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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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Log-barrier constrained CNNs

Apr 09, 2019
Hoel Kervadec, Jose Dolz, Jing Yuan, Christian Desrosiers, Eric Granger, Ismail Ben Ayed


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Deep Co-Training for Semi-Supervised Image Segmentation

Mar 27, 2019
Jizong Peng, Guillermo Estradab, Marco Pedersoli, Christian Desrosiers


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Boundary loss for highly unbalanced segmentation

Dec 17, 2018
Hoel Kervadec, Jihene Bouchtiba, Christian Desrosiers, Éric Granger, Jose Dolz, Ismail Ben Ayed

* Submitted to MIDL 2019 

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IVD-Net: Intervertebral disc localization and segmentation in MRI with a multi-modal UNet

Nov 19, 2018
Jose Dolz, Christian Desrosiers, Ismail Ben Ayed

* Manuscript submitted to the Proceedings of the MICCAI 2018 IVD Challenge. arXiv admin note: text overlap with arXiv:1810.07003 

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Few-shot 3D Multi-modal Medical Image Segmentation using Generative Adversarial Learning

Oct 29, 2018
Arnab Kumar Mondal, Jose Dolz, Christian Desrosiers

* submitted to Medical Image Analysis for review 

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Dense Multi-path U-Net for Ischemic Stroke Lesion Segmentation in Multiple Image Modalities

Oct 16, 2018
Jose Dolz, Ismail Ben Ayed, Christian Desrosiers

* Submitted to the MICCAI BrainLes proceedings 

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Multi-region segmentation of bladder cancer structures in MRI with progressive dilated convolutional networks

Aug 09, 2018
Jose Dolz, Xiaopan Xu, Jerome Rony, Jing Yuan, Yang Liu, Eric Granger, Christian Desrosiers, Xi Zhang, Ismail Ben Ayed, Hongbing Lu


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White matter fiber analysis using kernel dictionary learning and sparsity priors

Apr 15, 2018
Kuldeep Kumar, Kaleem Siddiqi, Christian Desrosiers


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HyperDense-Net: A hyper-densely connected CNN for multi-modal image segmentation

Apr 09, 2018
Jose Dolz, Karthik Gopinath, Jing Yuan, Herve Lombaert, Christian Desrosiers, Ismail Ben Ayed


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