Improving Frequent Subgraph Mining in the Presence of Symmetry. - Christian Desrosiers; Philippe Galinier; Pierre Hansen; Alain Hertz (MLG, 2007)

Efficient algorithms for finding critical subgraphs. - Christian Desrosiers; Philippe Galinier; Alain Hertz (Discret. Appl. Math., 2008)

Mining Graphs to Discover New Theorems in Mathematics. - Christian Desrosiers; Alain Hertz; Philippe Galinier; Pierre Hansen (MLG/SRL@ILP, 2009)

Within-Network Classification Using Local Structure Similarity. - Christian Desrosiers; George Karypis (ECML/PKDD (1), 2009)

Using heuristics to find minimal unsatisfiable subformulas in satisfiability problems. - Christian Desrosiers; Philippe Galinier; Alain Hertz; Sandrine Paroz (J. Comb. Optim., 2009)

Enhancing link-based similarity through the use of non-numerical labels and prior information. - Christian Desrosiers; George Karypis (MLG@KDD, 2010)

A Novel Approach to Compute Similarities and Its Application to Item Recommendation. - Christian Desrosiers; George Karypis (PRICAI, 2010)

Intensity-based hierarchical clustering in CT-scans: application to interactive segmentation in cardiology. - Jonathan Hadida; Christian Desrosiers; Luc Duong (Image-Guided Procedures, 2011)

Improving constrained pattern mining with first-fail-based heuristics. - Christian Desrosiers; Philippe Galinier; Alain Hertz; Pierre Hansen (Data Min. Knowl. Discov., 2011)

A Comprehensive Survey of Neighborhood-based Recommendation Methods. - Christian Desrosiers; George Karypis (Recommender Systems Handbook, 2011)

Combining Laplacian eigenmaps and vesselness filters for vessel segmentation in X-ray angiography. - Faten M'hiri; Luc Duong; Christian Desrosiers (CVPR Workshops, 2012)

Atlas-based segmentation of brain magnetic resonance imaging using random walks. - Jean-Philippe Morin; Christian Desrosiers; Luc Duong (CVPR Workshops, 2012)

A random walk approach for multiatlas-based segmentation. - Jean-Philippe Morin; Christian Desrosiers; Luc Duong (ICPR, 2012)

Stochastic 3D Motion Compensation of Coronary Arteries from Monoplane Angiograms. - Jonathan Hadida; Christian Desrosiers; Luc Duong (MICCAI (1), 2012)

Image segmentation using random-walks on the histogram. - Jean-Philippe Morin; Christian Desrosiers; Luc Duong (Image Processing, 2012)

Vesselwalker: Coronary arteries segmentation using random walks and hessian-based vesselness filter. - Faten M'hiri; Luc Duong; Christian Desrosiers; Mohamed Cheriet (ISBI, 2013)

The Layered Architecture revisited: Is it an Optimization Problem? - Alvine Boaye Belle; Ghizlane El-Boussaidi; Christian Desrosiers; Hafedh Mili (SEKE, 2013)

Rate distortion-based motion estimation search ordering for rate-constrained successive elimination algorithms. - Luc Trudeau; Stéphane Coulombe; Christian Desrosiers (ICIP, 2014)

A Fast and Adaptive Random Walks Approach for the Unsupervised Segmentation of Natural Images. - Christian Desrosiers (ICPR, 2014)

An unsupervised random walk approach for the segmentation of brain MRI. - Christian Desrosiers (ISBI, 2014)

Automated generation of conjectures on forbidden subgraph characterization. - Christian Desrosiers; Philippe Galinier; Pierre Hansen; Alain Hertz (Discret. Appl. Math., 2014)

The Layered Architecture Recovery as a Quadratic Assignment Problem. - Alvine Boaye Belle; Ghizlane El-Boussaidi; Christian Desrosiers; Segla Kpodjedo; Hafedh Mili (ECSA, 2015)

Unsupervised segmentation using dynamic superpixel random walks. - Christian Desrosiers (ICIP, 2015)

A sparse coding method for semi-supervised segmentation with multi-class histogram constraints. - Stefan Karnyaczki; Christian Desrosiers (ICIP, 2015)

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 (ICIP, 2015)

An adaptive search ordering for rate-constrained successive elimination algorithms. - Luc Trudeau; Stéphane Coulombe; Christian Desrosiers (ICIP, 2015)

Effective document image deblurring via gradient histogram preservation. - Mingli Zhang; Christian Desrosiers; Caiming Zhang 001; Mohamed Cheriet (ICIP, 2015)

Brain Fiber Clustering Using Non-negative Kernelized Matching Pursuit. - Kuldeep Kumar; Christian Desrosiers; Kaleem Siddiqi (MLMI, 2015)

Contextual Anomaly Detection Using Log-Linear Tensor Factorization. - Alpa Jayesh Shah; Christian Desrosiers; Robert Sabourin (PAKDD (2), 2015)

A Comprehensive Survey of Neighborhood-Based Recommendation Methods. - Xia Ning; Christian Desrosiers; George Karypis (Recommender Systems Handbook, 2015)

Radiomic analysis of multi-contrast brain MRI for the prediction of survival in patients with glioblastoma multiforme. - Ahmad Chaddad; Christian Desrosiers; Matthew Toews (EMBC, 2016)

Medical image super-resolution with non-local embedding sparse representation and improved IBP. - Mingli Zhang; Christian Desrosiers; Qiang Qu; Fenghua Guo; Caiming Zhang 001 (ICASSP, 2016)

Multispectral texture analysis of histopathological abnormalities in colorectal tissues. - Ahmad Chaddad; Christian Desrosiers; Lama Hassan; Matthew Toews (ICIP, 2016)

Sub-partition reuse for fast optimal motion estimation in HEVC successive elimination algorithms. - Luc Trudeau; Stéphane Coulombe; Christian Desrosiers (ICIP, 2016)

A weighted total variation approach for the atlas-based reconstruction of brain MR data. - Mingli Zhang; Kuldeep Kumar; Christian Desrosiers (ICIP, 2016)

Spatially constrained sparse regression for the data-driven discovery of Neuroimaging biomarkers. - Kuldeep Kumar; Christian Desrosiers; Ahmad Chaddad; Matthew Toews (ICPR, 2016)

LRI: A low rank approach to non-local sparse representation for image interpolation. - Mingli Zhang; Qiang Qu; Sadegh Nobari; Christian Desrosiers (IJCNN, 2016)

Local discriminative characterization of MRI for Alzheimer's disease. - Ahmad Chaddad; Christian Desrosiers; Matthew Toews (ISBI, 2016)

A sparse coding approach for the efficient representation and segmentation of white matter fibers. - Kuldeep Kumar; Christian Desrosiers (ISBI, 2016)

Phenotypic characterization of glioblastoma identified through shape descriptors. - Ahmad Chaddad; Christian Desrosiers; Matthew Toews (Computer-Aided Diagnosis, 2016)

GBM heterogeneity characterization by radiomic analysis of phenotype anatomical planes. - Ahmad Chaddad; Christian Desrosiers; Matthew Toews (Image Processing, 2016)

Robust MRI reconstruction via re-weighted total variation and non-local sparse regression. - Mingli Zhang; Christian Desrosiers (MMSP, 2016)

A graph-based approach for spatio-temporal segmentation of coronary arteries in X-ray angiographic sequences. - Faten M'hiri; Luc Duong; Christian Desrosiers; Mohamed Leye; Joaquim Miró; Mohamed Cheriet (Comput. Biol. Medicine, 2016)

DOPE: Distributed Optimization for Pairwise Energies. - Jose Dolz; Ismail Ben Ayed; Christian Desrosiers (CVPR, 2017)

Effective compressive sensing via reweighted total variation and weighted nuclear norm regularization. - Mingli Zhang; Christian Desrosiers; Caiming Zhang 001 (ICASSP, 2017)

Query-by-example word spotting using multiscale features and classification in the space of representation differences. - Mohamed Mhiri 002; Mohamed Cheriet; Christian Desrosiers (ICIP, 2017)

Image completion with global structure and weighted nuclear norm regularization. - Mingli Zhang; Christian Desrosiers (IJCNN, 2017)

Footnote-based document image classification using 1D convolutional neural networks and histograms. - Mohamed Mhiri 002; Sherif Abuelwafa; Christian Desrosiers; Mohamed Cheriet (IPTA, 2017)

Unbiased Shape Compactness for Segmentation. - Jose Dolz; Ismail Ben Ayed; Christian Desrosiers (MICCAI (1), 2017)

White Matter Fiber Segmentation Using Functional Varifolds. - Kuldeep Kumar; Pietro Gori; Benjamin Charlier; Stanley Durrleman; Olivier Colliot; Christian Desrosiers (GRAIL/MFCA/MICGen@MICCAI, 2017)

Automatic evaluation of vessel diameter variation from 2D X-ray angiography. - Faten M'hiri; Luc Duong; Christian Desrosiers; Nagib Dahdah; Joaquim Miró; Mohamed Cheriet (Int. J. Comput. Assist. Radiol. Surg., 2017)

A 3D fully convolutional neural network and a random walker to segment the esophagus in CT. - Tobias Fechter; Sonja Adebahr; Dimos Baltas; Ismail Ben Ayed; Christian Desrosiers; Jose Dolz (CoRR, 2017)

Multi-modal analysis of genetically-related subjects using SIFT descriptors in brain MRI. - Kuldeep Kumar; Laurent Chauvin; Matthew Toews; Olivier Colliot; Christian Desrosiers (CoRR, 2017)

HyperDense-Net: A hyper-densely connected CNN for multi-modal image semantic segmentation. - Jose Dolz; Ismail Ben Ayed; Jing Yuan 001; Christian Desrosiers (CoRR, 2017)

Modeling Information Flow Through Deep Neural Networks. - Ahmad Chaddad; Behnaz Naisiri; Marco Pedersoli; Eric Granger; Christian Desrosiers; Matthew Toews (CoRR, 2017)

Image denoising based on sparse representation and gradient histogram. - Mingli Zhang; Christian Desrosiers (IET Image Process., 2017)

Fiberprint: A subject fingerprint based on sparse code pooling for white matter fiber analysis. - Kuldeep Kumar; Christian Desrosiers; Kaleem Siddiqi; Olivier Colliot; Matthew Toews (NeuroImage, 2017)

Wearable Devices for Classification of Inadequate Posture at Work Using Neural Networks. - Eya Barkallah; Johan Freulard; Martin J.-D. Otis; Suzy Ngomo; Johannes C. Ayena; Christian Desrosiers (Sensors, 2017)

Isointense infant brain segmentation with a hyper-dense connected convolutional neural network. - Jose Dolz; Ismail Ben Ayed; Jing Yuan 001; Christian Desrosiers (ISBI, 2018)

Dense Multi-path U-Net for Ischemic Stroke Lesion Segmentation in Multiple Image Modalities. - Jose Dolz; Ismail Ben Ayed; Christian Desrosiers (BrainLes@MICCAI (1), 2018)

IVD-Net: Intervertebral Disc Localization and Segmentation in MRI with a Multi-modal UNet. - Jose Dolz; Christian Desrosiers; Ismail Ben Ayed (CSI@MICCAI, 2018)

Brain Status Prediction with Non-negative Projective Dictionary Learning. - Mingli Zhang; Christian Desrosiers; Yuhong Guo; Caiming Zhang 001; Budhachandra S. Khundrakpam; Alan C. Evans (MLMI@MICCAI, 2018)

Deep Radiomic Analysis of MRI Related to Alzheimer's Disease. - Ahmad Chaddad; Christian Desrosiers; Tamim Niazi (IEEE Access, 2018)

Graph Convolutions on Spectral Embeddings: Learning of Cortical Surface Data. - Karthik Gopinath; Christian Desrosiers; Herve Lombaert (CoRR, 2018)

Multi-region segmentation of bladder cancer structures in MRI with progressive dilated convolutional networks. - Jose Dolz; Xiaopan Xu; Jérôme Rony; Jing Yuan 001; Yang Liu 093; Eric Granger; Christian Desrosiers; Xi Zhang 017; Ismail Ben Ayed; Hongbing Lu (CoRR, 2018)

Few-shot 3D Multi-modal Medical Image Segmentation using Generative Adversarial Learning. - Arnab Kumar Mondal; Jose Dolz; Christian Desrosiers (CoRR, 2018)

Structure preserving image denoising based on low-rank reconstruction and gradient histograms. - Mingli Zhang; Christian Desrosiers (Comput. Vis. Image Underst., 2018)

Comparing fully automated state-of-the-art cerebellum parcellation from magnetic resonance images. - Aaron Carass; Jennifer L. Cuzzocreo; Shuo Han 001; Carlos R. Hernandez-Castillo; Paul E. Rasser; Melanie Ganz; Vincent Beliveau; Jose Dolz; Ismail Ben Ayed; Christian Desrosiers; Benjamin Thyreau; José E. Romero; et al. (NeuroImage, 2018)

3D fully convolutional networks for subcortical segmentation in MRI: A large-scale study. - Jose Dolz; Christian Desrosiers; Ismail Ben Ayed (NeuroImage, 2018)

Multi-modal brain fingerprinting: A manifold approximation based framework. - Kuldeep Kumar; Matthew Toews; Laurent Chauvin; Olivier Colliot; Christian Desrosiers (NeuroImage, 2018)

Atlas-based reconstruction of high performance brain MR data. - Mingli Zhang; Christian Desrosiers; Caiming Zhang 001 (Pattern Recognit., 2018)

Hierarchical representation learning using spherical k-means for segmentation-free word spotting. - Mohamed Mhiri 002; Sherif Abuelwafa; Christian Desrosiers; Mohamed Cheriet (Pattern Recognit. Lett., 2018)

Convolutional pyramid of bidirectional character sequences for the recognition of handwritten words. - Mohamed Mhiri 002; Christian Desrosiers; Mohamed Cheriet (Pattern Recognit. Lett., 2018)

Cost-Based Search Ordering for Rate-Constrained Motion Estimation Applied to HEVC. - Luc Trudeau; Stéphane Coulombe; Christian Desrosiers (IEEE Trans. Broadcast., 2018)

A Large-scale and Extensible Platform for Precision Medicine Research. - Fodil Belghait; Alain April; Pavel Hamet; Johanne Tremblay; Christian Desrosiers (PDH, 2019)

Analyzing Brain Morphology on the Bag-of-Features Manifold. - Laurent Chauvin; Kuldeep Kumar; Christian Desrosiers; Jacques A. de Guise; William M. Wells III; Matthew Toews (IPMI, 2019)

Adaptive Graph Convolution Pooling for Brain Surface Analysis. - Karthik Gopinath; Christian Desrosiers; Herve Lombaert (IPMI, 2019)

Deep Radiomic Features from MRI Scans Predict Survival Outcome of Recurrent Glioblastoma. - Ahmad Chaddad; Mingli Zhang; Christian Desrosiers; Tamim Niazi (RNO-AI@MICCAI, 2019)

Predicting the Gene Status and Survival Outcome of Lower Grade Glioma Patients With Multimodal MRI Features. - Ahmad Chaddad; Christian Desrosiers; Bassam Abdulkarim; Tamim Niazi (IEEE Access, 2019)

Deep Radiomic Analysis Based on Modeling Information Flow in Convolutional Neural Networks. - Ahmad Chaddad; Matthew Toews; Christian Desrosiers; Tamim Niazi (IEEE Access, 2019)

Log-barrier constrained CNNs. - Hoel Kervadec; Jose Dolz; Jing Yuan 001; Christian Desrosiers; Eric Granger; Ismail Ben Ayed (CoRR, 2019)

Revisiting CycleGAN for semi-supervised segmentation. - Arnab Kumar Mondal; Aniket Agarwal; Jose Dolz; Christian Desrosiers (CoRR, 2019)

Privacy-Net: An Adversarial Approach For Identity-obfuscated Segmentation. - Bach Ngoc Kim; Christian Desrosiers; Jose Dolz; Pierre-Marc Jodoin (CoRR, 2019)

Boosting Image Recognition with Non-differentiable Constraints. - Xuan Li; Yuchen Lu; Peng Xu; Jizong Peng; Christian Desrosiers; Xue Liu 001 (CoRR, 2019)

Information based Deep Clustering: An experimental study. - Jizong Peng; Christian Desrosiers; Marco Pedersoli (CoRR, 2019)

Deep radiomic features from MRI scans predict survival outcome of recurrent glioblastoma. - Ahmad Chaddad; Saima Rathore; Mingli Zhang; Christian Desrosiers; Tamim Niazi (CoRR, 2019)

Learnable Pooling in Graph Convolution Networks for Brain Surface Analysis. - Karthik Gopinath; Christian Desrosiers; Herve Lombaert (CoRR, 2019)

Graph Convolutions on Spectral Embeddings for Cortical Surface Parcellation. - Karthik Gopinath; Christian Desrosiers; Herve Lombaert (Medical Image Anal., 2019)

White matter fiber analysis using kernel dictionary learning and sparsity priors. - Kuldeep Kumar; Kaleem Siddiqi; Christian Desrosiers (Pattern Recognit., 2019)

Word spotting and recognition via a joint deep embedding of image and text. - Mohamed Mhiri 002; Christian Desrosiers; Mohamed Cheriet (Pattern Recognit., 2019)

High-quality Image Restoration Using Low-Rank Patch Regularization and Global Structure Sparsity. - Mingli Zhang; Christian Desrosiers (IEEE Trans. Image Process., 2019)

Novel Radiomic Features Based on Joint Intensity Matrices for Predicting Glioblastoma Patient Survival Time. - Ahmad Chaddad; Paul Daniel; Christian Desrosiers; Matthew Toews; Bassam Abdulkarim (IEEE J. Biomed. Health Informatics, 2019)

HyperDense-Net: A Hyper-Densely Connected CNN for Multi-Modal Image Segmentation. - Jose Dolz; Karthik Gopinath; Jing Yuan 001; Herve Lombaert; Christian Desrosiers; Ismail Ben Ayed (IEEE Trans. Medical Imaging, 2019)

Benchmark on Automatic Six-Month-Old Infant Brain Segmentation Algorithms: The iSeg-2017 Challenge. - Li Wang 026; Dong Nie; Guannan Li; Élodie Puybareau; Jose Dolz; Qian Zhang 066; Fan Wang 023; Jing Xia; Zhengwang Wu; Jiawei Chen 001; Kim-Han Thung; Toan Duc Bui; et al. (IEEE Trans. Medical Imaging, 2019)

Real-time Motion Planning for Robotic Teleoperation Using Dynamic-goal Deep Reinforcement Learning. - Kaveh Kamali; Ilian A. Bonev; Christian Desrosiers (CRV, 2020)

Adversarial Normalization for Multi Domain Image Segmentation. - Pierre-Luc Delisle; Benoit Anctil-Robitaille; Christian Desrosiers; Herve Lombaert (ISBI, 2020)

Spectral Graph Transformer Networks for Brain Surface Parcellation. - Ran He; Karthik Gopinath; Christian Desrosiers; Herve Lombaert (ISBI, 2020)

Graph Domain Adaptation for Alignment-Invariant Brain Surface Segmentation. - Karthik Gopinath; Christian Desrosiers; Herve Lombaert (UNSURE/GRAIL@MICCAI, 2020)

Out-of-Distribution Detection for Skin Lesion Images with Deep Isolation Forest. - Xuan Li; Yuchen Lu; Christian Desrosiers; Xue Liu 001 (MLMI@MICCAI, 2020)

Mutual information deep regularization for semi-supervised segmentation. - Jizong Peng; Marco Pedersoli; Christian Desrosiers (MIDL, 2020)

Deep Radiomic Analysis to Predict Gleason Score in Prostate Cancer. - Ahmad Chaddad; Michael J. Kucharczyk; Christian Desrosiers; Idowu Paul Okuwobi; Yousef Katib; Mingli Zhang; Saima Rathore; Paul Sargos; Tamim Niazi (IEEE Access, 2020)

Deep CNN ensembles and suggestive annotations for infant brain MRI segmentation. - Jose Dolz; Christian Desrosiers; Li Wang 026; Jing Yuan 001; Dinggang Shen; Ismail Ben Ayed (Comput. Medical Imaging Graph., 2020)

Manifold-Aware CycleGAN for High Resolution Structural-to-DTI Synthesis. - Benoit Anctil-Robitaille; Christian Desrosiers; Herve Lombaert (CoRR, 2020)

Machine learning for the diagnosis of Parkinson's disease: A systematic review. - Jie Mei; Christian Desrosiers; Johannes Frasnelli (CoRR, 2020)

Att-MoE: Attention-based Mixture of Experts for nuclear and cytoplasmic segmentation. - Jinhua Liu 003; Christian Desrosiers; Yuanfeng Zhou (Neurocomputing, 2020)

Two-Stream Temporal Convolutional Networks for Skeleton-Based Human Action Recognition. - Jin-Gong Jia; Yuanfeng Zhou; Xing-Wei Hao; Feng Li 002; Christian Desrosiers; Cai-ming Zhang 001 (J. Comput. Sci. Technol., 2020)

Neuroimage signature from salient keypoints is highly specific to individuals and shared by close relatives. - Laurent Chauvin; Kuldeep Kumar; Christian Wachinger; Mark G. Vangel; Jacques A. de Guise; Christian Desrosiers; William M. Wells III; Matthew Toews (NeuroImage, 2020)

Brain status modeling with non-negative projective dictionary learning. - Mingli Zhang; Christian Desrosiers; Yuhong Guo; Budhachandra S. Khundrakpam; Noor Al-Sharif; Gregory Kiar; Pedro A. Valdés-Sosa; Jean-Baptiste Poline; Alan C. Evans (NeuroImage, 2020)

Discretely-constrained deep network for weakly supervised segmentation. - Jizong Peng; Hoel Kervadec; Jose Dolz; Ismail Ben Ayed; Marco Pedersoli; Christian Desrosiers (Neural Networks, 2020)

Deep co-training for semi-supervised image segmentation. - Jizong Peng; Guillermo Estrada; Marco Pedersoli; Christian Desrosiers (Pattern Recognit., 2020)

Low-Rank and Sparse Recovery of Human Gait Data. - Kaveh Kamali; Ali Akbar Akbari; Christian Desrosiers; Alireza Akbarzadeh 001; Martin J.-D. Otis; Johannes C. Ayena (Sensors, 2020)

Multi-level rate-constrained successive elimination algorithm tailored to suboptimal motion estimation in HEVC. - Luc Trudeau; Stéphane Coulombe; Christian Desrosiers (Signal Process. Image Commun., 2020)

Privacy Preserving for Medical Image Analysis via Non-Linear Deformation Proxy. - Bach Ngoc Kim; Jose Dolz; Christian Desrosiers; Pierre-Marc Jodoin (BMVC, 2021)

Teach Me to Segment with Mixed Supervision: Confident Students Become Masters. - Jose Dolz; Christian Desrosiers; Ismail Ben Ayed (IPMI, 2021)

Differentiation of Parkinson's disease and non-Parkinsonian olfactory dysfunction with structural MRI data. - Jie Mei; Cécilia Tremblay; Nikola Stikov; Christian Desrosiers; Johannes Frasnelli (Computer-Aided Diagnosis, 2021)

SegRecon: Learning Joint Brain Surface Reconstruction and Segmentation from Images. - Karthik Gopinath; Christian Desrosiers; Herve Lombaert (MICCAI (7), 2021)

Context-Aware Virtual Adversarial Training for Anatomically-Plausible Segmentation. - Ping Wang 016; Jizong Peng; Marco Pedersoli; Yuanfeng Zhou; Caiming Zhang 001; Christian Desrosiers (MICCAI (1), 2021)

Self-Paced Contrastive Learning for Semi-supervised Medical Image Segmentation with Meta-labels. - Jizong Peng; Ping Wang 016; Christian Desrosiers; Marco Pedersoli (NeurIPS, 2021)

Forecasting Lightpath QoT with Deep Neural Networks. - Hussein Chouman; Petar Djukic; Christine Tremblay; Christian Desrosiers (OFC, 2021)

Multi-Task Joint Learning of 3D Keypoint Saliency and Correspondence Estimation. - Guangshun Wei; Long Ma 009; Chen Wang 054; Christian Desrosiers; Yuanfeng Zhou (Comput. Aided Des., 2021)

Boosting Semi-supervised Image Segmentation with Global and Local Mutual Information Regularization. - Jizong Peng; Marco Pedersoli; Christian Desrosiers (CoRR, 2021)

Self-Paced Contrastive Learning for Semi-supervisedMedical Image Segmentation with Meta-labels. - Jizong Peng; Ping Wang 016; Christian Desrosiers; Marco Pedersoli (CoRR, 2021)

Manifold-aware Synthesis of High-resolution Diffusion from Structural Imaging. - Benoit Anctil-Robitaille; Antoine Théberge; Pierre-Marc Jodoin; Maxime Descoteaux; Christian Desrosiers; Hervé Lombaert (CoRR, 2021)

Trust your neighbors: A comprehensive survey of neighborhood-based methods for recommender systems. - Athanasios N. Nikolakopoulos; Xia Ning; Christian Desrosiers; George Karypis (CoRR, 2021)

Mixed-supervised segmentation: Confidence maximization helps knowledge distillation. - Bingyuan Liu; Christian Desrosiers; Ismail Ben Ayed; Jose Dolz (CoRR, 2021)

Diversified Multi-prototype Representation for Semi-supervised Segmentation. - Jizong Peng; Christian Desrosiers; Marco Pedersoli (CoRR, 2021)

Realistic image normalization for multi-Domain segmentation. - Pierre-Luc Delisle; Benoit Anctil-Robitaille; Christian Desrosiers; Herve Lombaert (Medical Image Anal., 2021)

Boundary loss for highly unbalanced segmentation. - Hoel Kervadec; Jihene Bouchtiba; Christian Desrosiers; Eric Granger; Jose Dolz; Ismail Ben Ayed (Medical Image Anal., 2021)

Track-to-Learn: A general framework for tractography with deep reinforcement learning. - Antoine Théberge; Christian Desrosiers; Maxime Descoteaux; Pierre-Marc Jodoin (Medical Image Anal., 2021)

Self-paced and self-consistent co-training for semi-supervised image segmentation. - Ping Wang 016; Jizong Peng; Marco Pedersoli; Yuanfeng Zhou; Caiming Zhang 001; Christian Desrosiers (Medical Image Anal., 2021)

Modeling Texture in Deep 3D CNN for Survival Analysis. - Ahmad Chaddad; Paul Sargos; Christian Desrosiers (IEEE J. Biomed. Health Informatics, 2021)

Privacy-Net: An Adversarial Approach for Identity-Obfuscated Segmentation of Medical Images. - Bach Ngoc Kim; Jose Dolz; Pierre-Marc Jodoin; Christian Desrosiers (IEEE Trans. Medical Imaging, 2021)

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 (CVPR, 2022)

Constrained deep networks: Lagrangian optimization via Log-barrier extensions. - Hoel Kervadec; Jose Dolz; Jing Yuan 001; Christian Desrosiers; Eric Granger; Ismail Ben Ayed (EUSIPCO, 2022)

Symmetric Contrastive Loss for Out-of-Distribution Skin Lesion Detection. - Xuan Li; Christian Desrosiers; Xue Liu 001 (ISBI, 2022)

TAAL: Test-Time Augmentation for Active Learning in Medical Image Segmentation. - Mélanie Gaillochet; Christian Desrosiers; Hervé Lombaert (DALI@MICCAI, 2022)

Semi-supervised Medical Image Segmentation Using Cross-Model Pseudo-Supervision with Shape Awareness and Local Context Constraints. - Jinhua Liu 003; Christian Desrosiers; Yuanfeng Zhou (MICCAI (8), 2022)

Symmetry Structured Analysis Sparse Coding for Key Frame Extraction. - Yujie Li 002; Benying Tan; Shuxue Ding; Christian Desrosiers; Ahmad Chaddad (ML4CS (1), 2022)

No-Reference Video Quality Assessment Using Distortion Learning and Temporal Attention. - Koffi Kossi; Stéphane Coulombe; Christian Desrosiers; Ghyslain Gagnon (IEEE Access, 2022)

Deep radiomic signature with immune cell markers predicts the survival of glioma patients. - Ahmad Chaddad; Paul Daniel; Mingli Zhang; Saima Rathore; Paul Sargos; Christian Desrosiers; Tamim Niazi (Neurocomputing, 2022)

Grayscale self-adjusting network with weak feature enhancement for 3D lumbar anatomy segmentation. - Jinhua Liu 003; Zhiming Cui; Christian Desrosiers; Shuyi Lu; Yuanfeng Zhou (Medical Image Anal., 2022)

Learnable Pooling in Graph Convolutional Networks for Brain Surface Analysis. - Karthik Gopinath; Christian Desrosiers; Herve Lombaert (IEEE Trans. Pattern Anal. Mach. Intell., 2022)

Efficient Pairwise Neuroimage Analysis Using the Soft Jaccard Index and 3D Keypoint Sets. - Laurent Chauvin; Kuldeep Kumar; Christian Desrosiers; William M. Wells III; Matthew Toews (IEEE Trans. Medical Imaging, 2022)

Deep Radiomic Analysis for Predicting Coronavirus Disease 2019 in Computerized Tomography and X-Ray Images. - Ahmad Chaddad; Lama Hassan; Christian Desrosiers (IEEE Trans. Neural Networks Learn. Syst., 2022)

Trust Your Neighbors: A Comprehensive Survey of Neighborhood-Based Methods for Recommender Systems. - Athanasios N. Nikolakopoulos; Xia Ning; Christian Desrosiers; George Karypis (Recommender Systems Handbook, 2022)

From Machine Learning to Deep Learning. - Pierre-Marc Jodoin; Nicolas Duchateau; Christian Desrosiers (AI and Big Data in Cardiology, 2023)

ClusT3: Information Invariant Test-Time Training. - Gustavo Adolfo Vargas Hakim; David Osowiechi; Mehrdad Noori; Milad Cheraghalikhani; Ali Bahri; Ismail Ben Ayed; Christian Desrosiers (ICCV, 2023)

Harmonizing Flows: Unsupervised MR Harmonization Based on Normalizing Flows. - Farzad Beizaee; Christian Desrosiers; Gregory A. Lodygensky; Jose Dolz (IPMI, 2023)

Mixup-Privacy: A Simple yet Effective Approach for Privacy-Preserving Segmentation. - Bach Ngoc Kim; Jose Dolz; Pierre-Marc Jodoin; Christian Desrosiers (IPMI, 2023)

Camera Alignment and Weighted Contrastive Learning for Domain Adaptation in Video Person ReID. - Djebril Mekhazni; Maximilien Dufau; Christian Desrosiers; Marco Pedersoli; Eric Granger (WACV, 2023)

TTTFlow: Unsupervised Test-Time Training with Normalizing Flow. - David Osowiechi; Gustavo Adolfo Vargas Hakim; Mehrdad Noori; Milad Cheraghalikhani; Ismail Ben Ayed; Christian Desrosiers (WACV, 2023)

What Matters in Reinforcement Learning for Tractography. - Antoine Théberge; Christian Desrosiers; Maxime Descoteaux; Pierre-Marc Jodoin (CoRR, 2023)

ClusT3: Information Invariant Test-Time Training. - Gustavo Adolfo Vargas Hakim; David Osowiechi; Mehrdad Noori; Milad Cheraghalikhani; Ismail Ben Ayed; Christian Desrosiers (CoRR, 2023)

Segmentation with mixed supervision: Confidence maximization helps knowledge distillation. - Bingyuan Liu; Christian Desrosiers; Ismail Ben Ayed; Jose Dolz (Medical Image Anal., 2023)

Deep Neural Forest for Out-of-Distribution Detection of Skin Lesion Images. - Xuan Li; Christian Desrosiers; Xue (Steve) Liu (IEEE J. Biomed. Health Informatics, 2023)

CAT: Constrained Adversarial Training for Anatomically-Plausible Semi-Supervised Segmentation. - Ping Wang 016; Jizong Peng; Marco Pedersoli; Yuanfeng Zhou; Caiming Zhang 001; Christian Desrosiers (IEEE Trans. Medical Imaging, 2023)

Shape-Aware Joint Distribution Alignment for Cross-Domain Image Segmentation. - Ping Wang 016; Jizong Peng; Marco Pedersoli; Yuanfeng Zhou; Caiming Zhang 001; Christian Desrosiers (IEEE Trans. Medical Imaging, 2023)

Active learning for medical image segmentation with stochastic batches. - Mélanie Gaillochet; Christian Desrosiers; Hervé Lombaert (Medical Image Anal., 2023)

Learning joint surface reconstruction and segmentation, from brain images to cortical surface parcellation. - Karthik Gopinath; Christian Desrosiers; Herve Lombaert (Medical Image Anal., 2023)

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 (CVPR, 2024)

Automating MedSAM by Learning Prompts with Weak Few-Shot Supervision. - Mélanie Gaillochet; Christian Desrosiers; Hervé Lombaert (MedAGI@MICCAI, 2024)

FACMIC: Federated Adaptative CLIP Model for Medical Image Classification. - Yihang Wu; Christian Desrosiers; Ahmad Chaddad (MICCAI (12), 2024)

WATT: Weight Average Test Time Adaptation of CLIP. - David Osowiechi; Mehrdad Noori; Gustavo Adolfo Vargas Hakim; Moslem Yazdanpanah; Ali Bahri; Milad Cheraghalikhani; Sahar Dastani; Farzad Beizaee; Ismail Ben Ayed; Christian Desrosiers (NeurIPS, 2024)

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 (WACV, 2024)

No-Reference Video Quality Assessment Using Transformers and Attention Recurrent Networks. - Koffi Kossi; Stéphane Coulombe; Christian Desrosiers (IEEE Access, 2024)

Improvement Of Audiovisual Quality Estimation Using A Nonlinear Autoregressive Exogenous Neural Network And Bitstream Parameters. - Koffi Kossi; Stéphane Coulombe; Christian Desrosiers; Ghyslain Gagnon (CoRR, 2024)

NC-TTT: A Noise Contrastive Approach for Test-Time Training. - David Osowiechi; Gustavo Adolfo Vargas Hakim; Mehrdad Noori; Milad Cheraghalikhani; Ali Bahri; Moslem Yazdanpanah; Ismail Ben Ayed; Christian Desrosiers (CoRR, 2024)

CLIPArTT: Light-weight 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 (CoRR, 2024)

Structure-aware feature stylization for domain generalization. - Milad Cheraghalikhani; Mehrdad Noori; David Osowiechi; Gustavo Adolfo Vargas Hakim; Ismail Ben Ayed; Christian Desrosiers (Comput. Vis. Image Underst., 2024)

Federated Learning for Healthcare Applications. - Ahmad Chaddad; Yihang Wu; Christian Desrosiers (IEEE Internet Things J., 2024)

Boundary-aware information maximization for self-supervised medical image segmentation. - Jizong Peng; Ping Wang 016; Marco Pedersoli; Christian Desrosiers (Medical Image Anal., 2024)

What matters in reinforcement learning for tractography. - Antoine Théberge; Christian Desrosiers; Arnaud Boré; Maxime Descoteaux; Pierre-Marc Jodoin (Medical Image Anal., 2024)

Decoupled and boosted learning for skeleton-based dynamic hand gesture recognition. - Yangke Li; Guangshun Wei; Christian Desrosiers; Yuanfeng Zhou (Pattern Recognit., 2024)

TFS-ViT: Token-level feature stylization for domain generalization. - Mehrdad Noori; Milad Cheraghalikhani; Ali Bahri; Gustavo Adolfo Vargas Hakim; David Osowiechi; Ismail Ben Ayed; Christian Desrosiers (Pattern Recognit., 2024)

Semi-Supervised Medical Image Segmentation Using Cross-Style Consistency With Shape-Aware and Local Context Constraints. - Jinhua Liu 003; Christian Desrosiers; Dexin Yu; Yuanfeng Zhou (IEEE Trans. Medical Imaging, 2024)

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 (CVPR, 2025)

Correcting Deviations from Normality: A Reformulated Diffusion Model for Multi-Class Unsupervised Anomaly Detection. - Farzad Beizaee; Gregory A. Lodygensky; Christian Desrosiers; Jose Dolz (CVPR, 2025)

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 (CVPR, 2025)

MAD-AD: Masked Diffusion for Unsupervised Brain Anomaly Detection. - Farzad Beizaee; Gregory A. Lodygensky; Christian Desrosiers; Jose Dolz (IPMI (2), 2025)

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 (WACV, 2025)

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 (WACV, 2025)

ReC- Ttt: Contrastive Feature Reconstruction for Test-Time Training. - Marco Colussi; Sergio Mascetti; Jose Dolz; Christian Desrosiers (WACV, 2025)

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 (WACV, 2025)

MFCPNet: Real time medical image segmentation network via multi-scale feature fusion and channel pruning. - Linlin Hou; Zishen Yan; Christian Desrosiers; Hui Liu (Biomed. Signal Process. Control., 2025)

Domain adaptation techniques for natural and medical image classification. - Ahmad Chaddad; Yihang Wu; Reem Kateb; Christian Desrosiers (Inf. Sci., 2025)

Harmonizing flows: Leveraging normalizing flows for unsupervised and source-free MRI harmonization. - Farzad Beizaee; Gregory A. Lodygensky; Christopher L. Adamson; Deanne K. Thompson; Jeanie L. Y. Cheong; Alicia J. Spittle; Peter J. Anderson; Christian Desrosiers; Jose Dolz (Medical Image Anal., 2025)

Simulations of Common Unsupervised Domain Adaptation Algorithms for Image Classification. - Ahmad Chaddad; Yihang Wu; Yuchen Jiang; Ahmed Bouridane; Christian Desrosiers (IEEE Trans. Instrum. Meas., 2025)

GeoMask3D: Geometrically Informed Mask Selection for Self-Supervised Point Cloud Learning in 3D. - Ali Bahri; Moslem Yazdanpanah; Mehrdad Noori; Milad Cheraghalikhani; Gustavo Adolfo Vargas Hakim; David Osowiechi; Farzad Beizaee; Ismail Ben Ayed; Christian Desrosiers (Trans. Mach. Learn. Res., 2025)

DART3: Leveraging Distance for Test Time Adaptation in Person Re-Identification. - Rajarshi Bhattacharya; Shakeeb Murtaza; Christian Desrosiers; Jose Dolz; Maguelonne Heritier; Eric Granger (CoRR, 2025)

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 (CoRR, 2025)

Test-Time Adaptation of Vision-Language Models for Open-Vocabulary Semantic Segmentation. - Mehrdad Noori; David Osowiechi; Gustavo Adolfo Vargas Hakim; Ali Bahri; Moslem Yazdanpanah; Sahar Dastani; Farzad Beizaee; Ismail Ben Ayed; Christian Desrosiers (CoRR, 2025)

FAA-CLIP: Federated Adversarial Adaptation of CLIP. - Yihang Wu; Ahmad Chaddad; Christian Desrosiers; Tareef S. Daqqaq; Reem Kateb (IEEE Internet Things J., 2025)

Prompt learning with bounding box constraints for medical image segmentation. - Mélanie Gaillochet; Mehrdad Noori; Sahar Dastani; Christian Desrosiers; Hervé Lombaert (CoRR, 2025)

CTA: Cross-Task Alignment for Better Test Time Training. - Samuel Barbeau; Pedram Fekri; David Osowiechi; Ali Bahri; Moslem Yazdanpanah; Masih Aminbeidokhti; Christian Desrosiers (CoRR, 2025)

THUNDER: Tile-level Histopathology image UNDERstanding benchmark. - Pierre Marza; Leo Fillioux; Sofiène Boutaj; Kunal Mahatha; Christian Desrosiers; Pablo Piantanida; Jose Dolz; Stergios Christodoulidis; Maria Vakalopoulou (CoRR, 2025)

CLIPTTA: Robust Contrastive Vision-Language Test-Time Adaptation. - Marc Lafon; Gustavo Adolfo Vargas Hakim; Clément Rambour; Christian Desrosiers; Nicolas Thome (CoRR, 2025)