| 2025 | CVPR | Leveraging Vision-Language Foundation Models to Reveal Hidden Image-Attribute Relationships in Medical Imaging. | Amar Kumar, Anita Kriz, Barak Pertzov, Tal Arbel |
| 2025 | CVPR | Language-Guided Trajectory Traversal in Disentangled Stable Diffusion Latent Space for Factorized Medical Image Generation. | Zahra Tehraninasab, Amar Kumar, Tal Arbel |
| 2025 | ICCV | Building a General SimCLR Self-Supervised Foundation Model Across Neurological Diseases to Advance 3D Brain MRI Diagnoses. | Emily Kaczmarek, Justin Szeto, Brennan Nichyporuk, Tal Arbel |
| 2025 | ICCV | Prompt4Trust: A Reinforcement Learning Prompt Augmentation Framework for Clinically-Aligned Confidence Calibration in Multimodal Large Language Models. | Anita Kriz, Elizabeth Laura Janes, Xing Shen, Tal Arbel |
| 2025 | MICCAI | AURA: A Multi-modal Medical Agent for Understanding, Reasoning and Annotation. | Nima Fathi, Amar Kumar, Tal Arbel |
| 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 | SSL-AD: Spatiotemporal Self-supervised Learning for Generalizability and Adaptability Across Alzheimer's Prediction Tasks and Datasets. | Emily Kaczmarek, Justin Szeto, Brennan Nichyporuk, 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 |
| 2025 | MICCAI | RL4Med-DDPO: Reinforcement Learning for Controlled Guidance Towards Diverse Medical Image Generation Using Vision-Language Foundation Models. | Parham Saremi, Amar Kumar, Mohammed Mohammed, Zahra Tehraninasab, Tal Arbel |
| 2025 | MICCAI | Exposing and Mitigating Calibration Biases and Demographic Unfairness in MLLM Few-Shot In-Context Learning for Medical Image Classification. | Xing Shen, Justin Szeto, Mingyang Li, Hengguan Huang, Tal Arbel |
| 2025 | MICCAI | Pixels Under Pressure: Exploring Fine-Tuning Paradigms for Foundation Models in High-Resolution Medical Imaging. | Zahra Tehraninasab, Amar Kumar, Tal Arbel |
| 2025 | MICCAI | Pixel Perfect MegaMed: A Megapixel-Scale Vision-Language Foundation Model for Generating High Resolution Medical Images. | Zahra Tehraninasab, Hujun Ni, Amar Kumar, 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 | Exploring Compound Loss Functions for Brain Tumor Segmentation. | Anita Kriz, Raghav Mehta, Brennan Nichyporuk, 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 | Information Gain Sampling for Active Learning in Medical Image Classification. | Raghav Mehta, Changjian Shui, Brennan Nichyporuk, 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 | RS-Net: Regression-Segmentation 3D CNN for Synthesis of Full Resolution Missing Brain MRI in the Presence of Tumours. | Raghav Mehta, Tal Arbel |
| 2018 | MICCAI | 3D U-Net for Brain Tumour Segmentation. | Raghav Mehta, 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 | How to Exploit Weaknesses in Biomedical Challenge Design and Organization. | Annika Reinke, Matthias Eisenmann, Sinan Onogur, Marko Stankovic, Patrick Scholz, Peter M. Full, Hrvoje Bogunovic, Bennett A. Landman, Oskar Maier, Bjoern H. Menze, Gregory C. Sharp, Korsuk Sirinukunwattana, Stefanie Speidel, Fons van der Sommen, Guoyan Zheng, Henning Mller, Michal Kozubek, Tal Arbel, Andrew P. Bradley, Pierre Jannin, Annette Kopp-Schneider, Lena Maier-Hein |
| 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 | CVPR | Deep LDA-Pruned Nets for Efficient Facial Gender Classification. | Qing Tian, Tal Arbel, James J. Clark |
| 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 |
| 2017 | MICCAI | Brain Tumor Segmentation Using a 3D FCN with Multi-scale Loss. | Andrew Jesson, Tal Arbel |
| 2016 | ICPR | Shannon information based adaptive sampling for action recognition. | Qing Tian, Tal Arbel, James J. Clark |
| 2016 | MICCAI | Towards a Second Brain Images of Tumours for Evaluation (BITE2) Database. | Ian J. Gerard, C. Couturier, Marta Kersten-Oertel, Simon Drouin, Dante De Nigris, Jeffery A. Hall, Kelvin Mok, Kevin Petrecca, Tal Arbel, D. Louis Collins |
| 2015 | MICCAI | Improving Patient Specific Neurosurgical Models with Intraoperative Ultrasound and Augmented Reality Visualizations in a Neuronavigation Environment. | Ian J. Gerard, Marta Kersten-Oertel, Simon Drouin, Jeffery A. Hall, Kevin Petrecca, Dante De Nigris, Tal Arbel, D. Louis Collins |
| 2014 | CVPR | Iterative Multilevel MRF Leveraging Context and Voxel Information for Brain Tumour Segmentation in MRI. | Nagesh K. Subbanna, Doina Precup, Tal Arbel |
| 2014 | ECCV | Probabilistic Temporal Head Pose Estimation Using a Hierarchical Graphical Model. | Meltem Demirkus, Doina Precup, James J. Clark, Tal Arbel |
| 2014 | ICIP | Multi-layer temporal graphical model for head pose estimation in real-world videos. | Meltem Demirkus, Doina Precup, James J. Clark, Tal Arbel |
| 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 |
| 2013 | MICCAI | Hierarchical Probabilistic Gabor and MRF Segmentation of Brain Tumours in MRI Volumes. | Nagesh K. Subbanna, Doina Precup, D. Louis Collins, Tal Arbel |
| 2012 | CVPR | Soft biometric trait classification from real-world face videos conditioned on head pose estimation. | Meltem Demirkus, Doina Precup, James J. Clark, 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 |
| 2012 | MICCAI | Hierarchical Conditional Random Fields for Myocardium Infarction Detection. | Zahra Karimaghaloo, Hassan Rivaz, Tal Arbel |
| 2011 | ICIP | Spatial and probabilistic codebook template based head pose estimation from unconstrained environments. | Meltem Demirkus, Boris N. Oreshkin, James J. Clark, Tal Arbel |
| 2010 | CVPR | Gender classification from unconstrained video sequences. | Meltem Demirkus, Matthew Toews, James J. Clark, 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 | Measurement Selection in Untracked Freehand 3D Ultrasound. | Catherine Laporte, Tal Arbel |
| 2010 | MICCAI | Hierarchical Multimodal Image Registration Based on Adaptive Local Mutual Information. | Dante De Nigris, Laurence Mercier, Rolando Del Maestro, D. Louis Collins, Tal Arbel |
| 2010 | MICCAI | Exploring Cortical Folding Pattern Variability Using Local Image Features. | Rishi Rajalingham, Matthew Toews, 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 | Feature-Based Morphometry. | Matthew Toews, William M. Wells III, D. Louis Collins, Tal Arbel |
| 2008 | MICCAI | Deformable Ultrasound Registration without Reconstruction. | Rupert Brooks, D. Louis Collins, Xavier Morandi, Tal Arbel |
| 2007 | ICCV | Detecting and Localizing 3D Object Classes using Viewpoint Invariant Reference Frames. | Matthew Toews, Tal Arbel |
| 2007 | IJCAI | Fast Image Alignment Using Anytime Algorithms. | Rupert Brooks, Tal Arbel, Doina Precup |
| 2007 | MICCAI | Probabilistic Speckle Decorrelation for 3D Ultrasound. | Catherine Laporte, Tal Arbel |
| 2006 | ICPR | Generalizing inverse compositional image alignment. | Rupert Brooks, Tal Arbel |
| 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 |
| 2006 | ICPR | Fundamental Matrix Estimation via TIP - Transfer of Invariant Parameters. | Frank Riggi, Matthew Toews, Tal Arbel |
| 2006 | ICPR | Detection Over Viewpoint via the Object Class Invariant. | Matthew Toews, Tal Arbel |
| 2006 | MICCAI | A Statistical Parts-Based Appearance Model of Inter-subject Variability. | Matthew Toews, D. Louis Collins, Tal Arbel |
| 2005 | MICCAI | Maximum a Posteriori Local Histogram Estimation for Image Registration. | Matthew Toews, D. Louis Collins, Tal Arbel |
| 2004 | ICPR | A Fast Discriminant Approach to Active Object Recognition and Pose Estimation. | Catherine Laporte, Rupert Brooks, Tal Arbel |
| 2003 | ICCV | Entropy-of-likelihood Feature Selection for Image Correspondence. | Matthew Toews, Tal Arbel |
| 2002 | ICPR | Active Bayesian Color Constancy with Non-Uniform Sensors. | Sandra Skaff, Tal Arbel, James J. Clark |
| 2001 | MICCAI | Automatic Non-linear MRI-Ultrasound Registration for the Correction of Intra-operative Brain Deformations. | Tal Arbel, Xavier Morandi, Roch M. Comeau, D. Louis Collins |
| 2000 | BMVC | Interactive Visual Dialog. | Tal Arbel, Frank P. Ferrie |
| 2000 | BMVC | Recognizing Objects From Curvilinear Motion. | Tal Arbel, Frank P. Ferrie, Marcel Mitran |
| 1999 | ICCV | Viewpoint Selection by Navigation through Entropy Maps. | Tal Arbel, Frank P. Ferrie |
| 1996 | ECCV | Informative Views and Sequential Recognition. | Tal Arbel, Frank P. Ferrie |
| 1994 | ICPR | Recognizing volumetric objects in the presence of uncertainty. | Tal Arbel, Peter Whaite, Frank P. Ferrie |