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Diversified Multi-prototype Representation for Semi-supervised Segmentation


Nov 16, 2021
Jizong Peng, Christian Desrosiers, Marco Pedersoli


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Mixed-supervised segmentation: Confidence maximization helps knowledge distillation


Sep 24, 2021
Bingyuan Liu, Christian Desrosiers, Ismail Ben Ayed, Jose Dolz

* This article is a journal extension of our paper in IPMI 2021 arXiv:2012.08051 . Currently under review at Medical Image Analysis. Code available at https://github.com/josedolz/MSL-student-becomes-master 

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Trust your neighbors: A comprehensive survey of neighborhood-based methods for recommender systems


Sep 09, 2021
Athanasios N. Nikolakopoulos, Xia Ning, Christian Desrosiers, George Karypis

* 50 pages; Chapter in the Recommender Systems Handbook, 3rd Edition (to appear) 

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Manifold-aware Synthesis of High-resolution Diffusion from Structural Imaging


Aug 11, 2021
Benoit Anctil-Robitaille, Antoine Théberge, Pierre-Marc Jodoin, Maxime Descoteaux, Christian Desrosiers, Hervé Lombaert

* Preprint submitted for review 

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Manifold-Aware Synthesis of High Resolution Diffusion from Structural Imaging


Aug 09, 2021
Benoit Anctil-Robitaille, Antoine Théberge, Pierre-Marc Jodoin, Maxime Descoteaux, Christian Desrosiers, Hervé Lombaert

* Preprint submitted for review 

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Context-aware virtual adversarial training for anatomically-plausible segmentation


Jul 13, 2021
Ping Wang, Jizong Peng, Marco Pedersoli, Yuanfeng Zhou, Caiming Zhang, Christian Desrosiers

* This paper is accepted at MICCAI2021 

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Efficient Pairwise Neuroimage Analysis using the Soft Jaccard Index and 3D Keypoint Sets


Mar 15, 2021
Laurent Chauvin, Kuldeep Kumar, Christian Desrosiers, William Wells III, Matthew Toews

* 10 pages, 7 figures 

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Boosting Semi-supervised Image Segmentation with Global and Local Mutual Information Regularization


Mar 08, 2021
Jizong Peng, Marco Pedersoli, Christian Desrosiers


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Teach me to segment with mixed supervision: Confident students become masters


Dec 15, 2020
Jose Dolz, Christian Desrosiers, Ismail Ben Ayed


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Privacy Preserving for Medical Image Analysis via Non-Linear Deformation Proxy


Nov 26, 2020
Bach Ngoc Kim, Jose Dolz, Christian Desrosiers, Pierre-Marc Jodoin


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Self-paced and self-consistent co-training for semi-supervised image segmentation


Nov 09, 2020
Ping Wang, Jizong Peng, Marco Pedersoli, Yuanfeng Zhou, Caiming Zhang, Christian Desrosiers

* This is a paper submitted to TMI special issue on Annotation-Efficient Deep Learning for Medical Imaging 

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Machine learning for the diagnosis of Parkinson's disease: A systematic review


Oct 13, 2020
Jie Mei, Christian Desrosiers, Johannes Frasnelli


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Realistic Image Normalization for Multi-Domain Segmentation


Oct 02, 2020
Pierre-Luc Delisle, Benoit Anctil-Robitaille, Christian Desrosiers, Herve Lombaert


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Manifold-Aware CycleGAN for High Resolution Structural-to-DTI Synthesis


Apr 08, 2020
Benoit Anctil-Robitaille, Christian Desrosiers, Herve Lombaert


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Graph Domain Adaptation for Alignment-Invariant Brain Surface Segmentation


Mar 31, 2020
Karthik Gopinath, Christian Desrosiers, Herve Lombaert


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Out-of-Distribution Detection for Skin Lesion Images with Deep Isolation Forest


Mar 20, 2020
Xuan Li, Yuchen Lu, Christian Desrosiers, Xue Liu


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Adversarial normalization for multi domain image segmentation


Feb 01, 2020
Pierre-Luc Delisle, Benoit Anctil-Robitaille, Christian Desrosiers, Herve Lombaert

* Submitted to ISBI 2020 

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Learnable Pooling in Graph Convolution Networks for Brain Surface Analysis


Nov 22, 2019
Karthik Gopinath, Christian Desrosiers, Herve Lombaert


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Spectral Graph Transformer Networks for Brain Surface Parcellation


Nov 22, 2019
Ran He, Karthik Gopinath, Christian Desrosiers, Herve Lombaert

* Equal contribution of R. He and K. Gopinath 

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Deep radiomic features from MRI scans predict survival outcome of recurrent glioblastoma


Nov 15, 2019
Ahmad Chaddad, Saima Rathore, Mingli Zhang, Christian Desrosiers, Tamim Niazi

* Accepted in MICCAI RNO workshop 

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Information based Deep Clustering: An experimental study


Oct 03, 2019
Jizong Peng, Christian Desrosiers, Marco Pedersoli


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Boosting Image Recognition with Non-differentiable Constraints


Oct 02, 2019
Xuan Li, Yuchen Lu, Peng Xu, Jizong Peng, Christian Desrosiers, Xue Liu


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Privacy-Net: An Adversarial Approach For Identity-obfuscated Segmentation


Sep 09, 2019
Bach Ngoc Kim, Christian Desrosiers, Jose Dolz, Pierre-Marc Jodoin


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Revisiting CycleGAN for semi-supervised segmentation


Aug 30, 2019
Arnab Kumar Mondal, Aniket Agarwal, Jose Dolz, Christian Desrosiers


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Discretely-constrained deep network for weakly supervised segmentation


Aug 15, 2019
Jizong Peng, Hoel Kervadec, Jose Dolz, Ismail Ben Ayed, Marco Pedersoli, Christian Desrosiers


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