+ Papers in refereed conference proceedings

«Mixup-privacy: A simple yet\xa0effective approach for\xa0privacy-preserving segmentation»

Kim, Bach Ngoc, Dolz, Jose, Jodoin, Pierre-Marc and Desrosiers, Christian.”
Information Processing in Medical Imaging : 28th International Conference, IPMI : Proceedings (San Carlos de Bariloche, Argentina, June 18-23, 2023) vol. 13939.pp. 717-729.Springer. 2023.

«Detection and root cause analysis of performance degradation in optical networks using machine learning»

Tremblay, Christine, Mahmoudialami, Ali, Ngani Sigue, Philippe Alain, Pei, Yinqing, Côté, David, Boertjes, David, Demeter, Dacian and Desrosiers, Christian.”
49th European Conference on Optical Communications (ECOC) (Glasgow, Scotland, Oct. 01-05, 2023) 2023.

«Harmonizing flows: Unsupervised MR harmonization based on\xa0normalizing flows»

Beizaee, Farzad, Desrosiers, Christian, Lodygensky, Gregory A. and Dolz, Jose.”
Information Processing in Medical Imaging : 28th International Conference, IPMI : Proceedings (San Carlos de Bariloche, Argentina, June 18-23, 2023) vol. 13939.pp. 347-359.Springer. 2023.

«Camera alignment and weighted contrastive learning for domain adaptation in video person ReID»

Mekhazni, Djebril, Dufau, Maximilien, Desrosiers, Christian, Pedersoli, Marco and Granger, Eric.”
IEEE Winter Conference on Applications of Computer Vision, WACV (Waikoloa, HI, USA, Jan. 02-07, 2023)p. 1624-1633.Institute of Electrical and Electronics Engineers Inc.. 2023.

«TTTFlow: Unsupervised Test-Time Training with Normalizing Flow»

Osowiechi, David, Vargas Hakim, Gustavo A., Noori, Mehrdad, Cheraghalikhani, Milad, Ayed, Ismail Ben and Desrosiers, Christian.”
IEEE Winter Conference on Applications of Computer Vision, WACV (Waikoloa, HI, USA, Jan. 02-07, 2023)p. 2125-2133.Institute of Electrical and Electronics Engineers Inc.. 2023.

«Symmetry structured analysis sparse coding for frame extraction»

Li, Yujie, Tan, Benying, Ding, Shuxue, Desrosiers, Christian and Chaddad, Ahmad.”
Machine Learning for Cyber Security : 4th International Conference, ML4CS (Guangzhou, China, Dec. 02-04, 2022) vol. 13655.p. 568-585.Springer Science and Business Media. 2023.

«Semi-supervised medical image segmentation using cross-model pseudo-supervision with shape awareness and local context constraints»

Liu, Jinhua, Desrosiers, Christian and Zhou, Yuanfeng.”
Medical Image Computing and Computer Assisted Intervention – MICCAI 2022 25th International Conference: Proceedings VIII (Singapore, Singapore, Sept. 18-22, 2022) p. 140-150.Springer Science and Business Media Deutschland GmbH. 2022.

«Constrained deep networks: Lagrangian optimization via Log-barrier extensions»

Kervadec, H., Dolz, J., Yuan, J., Desrosiers, C., Granger, E. and Ben Ayed, I..”
30th European Signal Processing Conference (EUSIPCO) (Belgrade, Serbia, Aug. 29-Sept. 02, 2022)p. 962-966.European Signal Processing Conference, EUSIPCO. 2022.

«Revisiting learnable affines for batch norm in few-shot transfer learning»

Yazdanpanah, M., Rahman, A. A., Chaudhary, M., Desrosiers, C., Havaei, M., Belilovsky, E. and Kahou, S. E..”
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) (New Orleans, LA, USA, June 18-24, 2022)p. 9099-99108.Piscataway, NJ, USA : IEEE. 2022.

«TAAL: Test-time augmentation for active learning in medical image segmentation»

Gaillochet, Mélanie, Desrosiers, Christian and Lombaert, Hervé.”
Data Augmentation, Labelling, and Imperfections : Second MICCAI Workshop, DALI 2022, Held in Conjunction with MICCAI 2022 : Proceedings (Singapore, Singapore, Sept. 22, 2022) p. 43-53.Springer. 2022.

«Symmetric contrastive loss for out-of-distribution skin lesion detection»

Xuan Li, Christian Desrosiers, Xue Liu”
19th IEEE International Symposium on Biomedical Imaging (ISBI) (Kolkata, India, Mar. 28-31, 2022)IEEE Computer Society. 2022.

«Manifold-aware CycleGAN for high-resolution structural-to-DTI synthesis»

Benoit Anctil-Robitaille, Christian Desrosiers, Herve Lombaert”
Computational Diffusion MRI : International MICCAI Workshop 2020 (Lima, Peru – En ligne, Oct. 08, 2020) p. 213-224.Springer Science and Business Media. 2021.

«Forecasting lightpath QoT with deep neural networks»

Hussein Chouman, Petar Djukic, Christine Tremblay, Christian Desrosiers”
Optical Fiber Communications Conference and Exhibition (OFC) – Proceedings (San Francisco, CA, USA, June 06-10, 2021)IEEE. 2021.

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

Jose Dolz, Christian Desrosiers, Ismail Ben Ayed”
27th International Conference on Information Processing in Medical Imaging, IPMI 2021, Virtual, Online, 28 June 2021 – 30 June 2021 (En ligne, June 28-20, 2021) p. 517-529.Springer. 2021.

«SegRecon : Learning joint brain surface reconstruction and segmentation from\xa0images»

Karthik Gopinath, Christian Desrosiers, Herve Lombaert”
Medical Image Computing and Computer Assisted Intervention – MICCAI 2021 : 24th International Conference, Strasbourg, France, September 27 – October 1, 2021, Proceedings, Part VII (Strasbourg, France, Sept. 27-Oct. 01, 2021) p. 650-659.Springer Science and Business Media. 2021.

«Differentiation of Parkinson\’s disease and non-Parkinsonian olfactory dysfunction with structural MRI data»

Jie Mei, Cecilia Tremblay, Nikola Stikov, Christian Desrosiers, Johannes Frasnelli”
Medical Imaging : Image Processing : Progress in Biomedical Optics and Imaging (En ligne, Feb. 15-19, 2021) SPIE. 2021.

«Self-paced contrastive learning for semi-supervised medical image segmentation with meta-labels»

Jizong Peng, Ping Wang, Christian Desrosiers, Marco Pedersoli”
Advances in Neural Information Processing Systems 34 (NeurIPS 2021) (En ligne, Dec. 06-14, 2021)p. 16686-16699.Neural information processing systems foundation. 2021.

«Context-aware virtual adversarial training for anatomically-plausible segmentation»

Ping Wang, Jizong Peng, Marco Pedersoli, Yuanfeng Zhou, Caiming Zhang, Christian Desrosiers”
Medical Image Computing and Computer Assisted Intervention – MICCAI 2021: 24th International Conference, Strasbourg, France, September 27–October 1, 2021, Proceedings, Part I (Strasbourg, France, Sept. 27-Oct. 01, 2021) p. 304-314.Springer Science and Business Media Deutschland GmbH. 2021.

«Manifold-aware CycleGAN for high-resolution structural-to-DTI synthesis»

Benoit Anctil-Robitaille, Christian Desrosiers, Hervé Lombaert”
MICCAI 2020 Workshop on Computational Diffusion MRI (En ligne, Oct. 08, 2020) 2020.

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

A. Chaddad, M. Zhang, C. Desrosiers, T. Niazi”
1st International Workshop on Radiomics and Radiogenomics in Neuro-oncology, RNO-AI 2019, held in conjunction with the 22nd International Conference on Medical Image Computing and Computer-Assisted Intervention, MICCAI 2019, October 13, 2019 – October 13, (Shenzen, China, Oct. 13, 2019) p. 36-43.Springer 2020.

«Adversarial normalization for multi domain image segmentation»

Pierre-Luc Delisle, Benoit Anctil-Robitaille, Christian Desrosiers, Hervé Lombaert”
IEEE 17th International Symposium on Biomedical Imaging (ISBI) (Iowa City, IA, USA, Apr. 03-07, 2020)p. 849-853.IEEE. 2020.

«Forecasting SNR margins has low-complexity»

Firouzeh Golaghazadeh, Petar Djukic, Christine Tremblay, Christian Desrosiers”
Proceedings OSA Advanced Photonics Congress (AP) 2020 (IPR, NP, NOMA, Networks, PVLED, PSC, SPPCom, SOF) (Washington, DC, USA, July 13-16, 2020)OSA – The Optical Society. 2020.

«Graph domain adaptation for alignment-invariant brain surface segmentation»

Karthik Gopinath, Christian Desrosiers, Hervé Lombaert”
Uncertainty for Safe Utilization of Machine Learning in Medical Imaging, and Graphs in Biomedical Image Analysis : Second International Workshop, UNSURE 2020, and Third International Workshop, GRAIL 2020, Held in Conjunction with MICCAI 2020, Lima, Peru, (Lima, Peru, Oct. 08, 2020) p. 152-163.Springer. 2020.

«Real-time motion planning for robotic teleoperation using dynamic-goal deep reinforcement learning»

Kaveh Kamali, Ilian A.Bonev, Christian Desrosiers”
17th Conference on Computer and Robot Vision (CRV) (Ottawa, ON, Canada, May 13, 2020 – May 15, 2020)p. 182-189.Institute of Electrical and Electronics Engineers Inc.. 2020.

«Deep learning for multi-step performance prediction in operational optical networks»

Ameni Mezni, Douglas W. Charlton, Christine Tremblay, Christian Desrosiers”In Conference on Lasers and Electro-Optics (CLEO) (San Jose, CA, USA, May 10-15, 2020) IEEE 2020.

«Mutual information deep regularization for semi-supervised segmentation»

Jizong Peng, Marco Pedersoli, Christian Desrosiers”
Proceedings of the Third Conference on Medical Imaging with Deep Learning (Montreal, QC, Canada, July 06-08, 2020) p. 601-613.PMLR. 2020.

«Spectral graph transformer networks for brain surface parcellation»

He Ran, Karthik Gopinath, Christian Desrosiers, Herve Lombaert”
IEEE 17th International Symposium on Biomedical Imaging (ISBI) (Iowa City, IA, USA, Apr. 03-07, 2020)p. 372-376.Piscataway, NJ, USA : IEEE. 2020.

«A large-scale and extensible platform for precision medicine research»

Fodil Belghait, Alain April, Pavel Hamet, Johanne Tremblay, Christian Desrosiers”
9th International Conference on Digital Public Health (DPH) (Marseille, France, Nov. 20-23, 2019) p. 47-54.Association for Computing Machinery. 2019.

«Analyzing brain morphology on the bag-of-features manifold»

Laurent Chauvin, Kuldeep Kumar, Christian Desrosiers, Jacques De Guise, William Wells, Matthew Toews”
Information Processing in Medical Imaging : 26th International Conference, IPMI : Proceedings (Hong Kong, China, June 02-07, 2019) p. 45-56.Springer Verlag. 2019.

«Dense multi-path U-Net for ischemic stroke lesion segmentation in multiple image modalities»

Jose Dolz, Ismail Ben Ayed, Christian Desrosiers”
Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries : 4th International Workshop, BrainLes 2018, Held in Conjunction with MICCAI 2018, Granada, Spain, September 16, 2018, Revised Selected Papers, Part I (Granada, Spain, Sept. 16, 2018) p. 271-282.Cham, Switzerland : Springer 2019.

«IVD-Net: intervertebral disc localization and segmentation in MRI with a multi-modal UNet»

Jose Dolz, Christian Desrosiers, Ismail Ben Ayed”
Computational Methods and Clinical Applications for Spine Imaging : 5th International Workshop and Challenge, CSI 2018, Held in Conjonction with MICCAI 2018. Revised Selected Papers (Granada, Spain, Sept. 16, 2018) p. 130-143.Springer Verlag 2019.

«Adaptive graph convolution pooling for brain surface analysis»

Karthik Gopinath, Christian Desrosiers, Herve Lombaert”
Information Processing in Medical Imaging : 26th International Conference, IPMI : Proceedings (Hong Kong, China, June 02-07, 2019) p. 86-98.Springer Verlag 2019.

«Boundary loss for highly unbalanced segmentation»

Hoel Kervadec, Jihene Bouchtiba, Christian Desrosiers, Eric Granger, Jose Dolz, Ismail Ben Ayed”
Proceedings of the 2nd International Conference on Medical Imaging with Deep Learning (PMLR) (London, England, July 08-10, 2019) p. 285-296.PMLR. 2019.

«Eye-on-hand calibration method for cable-driven parallel robots»

Nicolas Tremblay, Kaveh Kamali, Philippe Cardou, Christian Desrosiers, Marc Gouttefarde, Martin J.-D. Otis.”
Cable-Driven Parallel Robots: 4th International Conference on Cable-Driven Parallel Robots (Krakow, Poland, June 30-July 04, 2019) p. 345-356.Springer Netherlands 2019.

«Diffusion Orientation Histograms (DOH) for diffusion weighted image analysis»

Laurent Chauvin, Kuldeep Kumar, Christian Desrosiers, Jacques de Guise, Matthew Toews”
Computational Diffusion MRI : MICCAI Workshop, Québec, Canada, September 2017 (Montreal, QC, Canada, Sept. 10, 2017) p. 91-99.Springer International Publishing 2018.

«Isointense infant brain segmentation with a hyper-dense connected convolutional neural network»

Jose Dolz, Ismail Ben Ayed, Yuan Jing, Christian Desrosiers”
IEEE 15th International Symposium on Biomedical Imaging (ISBI 2018) (Washington, DC, USA, Apr. 04-07, 2018)p. 616-620.Piscataway, NJ, USA : IEEE 2018.

«Multi-modal analysis of genetically-related subjects using SIFT descriptors in brain MRI»

Kuldeep Kumar, Laurent Chauvin, Matthew Toews, Olivier Colliot, Christian Desrosiers”
Computational Diffusion MRI : MICCAI Workshop, Québec, Canada, September 2017 (Québec, QC, Canada, 10 sept.2017) p. 219-228.Springer International Publishing. 2018.

«Providing sustainable scientific writing support for graduate engineering students by creating a local scientific learning community»

Prasun Lala, Félix Langevin Harnois, Ghizlaine El Boussaidi, Christian Desrosiers, Catherine Laporte”
2018 ASEE Annual Conference & Exposition (Salt Lake City, UT, USA, June 24-27, 2018)American Society for Engineering Education 2018.

«Promoting good scientific communication habits by leveraging the community of practice within a single research group»

Félix Langevin Harnois, Jerome Harrison, Prasun Lala, Ghizlaine El Boussaidi, Christian Desrosiers, Catherine Laporte”
2018 ASEE Annual Conference & Exposition (Salt Lake City, UT, USA, June 24-27, 2018)American Society for Engineering Education. 2018.

«Brain status prediction with non-negative projective dictionary learning»

Zhang Mingli, Christian Desrosiers, Guo Yuhong, Zhang Caiming, Budhachandra Khundrakpam, Alan Evans”
Machine Learning in Medical Imaging. 9th International Workshop (MLMI 2018) held in conjunction with MICCAI 2018, 16 Sept. 2018 (Granada, Spain, Sept. 16, 2018) p. 152-160.Cham, Switzerland : Springer International Publishing 2018.

«DC-SegNet: a discretely constrained deep network for weakly supervised segmentation»

Jizong Peng, Christian Desrosiers, Marco Pedersoli”
32nd Conference on Neural Information Processing Systems (NIPS 2018) – Medical Imaging Meets NIPS Workshop (MED-NEURIPS 2018) (Montreal, QC, Canada, Dec. 08, 2018) 2018.

«DOPE: distributed optimization for pairwise energies»

Jose Dolz, Ismail Ben Ayed, Christian Desrosiers”
IEEE Conference on Computer Vision and Pattern Recognition (CVPR) (Honolulu, HI, USA, July 21-26, 2017)p. 4095-4104.IEEE Computer Society. 2017.

«Unbiased shape compactness for segmentation»

Jose Dolz, Ismail Ben Ayed, Christian Desrosiers”
Medical Image Computing and Computer-Assisted Intervention : MICCAI 2017 : 20th International Conference, Quebec City, QC, Canada, September 11-13, 2017 : Proceedings : Part I (Quebec City, QC, Canada, Sept. 11-13, 2017) p. 755-763.Springer Verlag 2017.

«White matter fiber segmentation using functional varifolds»

Kuldeep Kumar, Pietro Gori, Benjamin Charlier, Stanley Durrleman, Olivier Colliot, Christian Desrosiers”
Graphs in Biomedical Image Analysis, Computational Anatomy and Imaging Genetics : First International Workshop, GRAIL 2017, 6th International Workshop, MFCA 2017, and Third International Workshop, MICGen 2017, Held in Conjunction with MICCAI 2017, Québec (Québec, QC, Canada, Sept. 10-14, 2017) p. 92-100.Springer 2017.

«Footnote-based document image classification using 1D convolutional neural networks and histograms»

Mohamed Mhiri, Sherif Abuelwafa, Christian Desrosiers, Mohamed Cheriet”
Seventh International Conference on Image Processing Theory, Tools and Applications (IPTA) (Montreal, QC, Canada, Nov. 28 – Dec. 01, 2017)Piscataway, NJ, USA : IEEE 2017.

«Query-by-example word spotting using multiscale features and classification in the space of representation differences»

Mohamed Mhiri, Mohamed Cheriet, Christian Desrosiers”
IEEE International Conference on Image Processing (ICIP) (Beijing, China, Sept. 17-20, 2017)p. 1112-1116.Piscataway, NJ, USA : IEEE 2017.

«Image completion with global structure and weighted nuclear norm regularization»

Mingli Zhang, Christian Desrosiers”
2017 International Joint Conference on Neural Networks (IJCNN) (Anchorage, AK, USA, May 14-19, 2017)p. 4187-4193.Piscataway, NJ, USA : IEEE 2017.

«Effective compressive sensing via reweighted total variation and weighted nuclear norm regularization»

Mingli Zhang, Christian Desrosiers, Caiming Zhang”
IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP) (New Orleans, LA, USA, Mar. 05-09, 2017)p. 1802-1806.IEEE 2017.

«Multispectral texture analysis of histopathological abnormalities in colorectal tissues»

Ahmad Chaddad, Christian Desrosiers, Lama Hassan, Matthew Toews”
IEEE International Conference on Image Processing (ICIP) (Phoenix, AZ, USA, Sept. 25-28, 2016)p. 2628-2632.IEEE 2016.

«GBM heterogeneity characterization by radiomic analysis of phenotype anatomical planes»

Ahmad Chaddad, Christian Desrosiers, Matthew Toews”
Medical Imaging 2016: Image Processing (San Diego, CA, USA, Fev. 28-Mar. 2, 2016) Coll. « Proceedings of SPIE », vol. 9784.SPIE 2016.

«Local discriminative characterization of MRI for Alzheimer\’s disease»

Ahmad Chaddad, Christian Desrosiers, Matthew Toews”
2016 IEEE 13th International Symposium on Biomedical Imaging (ISBI) (Prague, Czech Republic, Apr. 13-16, 2016)p. 1-5.Piscataway, NJ, USA : IEEE 2016.

«Phenotypic characterization of glioblastoma identified through shape descriptors»

Ahmad Chaddad, Christian Desrosiers, Matthew Toews”
Medical Imaging 2016: Computer-Aided Diagnosis (San Diego, CA, USA, Feb. 28-Mar. 02, 2016) SPIE 2016.

«Radiomic analysis of multi-contrast brain MRI for the prediction of survival in patients with glioblastoma multiforme»

Ahmad Chaddad, Christian Desrosiers, Matthew Toews”
2016 38th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) (Orlando, FL, USA, Aug. 16-20, 2016)p. 4035-4038.Piscataway, NJ, USA : IEEE 2016.

«A sparse coding approach for the efficient representation and segmentation of white matter fibers»

Kuldeep Kumar, Christian Desrosiers”
2016 IEEE 13th International Symposium on Biomedical Imaging (ISBI) (Prague, Czech Republic, Apr. 13-16, 2016)p. 915-919.Piscataway, NJ, USA : IEEE 2016.

«Spatially constrained sparse regression for the data-driven discovery of neuroimaging biomarkers»

Kuldeep Kumar, Christian Desrosiers, Ahmad Chaddad, Matthew Toews”
23rd International Conference on Pattern Recognition (ICPR) (Cancún, México, Dec. 04-08, 2016)p. 2162-2167.IEEE. 2016.

«Sub-partition reuse for fast optimal motion estimation in HEVC successive elimination algorithms»

Luc Trudeau, Stéphane Coulombe, Christian Desrosiers”
IEEE International Conference on Image Processing (ICIP) (Phoenix, AZ, USA, Sept. 25-28, 2016)p. 2003-2007.IEEE 2016.

«Robust MRI reconstruction via re-weighted total variation and non-local sparse regression»

Mingli Zhang, Christian Desrosiers”
IEEE 18th International Workshop on Multimedia Signal Processing (MMSP) (Montreal, QC, Canada, Sept. 21-23, 2016)IEEE 2016.

«Medical image super-resolution with non-local embedding sparse representation and improved IBP»

Mingli Zhang, Christian Desrosiers, Qiang Qu, Fenghua Guo, Caiming Zhang”
2016 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (Shanghai, China, Mar. 20-25, 2016)p. 888-892.IEEE 2016.

«A weighted total variation approach for the atlas-based reconstruction of brain MR data»

Mingli Zhang, Kuldeep Kumar, Christian Desrosiers”
IEEE International Conference on Image Processing (ICIP) (Phoenix, AZ, USA, Sept. 25-28, 2016)p. 4329-4333.IEEE 2016.

«LRI: a low rank approach to non-local sparse representation for image interpolation»

Mingli Zhang, Qiang Qu, Sadegh Nobari, Christian Desrosiers”
International Joint Conference on Neural Networks (IJCNN) (Vancouver, BC, Canada, July 24-29, 2016)p. 3016-3022.Piscataway, NJ, USA : IEEE 2016.

«The layered architecture recovery as a quadratic assignment problem»

Alvine Boaye Belle, Ghizlane El Boussaidi, Christian Desrosiers, Segla Kpodjedo, Hafedh Mili”
Software Architecture : 9th European Conference, ECSA 2015, Dubrovnik/Cavtat, Croatia, September 7–11, 2015, Proceedings (Cham, Switzerland, Sept. 7-11, 2015) p. 339-354.Springer International Publishing 2015.

«A machine learning approach to automate facial expressions from physical activity»

Tarik Boukhalfi, Christian Desrosiers, Eric Paquette”
23rd International Conference in Central Europe on Computer Graphics, Visualization and Computer Vision, WSCG 2015 – Full Papers Proceedings (Pilsen, Czech Republic, June 8-12, 2015)p. 81-88.Vaclav Skala – Union Agency. 2015.

«Unsupervised segmentation using dynamic superpixel random walks»

Christian Desrosiers”
2015 International Conference on Image Processing (ICIP) (Quebec City, QC, Canada, Sept. 27-30, 2015)p. 1772-1776.IEEE 2015.

«A sparse coding method for semi-supervised segmentation with multi-class histogram constraints»

Stefan Karnyaczki, Christian Desrosiers”
2015 IEEE International Conference on Image Processing (ICIP) (Quebec City, QC, Canada, Sept. 27-30, 2015)p. 3215-3219.Piscataway, NJ, USA : IEEE 2015.

«Brain fiber clustering using non-negative kernelized matching pursuit»

Kuldeep Kumar, Christian Desrosiers, Kaleem Siddiqi”
Machine Learning in Medical Imaging. 6th International Workshop, MLMI 2015, held in conjunction with MICCAI 2015. Proceedings (Munich, Germany, Oct. 5, 2015) p. 144-152.Cham, Switzerland : Springer International Publishing 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”
2015 IEEE International Conference on Image Processing (ICIP) (Quebec City, QC, Canada, Sept. 27-30, 2015)p. 1707-1711.Piscataway, NJ, USA : IEEE 2015.

«Contextual anomaly detection using log-linear tensor factorization»

Alpa Jayesh Shah, Christian Desrosiers, Robert Sabourin”
Advances in Knowledge Discovery and Data Mining : 19th Pacific-Asia Conference, PAKDD 2015. Ho Chi Minh City, Vietnam, May 19-22, 2015, Proceedings, Part II (Ho Chi Minh City, Vietnam, May 19-22, 2015) p. 165-176.Cham, Switzerland : Springer International Publishing. 2015.

«An adaptive search ordering for rate-constrained successive elimination algorithms»

Luc Trudeau, Stéphane Coulombe, Christian Desrosiers”
2015 IEEE International Conference on Image Processing (ICIP) (Quebec City, QC, Canada, Sept. 27-30, 2015)p. 207-211.IEEE 2015.

«Effective document image deblurring via gradient histogram preservation»

Mingli Zhang, Christian Desrosiers, Caiming Zhang, Mohamed Cheriet”
2015 IEEE International Conference on Image Processing (ICIP) (Quebec City, QC, Canada, Sept. 27-30, 2015)p. 779-783.Piscataway, NJ, USA : IEEE 2015.

«A fast and adaptive random walks approach for the unsupervised segmentation of natural images»

Christian Desrosiers”
2014 22nd International Conference on Pattern Recognition (ICPR) (Stockholm, Sweden, Aug. 24-28, 2014)p. 130-135.Los Alamitos, CA, USA : IEEE Computer Society 2014.

«An unsupervised random walk approach for the segmentation of brain MRI»

Christian Desrosiers”
2014 IEEE 11th International Symposium on Biomedical Imaging, ISBI 2014 (Beijing, China, Apr. 29 – May 2, 2014)p. 337-340.Institute of Electrical and Electronics Engineers Inc.. 2014.

«Rate distortion-based motion estimation search ordering for rate-constrained successive elimination algorithms»

Luc Trudeau, Stéphane Coulombe, Christian Desrosiers”
2014 IEEE International Conference on Image Processing (ICIP) (Paris, France, Oct. 27-30, 2014)p. 3175-3179.Institute of Electrical and Electronics Engineers 2014.

«The layered architecture revisited: Is it an optimization problem?»

Alvine Boaye-Belle, Ghizlane El Boussaidi, Christian Desrosiers, Hafedh Mili”
Proceedings of the Twenty-Fifth International Conference on Software Engineering & Knowledge Engineering (SEKE 2013) (Boston, MA, USA, June 27-29, 2013)p. 344-349.Knowledge Systems Institute Graduate School. 2013.

«Vessel Walker: Coronary Arteries Segmentation Using Random Walks And Hessian-Based Vesselness Filter»

Faten M\’Hiri, Luc Duong, Christian Desrosiers, Mohamed Cheriet”
2013 IEEE 10th International Symposium on Biomedical Imaging: From Nano to Macro (ISBI 2013) (San Francisco, CA, USA, Apr. 7-11, 2013)p. 918-921.Piscataway, NJ, USA : IEEE. 2013.

«Stochastic 3D motion compensation of coronary arteries from monoplane angiograms»

Jonathan Hadida, Christian Desrosiers, Luc Duong”
Medical Image Computing and Computer-Assisted Intervention – MICCAI 2012 : 15th International Conference, Nice, France, October 1-5, 2012, Proceedings, Part I (Nice, France, Oct. 1-5, 2012) p. 651-658.Berlin, Germany : Springer Verlag. 2012.

«Combining Laplacian eigenmaps and vesselness filters for vessel segmentation in X-ray angiography»

Faten M\’Hiri, Luc Duong, Christian Desrosiers”
2012 IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops (CVPRW) (Providence, RI, USA, June 16-21, 2012)p. 70-75.Piscataway, N.J. : IEEE Computer Society. 2012.

«A random walk approach for multiatlas-based segmentation»

Jean-Philippe Morin, Christian Desrosiers, Luc Duong”
21st International Conference on Pattern Recognition (ICPR) (Tsukuba, Japan, Nov. 11-15, 2012)p. 3636-3639.Piscataway, NJ : Institute of Electrical and Electronics Engineers Inc.. 2012.

«Atlas-based segmentation of brain magnetic resonance imaging using random walks»

Jean-Philippe Morin, Christian Desrosiers, Luc Duong”
2012 IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops (CVPRW) (Providence, RI, USA, June 16-21, 2012)p. 44-49.Piscataway, N.J. : IEEE Computer Society. 2012.

«Image segmentation using random-walks on the histogram»

Jean-Philippe Morin, Christian Desrosiers, Luc Duong”
Medical Imaging 2012: Image Processing (San Diego, CA, USA, Feb. 6-9, 2012) SPIE. 2012.

«Intensity-based hierarchical clustering in CT-scans : application to interactive segmentation in cardiology»

Jonathan Hadida, Christian Desrosiers, Luc Duong”
Medical Imaging : Visualization, Image-Guided Procedures, and Modeling (Lake Buena Vista, FL, USA, Feb. 13-15, 2011) Bellingham, WA, USA : SPIE – The International Society for Optical Engineering. 2011.

«A novel approach to compute similarities and its application to item recommendation»

Christian Desrosiers, George Karypis”
11th Pacific Rim International Conference on Artificial Intelligence (PRICAI) : Trends in Artificial Intelligence (Daegu, Korea, Aug. 30-Sept. 2, 2010) p. 39-51.Berlin, Germany : Springer Berlin / Heidelberg. 2010.

«Enhancing link-based similarity through the use of non-numerical labels and prior information»

Christian Desrosiers, George Karypis”
Proceedings of the Eighth Workshop on Mining and Learning with Graphs (Washington, D.C., USA, July 24-25, 2010)p. 26-33.New York, NY, USA : Association for Computing Machinery. 2010.

«Deep learning for multi-step performance prediction in operational optical networks»

Mezni, Ameni and Charlton, Douglas W. and Tremblay, Christine and Desrosiers, Christian”

Optics InfoBase Conference Papers 2020.

«Real-time Motion Planning for Robotic Teleoperation Using Dynamic-goal Deep Reinforcement Learning»

Kamali, Kaveh and Bonev, Ilian A. and Desrosiers, Christian”

Proceedings – 2020 17th Conference on Computer and Robot Vision, CRV 2020 2020.

«Out-of-distribution detection for skin lesion images with deep isolation forest»

Li, Xuan and Lu, Yuchen and Desrosiers, Christian and Liu, Xue”

arXiv 2020.

«Forecasting SNR margins has low-complexity»

Golaghazadeh, Firouzeh and Djukic, Petar and Tremblay, Christine and Desrosiers, Christian”

Optics InfoBase Conference Papers 2020.

«Learnable pooling in graph convolution networks for brain surface analysis»

Gopinath, Karthik and Desrosiers, Christian and Lombaert, Herve”

arXiv 2019.

«Boosting image recognition with non-differentiable constraints»

Li, Xuan and Lu, Yuchen and Xu, Peng and Peng, Jizong and Desrosiers, Christian and Liu, Xue”

arXiv 2019.

«Privacy-Net: An adversarial approach for identity-obfuscated segmentation»

Kim, Bach Ngoc and Dolz, Jose and Jodoin, Pierre Marc and Desrosiers, Christian”

arXiv 2019.

«Revisiting CycleGAN for semi-supervised segmentation»

Mondal, Arnab Kumar and Agarwal, Aniket and Dolz, Jose and Desrosiers, Christian”

arXiv 2019.

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

Chaddad, Ahmad and Zhang, Mingli and Desrosiers, Christian and Niazi, Tamim”

arXiv 2019.

«Discretely-constrained deep network for weakly supervised segmentation»

Peng, Jizong and Kervadec, Hoel and Dolz, Jose and Ayed, Ismail Ben and Pedersoli, Marco and Desrosiers, Christian”

arXiv 2019.

«Learnable pooling in graph convolution networks for brain surface analysis»

Gopinath, Karthik and Desrosiers, Christian and Lombaert, Herve”

arXiv 2019.

«Spectral graph transformer networks for brain surface parcellation»

He, Ran and Gopinath, Karthik and Desrosiers, Christian and Lombaert, Herve”

arXiv 2019.

«A large-scale and extensible platform for precision medicine research»

Belghait, Fodil and April, Alain and Hamet, Pavel and Tremblay, Johanne and Desrosiers, Christian”

ACM International Conference Proceeding Series 2019.

«Transformation-based Regularization for Information-based Deep Clustering»

Peng, Jizong and Desrosiers, Christian and Pedersoli, Marco”

arXiv 2019.

«Cortical Parcellation via Spectral Graph Convolutions»

Gopinath, Karthik and Desrosiers, Christian and Lombaert, Herve”

łdots Conference on Medical łdots 2019.

«Adversarial normalization for multi domain image segmentation»

Delisle, Pierre Luc and Anctil-Robitaille, Benoit and Desrosiers, Christian and Lombaert, Herve”

arXiv 2019.

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

Dolz, Jose and Xu, Xiaopan and Rony, Jérôme and Yuan, Jing and Liu, Yang and Granger, Eric and Desrosiers, Christian and Ayed, Ismail Ben and Lu, Hongbing”

arXiv 2018.

«Graph convolutions on spectral embeddings: Learning of cortical surface data»

Gopinath, Karthik and Desrosiers, Christian and Lombaert, Herve”

arXiv 2018.

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

Dolz, Jose and Gopinath, Karthik and Yuan, Jing and Lombaert, Herve and Desrosiers, Christian and Ayed, Ismail Ben”

arXiv 2018.

«White matter fiber analysis using kernel dictionary learning and sparsity priors»

Kumar, Kuldeep and Siddiqi, Kaleem and Desrosiers, Christian”

arXiv 2018.

«Boundary loss for highly unbalanced segmentation»

Kervadec, Hoel and Bouchtiba, Jihene and Desrosiers, Christian and Granger, Eric and Dolz, Jose and Ayed, Ismail Ben”

arXiv 2018.

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

Dolz, Jose and Xu, Xiaopan and Rony, Jérôme and Yuan, Jing and Liu, Yang and Granger, Eric and Desrosiers, Christian and Ayed, Ismail Ben and Lu, Hongbing”

arXiv 2018.

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

Dolz, Jose and Desrosiers, Christian and Ben Ayed, Ismail”

arXiv 2018.

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

Dolz, Jose and Ayed, Ismail Ben and Desrosiers, Christian”

arXiv 2018.

«Few-shot 3D multi-modal medical image segmentation using generative adversarial learning»

Mondal, Arnab Kumar and Dolz, Jose and Desrosiers, Christian”

arXiv 2018.

«Graph convolutions on spectral embeddings: Learning of cortical surface data»

Gopinath, Karthik and Desrosiers, Christian and Lombaert, Herve”

arXiv 2018.

«Query-by-example word spotting using multiscale features and classification in the space of representation differences»

Mhiri, Mohamed and Cheriet, Mohamed and Desrosiers, Christian”

Proceedings – International Conference on Image Processing, ICIP 2018.

«Footnote-based document image classification using 1D convolutional neural networks and histograms»

Mhiri, Mohamed and Abuelwafa, Sherif and Desrosiers, Christian and Cheriet, Mohamed”

Proceedings of the 7th International Conference on Image Processing Theory, Tools and Applications, IPTA 2017 2018.

«DOPE: Distributed optimization for pairwise energies»

Dolz, Jose and Ayed, Ismail Ben and Desrosiers, Christian”

arXiv 2017.

«Unbiased Shape Compactness for Segmentation»

Dolz, Jose and Ayed, Ismail Ben and Desrosiers, Christian”

arXiv 2017.

«Effective compressive sensing via reweighted total variation and weighted nuclear norm regularization»

Zhang, Mingli and Desrosiers, Christian and Zhang, Caiming”

ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing – Proceedings 2017.

«Modeling information flow through deep neural networks»

Chaddad, Ahmad and Pedersoli, Marco and Granger, Eric and Desrossiers, Christian and Toews, Matthew”

arXiv 2017.

«ISOINTENSE INFANT BRAIN SEGMENTATION with A HYPER-DENSE CONNECTED CONVOLUTIONAL NEURAL NETWORK»

Dolz, Jose and Ayed, Ismail Ben and Yuan, Jing and Desrosiers, Christian”

arXiv 2017.

«Image completion with global structure and weighted nuclear norm regularization»

Zhang, Mingli and Desrosiers, Christian”

Proceedings of the International Joint Conference on Neural Networks 2017.

«White matter fiber segmentation using functional varifolds»

Kumar, Kuldeep and Gori, Pietro and Charlier, Benjamin and Durrleman, Stanley and Colliot, Olivier and Desrosiers, Christian”

arXiv 2017.

«A 3D fully convolutional neural network and a random walker to segment the esophagus in CT»

Fechter, Tobias and Adebahr, Sonja and Baltas, Dimos and Ayed, Ismail Ben and Desrosiers, Christian and Dolz, Jose”

arXiv 2017.

«Multi-modal analysis of genetically-related subjects using SIFT descriptors in brain MRI»

Kumar, Kuldeep and Chauvin, Laurent and Toews, Mathew and Colliot, Olivier and Desrosiers, Christian”

arXiv 2017.

«Deep CNN ensembles and suggestive annotations for infant brain MRI segmentation»

Dolz, Jose and Desrosiers, Christian and Wang, Li and Yuan, Jing and Shen, Dinggang and Ayed, Ismail Ben”

arXiv 2017.

«Sub-partition reuse for fast optimal motion estimation in HEVC successive elimination algorithms»

Trudeau, Luc and Coulombe, Stephane and Desrosiers, Christian”

Proceedings – International Conference on Image Processing, ICIP 2016.

«Multispectral texture analysis of histopathological abnormalities in colorectal tissues»

Chaddad, Ahmad and Desrosiers, Christian and Hassan, Lama and Toews, Matthew”

Proceedings – International Conference on Image Processing, ICIP 2016.

«A weighted total variation approach for the atlas-based reconstruction of brain MR data»

Zhang, Mingli and Kumar, Kuldeep and Desrosiers, Christian”

Proceedings – International Conference on Image Processing, ICIP 2016.

«Radiomic analysis of multi-contrast brain MRI for the prediction of survival in patients with glioblastoma multiforme»

Chaddad, Ahmad and Desrosiers, Christian and Toews, Matthew”

Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS 2016.

«Medical image super-resolution with non-local embedding sparse representation and improved IBP»

Zhang, Mingli and Desrosiers, Christian and Qu, Qiang and Guo, Fenghua and Zhang, Caiming”

ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing – Proceedings 2016.

«Spatially constrained sparse regression for the data-driven discovery of Neuroimaging biomarkers»

Kumar, Kuldeep and Desrosiers, Christian and Chaddad, Ahmad and Toews, Matthew”

Proceedings – International Conference on Pattern Recognition 2016.

«LRI: A low rank approach to non-local sparse representation for image interpolation»

Zhang, Mingli and Qu, Qiang and Nobari, Sadegh and Desrosiers, Christian”

Proceedings of the International Joint Conference on Neural Networks 2016.

«Hierarchical segmentation and tracking of coronary arteries in 2D X-ray Angiography sequences»

M’Hiri, Faten and Le, T. Hoang Ngan and Duong, Luc and Desrosiers, Christian and Cherief, Mohamed”

Proceedings – International Conference on Image Processing, ICIP 2015.

«Unsupervised segmentation using dynamic superpixel random walks»

Desrosiers, Christian”

Proceedings – International Conference on Image Processing, ICIP 2015.

«A sparse coding method for semi-supervised segmentation with multi-class histogram constraints»

Karnyaczki, Stefan and Desrosiers, Christian”

Proceedings – International Conference on Image Processing, ICIP 2015.

«An adaptive search ordering for rate-constrained successive elimination algorithms»

Trudeau, Luc and Coulombe, Stephane and Desrosiers, Christian”

Proceedings – International Conference on Image Processing, ICIP 2015.

«Effective document image deblurring via gradient histogram preservation»

Zhang, Mingli and Desrosiers, Christian and Zhang, Caiming and Cheriet, Mohamed”

Proceedings – International Conference on Image Processing, ICIP 2015.

«Rate distortion-based motion estimation search ordering for rate-constrained successive elimination algorithms»

Trudeau, Luc and Coulombe, Stephane and Desrosiers, Christian”

2014 IEEE International Conference on Image Processing, ICIP 2014 2014.

«A fast and adaptive random walks approach for the unsupervised segmentation of natural images»

Desrosiers, Christian”

Proceedings – International Conference on Pattern Recognition 2014.

«The layered architecture revisited: Is it an optimization problem?»

Belle, Alvine Boaye and El Boussaidi, Ghizlane and Desrosiers, Christian and Mili, Hafedh”

Proceedings of the International Conference on Software Engineering and Knowledge Engineering, SEKE 2013.

«Atlas-based segmentation of brain magnetic resonance imaging using random walks»

Morin, Jean Philippe and Desrosiers, Christian and Duong, Luc”

IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops 2012.

«Combining Laplacian eigenmaps and vesselness filters for vessel segmentation in X-ray angiography»

M’hiri, Faten and Duong, Luc and Desrosiers, Christian”

IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops 2012.

«A random walk approach for multiatlas-based segmentation»

Morin, Jean Philippe and Desrosiers, Christian and Duong, Luc”

Proceedings – International Conference on Pattern Recognition 2012.

«A fixed-point method to compute similarities in sparse response data»

Desrosiers, Christian and Karypis, G.”

SIAM International Conference on Data Mining (SDM10). 2009.