| 2026 | WACV | Nerve: Neighbourhood & Entropy-guided Random-walk for training free open-Vocabulary sEgmentation. | Kunal Mahatha, Jose Dolz, Christian Desrosiers |
| 2026 | WACV | Histopath-C: Towards Realistic Domain Shifts for Histopathology Vision-Language Adaptation. | Mehrdad Noori, Gustavo Adolfo Vargas Hakim, David Osowiechi, Fereshteh Shakeri, Ali Bahri, Moslem Yazdanpanah, Sahar Dastani, Ismail Ben Ayed, Christian Desrosiers |
| 2026 | WACV | Revisiting Layer Normalization for Point Cloud Test Time Adaptation. | Moslem Yazdanpanah, Ali Bahri, Mehrdad Noori, Sahar Dastani, Samuel Barbeau, David Osowiechi, Gustavo Adolfo Vargas Hakim, Ismail Ben Ayed, Christian Desrosiers |
| 2025 | CVPR | Spectral Informed Mamba for Robust Point Cloud Processing. | Ali Bahri, Moslem Yazdanpanah, Mehrdad Noori, Sahar Dastani, Milad Cheraghalikhani, Gustavo Adolfo Vargas Hakim, David Osowiechi, Farzad Beizaee, Ismail Ben Ayed, Christian Desrosiers |
| 2025 | CVPR | Correcting Deviations from Normality: A Reformulated Diffusion Model for Multi-Class Unsupervised Anomaly Detection. | Farzad Beizaee, Gregory A. Lodygensky, Christian Desrosiers, Jose Dolz |
| 2025 | CVPR | Spectral State Space Model for Rotation-Invariant Visual Representation Learning. | Sahar Dastani, Ali Bahri, Moslem Yazdanpanah, Mehrdad Noori, David Osowiechi, Gustavo Adolfo Vargas Hakim, Farzad Beizaee, Milad Cheraghalikhani, Arnab Kumar Mondal, Herve Lombaert, Christian Desrosiers |
| 2025 | ICCV | Purge-Gate: Backpropagation-Free Test-Time Adaptation for Point Clouds Classification via Token Purging. | Moslem Yazdanpanah, Ali Bahri, Mehrdad Noori, Sahar Dastani, Gustavo Adolfo Vargas Hakim, David Osowiechi, Ismail Ben Ayed, Christian Desrosiers |
| 2025 | ICML | SMART-PC: Skeletal Model Adaptation for Robust Test-Time Training in Point Clouds. | Ali Bahri, Moslem Yazdanpanah, Sahar Dastani, Mehrdad Noori, Gustavo Adolfo Vargas Hakim, David Osowiechi, Farzad Beizaee, Ismail Ben Ayed, Christian Desrosiers |
| 2025 | MICCAI | Reflect: Rectified Flows for Efficient Brain Anomaly Correction Transport. | Farzad Beizaee, Sina Hajimiri, Ismail Ben Ayed, Gregory A. Lodygensky, Christian Desrosiers, Jose Dolz |
| 2025 | MICCAI | Susceptibility DistortionSusceptibility distortion Correction of Diffusion MRIDiffusion MRI with a single Phase-EncodingPhase Encoding Direction. | Sedigheh Dargahi, Sylvain Bouix, Christian Desrosiers |
| 2025 | WACV | FDS: Feedback-Guided Domain Synthesis with Multi-Source Conditional Diffusion Models for Domain Generalization. | Ali Bahri, Mehrdad Noori, Gustavo Adolfo Vargas Hakim, Ismail Ben Ayed, Milad Cheraghalikhani, David Osowiechi, Christian Desrosiers, Moslem Yazdanpanah |
| 2025 | WACV | Test-Time Adaptation in Point Clouds: Leveraging Sampling Variation with Weight Averaging. | Ali Bahri, Moslem Yazdanpanah, Mehrdad Noori, Sahar Dastani, Milad Cheraghalikhani, David Osowiechi, Farzad Beizaee, Gustavo Adolfo Vargas Hakim, Ismail Ben Ayed, Christian Desrosiers |
| 2025 | WACV | ReC- Ttt: Contrastive Feature Reconstruction for Test-Time Training. | Marco Colussi, Sergio Mascetti, Jose Dolz, Christian Desrosiers |
| 2025 | WACV | CLIPArTT: Adaptation of CLIP to New Domains at Test Time. | Gustavo Adolfo Vargas Hakim, David Osowiechi, Mehrdad Noori, Milad Cheraghalikhani, Ali Bahri, Moslem Yazdanpanah, Ismail Ben Ayed, Christian Desrosiers |
| 2024 | CVPR | NC-TTT: A Noise Constrastive Approach for Test-Time Training. | David Osowiechi, Gustavo Adolfo Vargas Hakim, Mehrdad Noori, Milad Cheraghalikhani, Ali Bahri, Moslem Yazdanpanah, Ismail Ben Ayed, Christian Desrosiers |
| 2024 | MICCAI | Automating MedSAM by Learning Prompts with Weak Few-Shot Supervision. | Mlanie Gaillochet, Christian Desrosiers, Herv Lombaert |
| 2024 | MICCAI | FACMIC: Federated Adaptative CLIP Model for Medical Image Classification. | Yihang Wu, Christian Desrosiers, Ahmad Chaddad |
| 2024 | WACV | MoP-CLIP: A Mixture of Prompt-Tuned CLIP Models for Domain Incremental Learning. | Julien Nicolas, Florent Chiaroni, Imtiaz Masud Ziko, Ola Ahmad, Christian Desrosiers, Jose Dolz |
| 2023 | ICCV | ClusT3: Information Invariant Test-Time Training. | Gustavo Adolfo Vargas Hakim, David Osowiechi, Mehrdad Noori, Milad Cheraghalikhani, Ali Bahri, Ismail Ben Ayed, Christian Desrosiers |
| 2023 | WACV | Camera Alignment and Weighted Contrastive Learning for Domain Adaptation in Video Person ReID. | Djebril Mekhazni, Maximilien Dufau, Christian Desrosiers, Marco Pedersoli, Eric Granger |
| 2023 | WACV | TTTFlow: Unsupervised Test-Time Training with Normalizing Flow. | David Osowiechi, Gustavo Adolfo Vargas Hakim, Mehrdad Noori, Milad Cheraghalikhani, Ismail Ben Ayed, Christian Desrosiers |
| 2022 | CVPR | Revisiting Learnable Affines for Batch Norm in Few-Shot Transfer Learning. | Moslem Yazdanpanah, Aamer Abdul Rahman, Muawiz Chaudhary, Christian Desrosiers, Mohammad Havaei, Eugene Belilovsky, Samira Ebrahimi Kahou |
| 2022 | MICCAI | TAAL: Test-Time Augmentation for Active Learning in Medical Image Segmentation. | Mlanie Gaillochet, Christian Desrosiers, Herv Lombaert |
| 2022 | MICCAI | Semi-supervised Medical Image Segmentation Using Cross-Model Pseudo-Supervision with Shape Awareness and Local Context Constraints. | Jinhua Liu, Christian Desrosiers, Yuanfeng Zhou |
| 2021 | BMVC | Privacy Preserving for Medical Image Analysis via Non-Linear Deformation Proxy. | Bach Ngoc Kim, Jose Dolz, Christian Desrosiers, Pierre-Marc Jodoin |
| 2021 | MICCAI | SegRecon: Learning Joint Brain Surface Reconstruction and Segmentation from Images. | Karthik Gopinath, Christian Desrosiers, Herve Lombaert |
| 2021 | MICCAI | Context-Aware Virtual Adversarial Training for Anatomically-Plausible Segmentation. | Ping Wang, Jizong Peng, Marco Pedersoli, Yuanfeng Zhou, Caiming Zhang, Christian Desrosiers |
| 2020 | MICCAI | Graph Domain Adaptation for Alignment-Invariant Brain Surface Segmentation. | Karthik Gopinath, Christian Desrosiers, Herve Lombaert |
| 2020 | MICCAI | Out-of-Distribution Detection for Skin Lesion Images with Deep Isolation Forest. | Xuan Li, Yuchen Lu, Christian Desrosiers, Xue Liu |
| 2019 | MICCAI | Deep Radiomic Features from MRI Scans Predict Survival Outcome of Recurrent Glioblastoma. | Ahmad Chaddad, Mingli Zhang, Christian Desrosiers, Tamim Niazi |
| 2018 | MICCAI | Dense Multi-path U-Net for Ischemic Stroke Lesion Segmentation in Multiple Image Modalities. | Jose Dolz, Ismail Ben Ayed, Christian Desrosiers |
| 2018 | MICCAI | IVD-Net: Intervertebral Disc Localization and Segmentation in MRI with a Multi-modal UNet. | Jose Dolz, Christian Desrosiers, Ismail Ben Ayed |
| 2018 | MICCAI | Brain Status Prediction with Non-negative Projective Dictionary Learning. | Mingli Zhang, Christian Desrosiers, Yuhong Guo, Caiming Zhang, Budhachandra S. Khundrakpam, Alan C. Evans |
| 2017 | CVPR | DOPE: Distributed Optimization for Pairwise Energies. | Jose Dolz, Ismail Ben Ayed, Christian Desrosiers |
| 2017 | ICASSP | Effective compressive sensing via reweighted total variation and weighted nuclear norm regularization. | Mingli Zhang, Christian Desrosiers, Caiming Zhang |
| 2017 | ICIP | Query-by-example word spotting using multiscale features and classification in the space of representation differences. | Mohamed Mhiri, Mohamed Cheriet, Christian Desrosiers |
| 2017 | IJCNN | Image completion with global structure and weighted nuclear norm regularization. | Mingli Zhang, Christian Desrosiers |
| 2017 | MICCAI | Unbiased Shape Compactness for Segmentation. | Jose Dolz, Ismail Ben Ayed, Christian Desrosiers |
| 2017 | MICCAI | White Matter Fiber Segmentation Using Functional Varifolds. | Kuldeep Kumar, Pietro Gori, Benjamin Charlier, Stanley Durrleman, Olivier Colliot, Christian Desrosiers |
| 2016 | ICASSP | Medical image super-resolution with non-local embedding sparse representation and improved IBP. | Mingli Zhang, Christian Desrosiers, Qiang Qu, Fenghua Guo, Caiming Zhang |
| 2016 | ICIP | Multispectral texture analysis of histopathological abnormalities in colorectal tissues. | Ahmad Chaddad, Christian Desrosiers, Lama Hassan, Matthew Toews |
| 2016 | ICIP | Sub-partition reuse for fast optimal motion estimation in HEVC successive elimination algorithms. | Luc Trudeau, Stphane Coulombe, Christian Desrosiers |
| 2016 | ICIP | A weighted total variation approach for the atlas-based reconstruction of brain MR data. | Mingli Zhang, Kuldeep Kumar, Christian Desrosiers |
| 2016 | ICPR | Spatially constrained sparse regression for the data-driven discovery of Neuroimaging biomarkers. | Kuldeep Kumar, Christian Desrosiers, Ahmad Chaddad, Matthew Toews |
| 2016 | IJCNN | LRI: A low rank approach to non-local sparse representation for image interpolation. | Mingli Zhang, Qiang Qu, Sadegh Nobari, Christian Desrosiers |
| 2016 | MMSP | Robust MRI reconstruction via re-weighted total variation and non-local sparse regression. | Mingli Zhang, Christian Desrosiers |
| 2015 | ECSA | The Layered Architecture Recovery as a Quadratic Assignment Problem. | Alvine Boaye Belle, Ghizlane El-Boussaidi, Christian Desrosiers, Segla Kpodjedo, Hafedh Mili |
| 2015 | ICIP | Unsupervised segmentation using dynamic superpixel random walks. | Christian Desrosiers |
| 2015 | ICIP | A sparse coding method for semi-supervised segmentation with multi-class histogram constraints. | Stefan Karnyaczki, Christian Desrosiers |
| 2015 | ICIP | Hierarchical segmentation and tracking of coronary arteries in 2D X-ray Angiography sequences. | Faten M'hiri, T. Hoang Ngan Le, Luc Duong, Christian Desrosiers, Mohamed Cheriet |
| 2015 | ICIP | An adaptive search ordering for rate-constrained successive elimination algorithms. | Luc Trudeau, Stphane Coulombe, Christian Desrosiers |
| 2015 | ICIP | Effective document image deblurring via gradient histogram preservation. | Mingli Zhang, Christian Desrosiers, Caiming Zhang, Mohamed Cheriet |
| 2015 | MICCAI | Brain Fiber Clustering Using Non-negative Kernelized Matching Pursuit. | Kuldeep Kumar, Christian Desrosiers, Kaleem Siddiqi |
| 2015 | PAKDD | Contextual Anomaly Detection Using Log-Linear Tensor Factorization. | Alpa Jayesh Shah, Christian Desrosiers, Robert Sabourin |
| 2014 | ICIP | Rate distortion-based motion estimation search ordering for rate-constrained successive elimination algorithms. | Luc Trudeau, Stphane Coulombe, Christian Desrosiers |
| 2014 | ICPR | A Fast and Adaptive Random Walks Approach for the Unsupervised Segmentation of Natural Images. | Christian Desrosiers |
| 2013 | SEKE | The Layered Architecture revisited: Is it an Optimization Problem? | Alvine Boaye Belle, Ghizlane El-Boussaidi, Christian Desrosiers, Hafedh Mili |
| 2012 | CVPR | Combining Laplacian eigenmaps and vesselness filters for vessel segmentation in X-ray angiography. | Faten M'hiri, Luc Duong, Christian Desrosiers |
| 2012 | CVPR | Atlas-based segmentation of brain magnetic resonance imaging using random walks. | Jean-Philippe Morin, Christian Desrosiers, Luc Duong |
| 2012 | ICPR | A random walk approach for multiatlas-based segmentation. | Jean-Philippe Morin, Christian Desrosiers, Luc Duong |
| 2012 | MICCAI | Stochastic 3D Motion Compensation of Coronary Arteries from Monoplane Angiograms. | Jonathan Hadida, Christian Desrosiers, Luc Duong |
| 2010 | PRICAI | A Novel Approach to Compute Similarities and Its Application to Item Recommendation. | Christian Desrosiers, George Karypis |