Douglas L. Arnold

Publication Activity (10 Years)

Years Active: 2001-2024
Publications (10 Years): 40

Top Topics

Statistical Power

Magnetic Resonance Images

Multiple Sclerosis

Top Venues

Medical Image Anal.

Publications

Joshua Durso-Finley, Berardino Barile, Jean-Pierre R. Falet, Douglas L. Arnold, Nick Pawlowski, Tal Arbel
Probabilistic Temporal Prediction of Continuous Disease Trajectories and Treatment Effects Using Neural SDEs. CoRR (2024)
Changjian Shui, Justin Szeto, Raghav Mehta, Douglas L. Arnold, Tal Arbel
Mitigating Calibration Bias Without Fixed Attribute Grouping for Improved Fairness in Medical Imaging Analysis. MICCAI (3) (2023)
Bastien Caba, Alexandre Cafaro, Aurelien Lombard, Douglas L. Arnold, Colm Elliott, Dawei Liu, Xiaotong Jiang, Arie Gafson, Elizabeth Fisher, Shibeshih Mitiku Belachew, Nikos Paragios
Single-timepoint low-dimensional characterization and classification of acute versus chronic multiple sclerosis lesions using machine learning. NeuroImage 265 (2023)
Ricardo Pizarro, Haz-Edine Assemlal, Sethu K. Boopathy Jegathambal, Thomas Jubault, Samson Antel, Douglas L. Arnold, Amir Shmuel
Deep learning, data ramping, and uncertainty estimation for detecting artifacts in large, imbalanced databases of MRI images. Medical Image Anal. 90 (2023)
Changjian Shui, Justin Szeto, Raghav Mehta, Douglas L. Arnold, Tal Arbel
Mitigating Calibration Bias Without Fixed Attribute Grouping for Improved Fairness in Medical Imaging Analysis. CoRR (2023)
Joshua Durso-Finley, Jean-Pierre R. Falet, Raghav Mehta, Douglas L. Arnold, Nick Pawlowski, Tal Arbel
Improving Image-Based Precision Medicine with Uncertainty-Aware Causal Models. CoRR (2023)
Joshua Durso-Finley, Jean-Pierre R. Falet, Raghav Mehta, Douglas L. Arnold, Nick Pawlowski, Tal Arbel
Improving Image-Based Precision Medicine with Uncertainty-Aware Causal Models. MICCAI (5) (2023)
Chelsea Myers-Colet, Julien Schroeter, Douglas L. Arnold, Tal Arbel
Heatmap Regression for Lesion Detection Using Pointwise Annotations. MILLanD@MICCAI (2022)
Julien Schroeter, Chelsea Myers-Colet, Douglas L. Arnold, Tal Arbel
Segmentation-Consistent Probabilistic Lesion Counting. MIDL (2022)
Brennan Nichyporuk, Jillian Cardinell, Justin Szeto, Raghav Mehta, Jean-Pierre R. Falet, Douglas L. Arnold, Sotirios A. Tsaftaris, Tal Arbel
Rethinking Generalization: The Impact of Annotation Style on Medical Image Segmentation. CoRR (2022)
Julien Schroeter, Chelsea Myers-Colet, Douglas L. Arnold, Tal Arbel
Segmentation-Consistent Probabilistic Lesion Counting. CoRR (2022)
Raghav Mehta, Thomas Christinck, Tanya Nair, Aurélie Bussy, Swapna Premasiri, Manuela Costantino, M. Mallar Chakravarthy, Douglas L. Arnold, Yarin Gal, Tal Arbel
Propagating Uncertainty Across Cascaded Medical Imaging Tasks for Improved Deep Learning Inference. IEEE Trans. Medical Imaging 41 (2) (2022)
Joshua Durso-Finley, Jean-Pierre R. Falet, Brennan Nichyporuk, Douglas L. Arnold, Tal Arbel
Personalized Prediction of Future Lesion Activity and Treatment Effect in Multiple Sclerosis from Baseline MRI. CoRR (2022)
Chelsea Myers-Colet, Julien Schroeter, Douglas L. Arnold, Tal Arbel
Heatmap Regression for Lesion Detection using Pointwise Annotations. CoRR (2022)
Amar Kumar, Anjun Hu, Brennan Nichyporuk, Jean-Pierre R. Falet, Douglas L. Arnold, Sotirios A. Tsaftaris, Tal Arbel
Counterfactual Image Synthesis for Discovery of Personalized Predictive Image Markers. CoRR (2022)
Amar Kumar, Anjun Hu, Brennan Nichyporuk, Jean-Pierre R. Falet, Douglas L. Arnold, Sotirios A. Tsaftaris, Tal Arbel
Counterfactual Image Synthesis for Discovery of Personalized Predictive Image Markers. AIIIMA/MIABID@MICCAI (2022)
Anjun Hu, Jean-Pierre R. Falet, Brennan S. Nichyporuk, Changjian Shui, Douglas L. Arnold, Sotirios A. Tsaftaris, Tal Arbel
Clinically Plausible Pathology-Anatomy Disentanglement in Patient Brain MRI with Structured Variational Priors. CoRR (2022)
Brennan Nichyporuk, Jillian Cardinell, Justin Szeto, Raghav Mehta, Sotirios A. Tsaftaris, Douglas L. Arnold, Tal Arbel
Cohort Bias Adaptation in Aggregated Datasets for Lesion Segmentation. CoRR (2021)
Brennan Nichyporuk, Justin Szeto, Douglas L. Arnold, Tal Arbel
Optimizing Operating Points for High Performance Lesion Detection and Segmentation Using Lesion Size Reweighting. CoRR (2021)
Brennan Nichyporuk, Jillian Cardinell, Justin Szeto, Raghav Mehta, Sotirios A. Tsaftaris, Douglas L. Arnold, Tal Arbel
Cohort Bias Adaptation in Aggregated Datasets for Lesion Segmentation. DART/FAIR@MICCAI (2021)
Tanya Nair, Doina Precup, Douglas L. Arnold, Tal Arbel
Exploring uncertainty measures in deep networks for Multiple sclerosis lesion detection and segmentation. Medical Image Anal. 59 (2020)
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
Deep learning segmentation of orbital fat to calibrate conventional MRI for longitudinal studies. NeuroImage 208 (2020)
Sridar Narayanan, Kunio Nakamura, Vladimir S. Fonov, Josefina Maranzano, Zografos Caramanos, Paul S. Giacomini, D. Louis Collins, Douglas L. Arnold
Brain volume loss in individuals over time: Source of variance and limits of detectability. NeuroImage 214 (2020)
Nazanin Mohammadi Sepahvand, Douglas L. Arnold, Tal Arbel
CNN Detection of New and Enlarging Multiple Sclerosis Lesions from Longitudinal Mri Using Subtraction Images. ISBI (2020)
Josefina Maranzano, Mahsa Dadar, Maryna Zhernovaia, Douglas L. Arnold, D. Louis Collins, Sridar Narayanan
Automated separation of diffusely abnormal white matter from focal white matter lesions on MRI in multiple sclerosis. NeuroImage 213 (2020)
Raghav Mehta, Thomas Christinck, Tanya Nair, Paul Lemaître, Douglas L. Arnold, Tal Arbel
Propagating Uncertainty Across Cascaded Medical Imaging Tasks for Improved Deep Learning Inference. UNSURE/CLIP@MICCAI (2019)
Ricardo Pizarro, Haz-Edine Assemlal, Dante De Nigris, Colm Elliott, Samson Antel, Douglas L. Arnold, Amir Shmuel
Using Deep Learning Algorithms to Automatically Identify the Brain MRI Contrast: Implications for Managing Large Databases. Neuroinformatics 17 (1) (2019)
Hyunwoo Lee, Kunio Nakamura, Sridar Narayanan, Robert A. Brown, Douglas L. Arnold
Estimating and accounting for the effect of MRI scanner changes on longitudinal whole-brain volume change measurements. NeuroImage 184 (2019)
Joshua Durso-Finley, Douglas L. Arnold, Tal Arbel
Saliency Based Deep Neural Network for Automatic Detection of Gadolinium-Enhancing Multiple Sclerosis Lesions in Brain MRI. BrainLes@MICCAI (1) (2019)
Barleen Kaur, Paul Lemaître, Raghav Mehta, Nazanin Mohammadi Sepahvand, Doina Precup, Douglas L. Arnold, Tal Arbel
Improving Pathological Structure Segmentation via Transfer Learning Across Diseases. DART/MIL3ID@MICCAI (2019)
Adrian Tousignant, Paul Lemaître, Doina Precup, Douglas L. Arnold, Tal Arbel
Prediction of Disease Progression in Multiple Sclerosis Patients using Deep Learning Analysis of MRI Data. MIDL (2019)
Tanya Nair, Doina Precup, Douglas L. Arnold, Tal Arbel
Exploring Uncertainty Measures in Deep Networks for Multiple Sclerosis Lesion Detection and Segmentation. CoRR (2018)
Nazanin Mohammadi Sepahvand, Tal Hassner, Douglas L. Arnold, Tal Arbel
CNN Prediction of Future Disease Activity for Multiple Sclerosis Patients from Baseline MRI and Lesion Labels. BrainLes@MICCAI (1) (2018)
Tanya Nair, Doina Precup, Douglas L. Arnold, Tal Arbel
Exploring Uncertainty Measures in Deep Networks for Multiple Sclerosis Lesion Detection and Segmentation. MICCAI (1) (2018)
Michael Osadebey, Marius Pedersen, Douglas L. Arnold, Katrina Wendel-Mitoraj, Alzheimer's Disease Neuroimaging Initiative
Standardized quality metric system for structural brain magnetic resonance images in multi-center neuroimaging study. BMC Medical Imaging 18 (1) (2018)
Andrew Doyle, Doina Precup, Douglas L. Arnold, Tal Arbel
Predicting Future Disease Activity and Treatment Responders for Multiple Sclerosis Patients Using a Bag-of-Lesions Brain Representation. MICCAI (3) (2017)
Christian Dansereau, Yassine Benhajali, Céline Risterucci, Emilio Merlo Pich, Pierre Orban, Douglas L. Arnold, Pierre Bellec
Statistical power and prediction accuracy in multisite resting-state fMRI connectivity. NeuroImage 149 (2017)
Michael Osadebey, Marius Pedersen, Douglas L. Arnold, Katrina Wendel-Mitoraj
No-reference quality measure in brain MRI images using binary operations, texture and set analysis. IET Image Process. 11 (9) (2017)
Andrew Doyle, Colm Elliott, Zahra Karimaghaloo, Nagesh K. Subbanna, Douglas L. Arnold, Tal Arbel
Lesion Detection, Segmentation and Prediction in Multiple Sclerosis Clinical Trials. BrainLes@MICCAI (2017)
Zahra Karimaghaloo, Douglas L. Arnold, Tal Arbel
Adaptive multi-level conditional random fields for detection and segmentation of small enhanced pathology in medical images. Medical Image Anal. 27 (2016)
Nagesh K. Subbanna, Doina Precup, Douglas L. Arnold, Tal Arbel
IMaGe: Iterative Multilevel Probabilistic Graphical Model for Detection and Segmentation of Multiple Sclerosis Lesions in Brain MRI. IPMI (2015)
Kunio Nakamura, Robert A. Brown, Sridar Narayanan, D. Louis Collins, Douglas L. Arnold
Diurnal fluctuations in brain volume: Statistical analyses of MRI from large populations. NeuroImage 118 (2015)
Zahra Karimaghaloo, Hassan Rivaz, Douglas L. Arnold, D. Louis Collins, Tal Arbel
Temporal Hierarchical Adaptive Texture CRF for Automatic Detection of Gadolinium-Enhancing Multiple Sclerosis Lesions in Brain MRI. IEEE Trans. Medical Imaging 34 (6) (2015)
Rola Harmouche, Nagesh K. Subbanna, D. Louis Collins, Douglas L. Arnold, Tal Arbel
Probabilistic Multiple Sclerosis Lesion Classification Based on Modeling Regional Intensity Variability and Local Neighborhood Information. IEEE Trans. Biomed. Eng. 62 (5) (2015)
Bérengère Aubert-Broche, Vladimir S. Fonov, Katrin Weier, Sridar Narayanan, Douglas L. Arnold, Brenda Banwell, D. Louis Collins
Is It Possible to Differentiate the Impact of Pediatric Monophasic Demyelinating Disorders and Multiple Sclerosis After a First Episode of Demyelination? STIA (2014)
Michael Osadebey, Nizar Bouguila, Douglas L. Arnold
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. 24 (3) (2014)
Colm Elliott, Douglas L. Arnold, D. Louis Collins, Tal Arbel
A Generative Model for Automatic Detection of Resolving Multiple Sclerosis Lesions. BAMBI (2014)
Colm Elliott, Douglas L. Arnold, D. Louis Collins, Tal Arbel
Temporally Consistent Probabilistic Detection of New Multiple Sclerosis Lesions in Brain MRI. IEEE Trans. Medical Imaging 32 (8) (2013)
Zahra Karimaghaloo, Hassan Rivaz, Douglas L. Arnold, D. Louis Collins, Tal Arbel
Adaptive Voxel, Texture and Temporal Conditional Random Fields for Detection of Gad-Enhancing Multiple Sclerosis Lesions in Brain MRI. MICCAI (3) (2013)
Daniel García-Lorenzo, Simon J. Francis, Sridar Narayanan, Douglas L. Arnold, D. Louis Collins
Review of automatic segmentation methods of multiple sclerosis white matter lesions on conventional magnetic resonance imaging. Medical Image Anal. 17 (1) (2013)
Marika Archambault-Wallenburg, Douglas L. Arnold, Sridar Narayanan, G. Bruce Pike, D. Louis Collins
Cortical Surface Analysis of Multi-contrast MR Data to Improve Detection of Cortical Pathology in Multiple Sclerosis. MBIA (2013)
Michael Osadebey, Nizar Bouguila, Douglas L. Arnold
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. 23 (4) (2013)
Robert A. Brown, Sridar Narayanan, Douglas L. Arnold
Segmentation of magnetization transfer ratio lesions for longitudinal analysis of demyelination and remyelination in multiple sclerosis. NeuroImage 66 (2013)
Zahra Karimaghaloo, Douglas L. Arnold, D. Louis Collins, Tal Arbel
Hierarchical Conditional Random Fields for Detection of Gad-Enhancing Lesions in Multiple Sclerosis. MICCAI (2) (2012)
Zahra Karimaghaloo, Mohak Shah, Simon J. Francis, Douglas L. Arnold, D. Louis Collins, Tal Arbel
Automatic Detection of Gadolinium-Enhancing Multiple Sclerosis Lesions in Brain MRI Using Conditional Random Fields. IEEE Trans. Medical Imaging 31 (6) (2012)
Daniel García-Lorenzo, Sylvain Prima, Douglas L. Arnold, D. Louis Collins, Christian Barillot
Trimmed-Likelihood Estimation for Focal Lesions and Tissue Segmentation in Multisequence MRI for Multiple Sclerosis. IEEE Trans. Medical Imaging 30 (8) (2011)
Nagesh K. Subbanna, Simon J. Francis, Doina Precup, D. Louis Collins, Douglas L. Arnold, Tal Arbel
Adapted MRF Segmentation of Multiple Sclerosis Lesions Using Local Contextual Information. MIUA (2011)
Mohak Shah, Yiming Xiao, Nagesh K. Subbanna, Simon J. Francis, Douglas L. Arnold, D. Louis Collins, Tal Arbel
Evaluating intensity normalization on MRIs of human brain with multiple sclerosis. Medical Image Anal. 15 (2) (2011)
Bérengère Aubert-Broche, Vladimir S. Fonov, R. Ghassemi, Sridar Narayanan, Douglas L. Arnold, Brenda Banwell, John G. Sled, D. Louis Collins
Regional brain atrophy in children with multiple sclerosis. NeuroImage 58 (2) (2011)
Zografos Caramanos, Vladimir S. Fonov, Simon J. Francis, Sridar Narayanan, G. Bruce Pike, D. Louis Collins, Douglas L. Arnold
Gradient distortions in MRI: Characterizing and correcting for their effects on SIENA-generated measures of brain volume change. NeuroImage 49 (2) (2010)
Mishkin Derakhshan, Zografos Caramanos, Paul S. Giacomini, Sridar Narayanan, Josefina Maranzano, Simon J. Francis, Douglas L. Arnold, D. Louis Collins
Evaluation of automated techniques for the quantification of grey matter atrophy in patients with multiple sclerosis. NeuroImage 52 (4) (2010)
Vladimir S. Fonov, Andrew L. Janke, Zografos Caramanos, Douglas L. Arnold, Sridar Narayanan, G. Bruce Pike, D. Louis Collins
Improved Precision in the Measurement of Longitudinal Global and Regional Volumetric Changes via a Novel MRI Gradient Distortion Characterization and Correction Technique. MIAR (2010)
Zahra Karimaghaloo, Mohak Shah, Simon J. Francis, Douglas L. Arnold, D. Louis Collins, Tal Arbel
Detection of Gad-Enhancing Lesions in Multiple Sclerosis Using Conditional Random Fields. MICCAI (3) (2010)
Colm Elliott, Simon J. Francis, Douglas L. Arnold, D. Louis Collins, Tal Arbel
Bayesian Classification of Multiple Sclerosis Lesions in Longitudinal MRI Using Subtraction Images. MICCAI (2) (2010)
Pierrick Coupé, José V. Manjón, Elias Gedamu, Douglas L. Arnold, Montserrat Robles, D. Louis Collins
Robust Rician noise estimation for MR images. Medical Image Anal. 14 (4) (2010)
Yiming Xiao, Mohak Shah, Simon J. Francis, Douglas L. Arnold, Tal Arbel, D. Louis Collins
Optimal Gaussian Mixture Models of Tissue Intensities in Brain MRI of Patients with Multiple-Sclerosis. MLMI (2010)
Zografos Caramanos, Vladimir S. Fonov, Simon J. Francis, Sridar Narayanan, G. Bruce Pike, D. Louis Collins, Douglas L. Arnold
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 49 (4) (2010)
Pierrick Coupé, José V. Manjón, Elias Gedamu, Douglas L. Arnold, Montserrat Robles, D. Louis Collins
An Object-Based Method for Rician Noise Estimation in MR Images. MICCAI (1) (2009)
Daniel García-Lorenzo, Jérémy Lecoeur, Douglas L. Arnold, D. Louis Collins, Christian Barillot
Multiple Sclerosis Lesion Segmentation Using an Automatic Multimodal Graph Cuts. MICCAI (1) (2009)
Elias Gedamu, Abraham Gedamu, Douglas L. Arnold, D. Louis Collins
MRI inter-packet movement correction for images acquired with non-complementary data. ISBI (2008)
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
Voxel-based analysis of the evolution of magnetization transfer ratio to quantify remyelination and demyelination with histopathological validation in a multiple sclerosis lesion. NeuroImage 36 (4) (2007)
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
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 29 (2) (2006)
Rola Harmouche, D. Louis Collins, Douglas L. Arnold, Simon J. Francis, Tal Arbel
Bayesian MS Lesion Classification Modeling Regional and Local Spatial Information. ICPR (3) (2006)
J. T. Chen, D. Louis Collins, M. S. Freedman, H. L. Atkins, Douglas L. Arnold, Canadian MS/BMT Study Group
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 25 (4) (2005)
J. T. Chen, Sridar Narayanan, D. Louis Collins, Steve M. Smith, Paul M. Matthews, Douglas L. Arnold
Relating neocortical pathology to disability progression in multiple sclerosis using MRI. NeuroImage 23 (3) (2004)
Samson B. Antel, D. Louis Collins, Neda Bernasconi, Frederick Andermann, Rajjan Shinghal, Robert E. Kearney, Douglas L. Arnold, Andrea Bernasconi
Automated detection of focal cortical dysplasia lesions using computational models of their MRI characteristics and texture analysis. NeuroImage 19 (4) (2003)
Sylvain Prima, Douglas L. Arnold, D. Louis Collins
Multivariate Statistics for Detection of MS Activity in Serial Multimodal MR Images. MICCAI (1) (2003)
Sylvain Prima, Nicholas Ayache, Andrew L. Janke, Simon J. Francis, Douglas L. Arnold, D. Louis Collins
Statistical Analysis of Longitudinal MRI Data: Applications for Detection of Disease Activity in MS. MICCAI (1) (2002)
Samson B. Antel, Andrea Bernasconi, Neda Bernasconi, D. Louis Collins, Robert E. Kearney, Rajjan Shinghal, Douglas L. Arnold
Computational Models of MRI Characteristics of Focal Cortical Dysplasia Improve Lesion Detection. NeuroImage 17 (4) (2002)
D. Louis Collins, Johan Montagnat, Alex P. Zijdenbos, Alan C. Evans, Douglas L. Arnold
Automated Estimation of Brain Volume in Multiple Sclerosis with BICCR. IPMI (2001)