| 2025 | MICCAI | Spatio-Temporal Conditional Diffusion Models for Forecasting Future Multiple Sclerosis Lesion Masks Conditioned on Treatments. | Gian Mario Favero, Ge Ya Luo, Nima Fathi, Justin Szeto, Douglas L. Arnold, Brennan Nichyporuk, Chris Pal, Tal Arbel |
| 2025 | MICCAI | Imagining Alternatives: Towards High-Resolution 3D Counterfactual Medical Image Generation via Language Guidance. | Mohamed Mohamed, Brennan Nichyporuk, Douglas L. Arnold, Tal Arbel |
| 2024 | MICCAI | Probabilistic Temporal Prediction of Continuous Disease Trajectories and Treatment Effects Using Neural SDEs. | Joshua Durso-Finley, Berardino Barile, Jean-Pierre R. Falet, Douglas L. Arnold, Nick Pawlowski, Tal Arbel |
| 2023 | MICCAI | Improving Image-Based Precision Medicine with Uncertainty-Aware Causal Models. | Joshua Durso-Finley, Jean-Pierre R. Falet, Raghav Mehta, Douglas L. Arnold, Nick Pawlowski, Tal Arbel |
| 2023 | MICCAI | Mitigating Calibration Bias Without Fixed Attribute Grouping for Improved Fairness in Medical Imaging Analysis. | Changjian Shui, Justin Szeto, Raghav Mehta, Douglas L. Arnold, Tal Arbel |
| 2022 | MICCAI | Counterfactual Image Synthesis for Discovery of Personalized Predictive Image Markers. | Amar Kumar, Anjun Hu, Brennan Nichyporuk, Jean-Pierre R. Falet, Douglas L. Arnold, Sotirios A. Tsaftaris, Tal Arbel |
| 2022 | MICCAI | Heatmap Regression for Lesion Detection Using Pointwise Annotations. | Chelsea Myers-Colet, Julien Schroeter, Douglas L. Arnold, Tal Arbel |
| 2021 | MICCAI | Cohort Bias Adaptation in Aggregated Datasets for Lesion Segmentation. | Brennan Nichyporuk, Jillian Cardinell, Justin Szeto, Raghav Mehta, Sotirios A. Tsaftaris, Douglas L. Arnold, Tal Arbel |
| 2019 | MICCAI | Improving Pathological Structure Segmentation via Transfer Learning Across Diseases. | Barleen Kaur, Paul Lematre, Raghav Mehta, Nazanin Mohammadi Sepahvand, Doina Precup, Douglas L. Arnold, Tal Arbel |
| 2019 | MICCAI | Propagating Uncertainty Across Cascaded Medical Imaging Tasks for Improved Deep Learning Inference. | Raghav Mehta, Thomas Christinck, Tanya Nair, Paul Lematre, Douglas L. Arnold, Tal Arbel |
| 2018 | MICCAI | Exploring Uncertainty Measures in Deep Networks for Multiple Sclerosis Lesion Detection and Segmentation. | Tanya Nair, Doina Precup, Douglas L. Arnold, Tal Arbel |
| 2018 | MICCAI | CNN Prediction of Future Disease Activity for Multiple Sclerosis Patients from Baseline MRI and Lesion Labels. | Nazanin Mohammadi Sepahvand, Tal Hassner, Douglas L. Arnold, Tal Arbel |
| 2017 | MICCAI | Lesion Detection, Segmentation and Prediction in Multiple Sclerosis Clinical Trials. | Andrew Doyle, Colm Elliott, Zahra Karimaghaloo, Nagesh K. Subbanna, Douglas L. Arnold, Tal Arbel |
| 2017 | MICCAI | Predicting Future Disease Activity and Treatment Responders for Multiple Sclerosis Patients Using a Bag-of-Lesions Brain Representation. | Andrew Doyle, Doina Precup, Douglas L. Arnold, Tal Arbel |
| 2014 | MICCAI | Is It Possible to Differentiate the Impact of Pediatric Monophasic Demyelinating Disorders and Multiple Sclerosis After a First Episode of Demyelination? | Brengre Aubert-Broche, Vladimir S. Fonov, Katrin Weier, Sridar Narayanan, Douglas L. Arnold, Brenda Banwell, D. Louis Collins |
| 2013 | MICCAI | Cortical Surface Analysis of Multi-contrast MR Data to Improve Detection of Cortical Pathology in Multiple Sclerosis. | Marika Archambault-Wallenburg, Douglas L. Arnold, Sridar Narayanan, G. Bruce Pike, D. Louis Collins |
| 2013 | MICCAI | Adaptive Voxel, Texture and Temporal Conditional Random Fields for Detection of Gad-Enhancing Multiple Sclerosis Lesions in Brain MRI. | Zahra Karimaghaloo, Hassan Rivaz, Douglas L. Arnold, D. Louis Collins, Tal Arbel |
| 2012 | MICCAI | Hierarchical Conditional Random Fields for Detection of Gad-Enhancing Lesions in Multiple Sclerosis. | Zahra Karimaghaloo, Douglas L. Arnold, D. Louis Collins, Tal Arbel |
| 2010 | MICCAI | Bayesian Classification of Multiple Sclerosis Lesions in Longitudinal MRI Using Subtraction Images. | Colm Elliott, Simon J. Francis, Douglas L. Arnold, D. Louis Collins, Tal Arbel |
| 2010 | MICCAI | Detection of Gad-Enhancing Lesions in Multiple Sclerosis Using Conditional Random Fields. | Zahra Karimaghaloo, Mohak Shah, Simon J. Francis, Douglas L. Arnold, D. Louis Collins, Tal Arbel |
| 2010 | MICCAI | Optimal Gaussian Mixture Models of Tissue Intensities in Brain MRI of Patients with Multiple-Sclerosis. | Yiming Xiao, Mohak Shah, Simon J. Francis, Douglas L. Arnold, Tal Arbel, D. Louis Collins |
| 2009 | MICCAI | An Object-Based Method for Rician Noise Estimation in MR Images. | Pierrick Coup, Jos V. Manjn, Elias Gedamu, Douglas L. Arnold, Montserrat Robles, D. Louis Collins |
| 2009 | MICCAI | Multiple Sclerosis Lesion Segmentation Using an Automatic Multimodal Graph Cuts. | Daniel Garca-Lorenzo, Jrmy Lecoeur, Douglas L. Arnold, D. Louis Collins, Christian Barillot |
| 2006 | ICPR | Bayesian MS Lesion Classification Modeling Regional and Local Spatial Information. | Rola Harmouche, D. Louis Collins, Douglas L. Arnold, Simon J. Francis, Tal Arbel |
| 2003 | MICCAI | Multivariate Statistics for Detection of MS Activity in Serial Multimodal MR Images. | Sylvain Prima, Douglas L. Arnold, D. Louis Collins |
| 2002 | MICCAI | Statistical Analysis of Longitudinal MRI Data: Applications for Detection of Disease Activity in MS. | Sylvain Prima, Nicholas Ayache, Andrew L. Janke, Simon J. Francis, Douglas L. Arnold, D. Louis Collins |