collins, Steve M. Smith, Paul M. Matthews, Douglas L. Arnold
2003	J	`jnl`	Automated detection of focal cortical dysplasia lesions using computational models of their MRI characteristics and texture analysis. NeuroImage Samson B. Antel, D. Louis Collins, Neda Bernasconi, Frederick Andermann, Rajjan Shinghal, Robert E. Kearney, Douglas L. Arnold, Andrea Bernasconi
2003	—	`conf`	Multivariate Statistics for Detection of MS Activity in Serial Multimodal MR Images. MICCAI (1) Sylvain Prima, Douglas L. Arnold, D. Louis Collins
2002	J	`jnl`	Computational Models of MRI Characteristics of Focal Cortical Dysplasia Improve Lesion Detection. NeuroImage Samson B. Antel, Andrea Bernasconi, Neda Bernasconi, D. Louis Collins, Robert E. Kearney, Rajjan Shinghal, Douglas L. Arnold
2002	—	`conf`	Statistical Analysis of Longitudinal MRI Data: Applications for Detection of Disease Activity in MS. MICCAI (1) Sylvain Prima, Nicholas Ayache, Andrew L. Janke, Simon J. Francis, Douglas L. Arnold, D. Louis Collins
2001	—	`conf`	Automated Estimation of Brain Volume in Multiple Sclerosis with BICCR. IPMI D. Louis Collins, Johan Montagnat, Alex P. Zijdenbos, Alan C. Evans, Douglas L. Arnold