Hervé Lombaert
Professeur
Département
Département de génie logiciel et TI
Formation
Ph.D. (Polytechnique Montréal), Postdoctorat (McGill, Inria, Microsoft Research)
Bureau
A-4464
Courriel
Vue d'ensemble
Lombaert, Hervé
Axes de recherche
- Technologies de la santé
- Systèmes logiciels, multimédia et cybersécurité
Expertises
- Analyse d’images médicales
- Apprentissage machine
- Vision par ordinateur
Encadrements
- En codirection avec : Desrosiers, Christian
Synthèse de diffusion sur variété riemannienne à partir d’imagerie structurelle en haute-résolution, par Anctil-Robitaille,Benoit
Automne 2021 - En codirection avec : Desrosiers, Christian
Normalisation réaliste d’images médicales pour de la segmentation multi-domaine, par Delisle,Pierre-Luc
Hiver 2021
- En codirection avec : Desrosiers, Christian
Geometrical Learning of Brain Surface Data, par Gopinath,Karthik
Automne 2021 - En codirection avec : Ben Ayed, Ismail
Domain Adaptation with Missing Data for Medical Image Segmentation, par Bateson,Mathilde
Été 2023 - En codirection avec : Dolz, Jose
Learning with Uncertainty in Medical Image Segmentation, par Adiga Vasudeva,Sukesh
Été 2024 - En codirection avec : Desrosiers, Christian
Learning Spatio-Temporal Representation for Medical Data Processing, par Dastani Oghani,Sahar
Automne 2024 - En codirection avec : Desrosiers, Christian
Apprentissage géométrique actif pour la segmentation d'images médicales sous incertitude, par Gaillochet,Mélanie
Automne 2024
Publications
- Sukesh Adiga V, Jose Dolz, Herve Lombaert. 2024 « Anatomically-aware uncertainty for semi-supervised image segmentation ». Medical Image Analysis vol. 91
- Mélanie Gaillochet, Christian Desrosiers, Hervé Lombaert. 2023 « Active learning for medical image segmentation with stochastic batches ». Medical Image Analysis vol. 90
- Karthik Gopinath, Christian Desrosiers, Herve Lombaert. 2023 « Learning joint surface reconstruction and segmentation, from brain images to cortical surface parcellation ». Medical Image Analysis vol. 90
- Mohammad Karami, Hervé Lombaert, David Rivest-Hénault. 2023 « Real-time simulation of viscoelastic tissue behavior with physics-guided deep learning ». Computerized Medical Imaging and Graphics vol. 104
- Sukesh Adiga V, Jose Dolz, Herve Lombaert. 2022 « Attention-based dynamic subspace learners for medical image analysis ». IEEE Journal of Biomedical and Health Informatics vol. 26 , nº 9. p. 4599-4610
- Mathilde Bateson, Hoel Kervadec, Jose Dolz, Hervé Lombaert, Ismail Ben Ayed. 2022 « Source-free domain adaptation for image segmentation ». Medical Image Analysis vol. 82
- Adrian Galdran, André Anjos, José Dolz, Hadi Chakor, Hervé Lombaert, Ismail Ben Ayed. 2022 « State-of-the-art retinal vessel segmentation with minimalistic models ». Scientific Reports vol. 12 , nº 1
- Karthik Gopinath, Christian Desrosiers, Herve Lombaert. 2022 « Learnable pooling in graph convolutional networks for brain surface analysis ». IEEE Transactions on Pattern Analysis and Machine Intelligence vol. 44 , nº 2. p. 864-876
- M. Bateson, J. Dolz, H. Kervadec, H. Lombaert, I. Ben Ayed. 2021 « Constrained domain adaptation for image segmentation ». IEEE Transactions on Medical Imaging vol. 40 , nº 7. p. 1875-1887
- Pierre-Luc Delisle, Benoit Anctil-Robitaille, Christian Desrosiers, Herve Lombaert. 2021 « Realistic image normalization for multi-Domain segmentation ». Medical Image Analysis vol. 74
- Adrian Galdran, Jihed Chelbi, Riadh Kobi, José Dolz, Hervé Lombaert, Ismail Ben Ayed, Hadi Chakor. 2020 « Non-uniform label smoothing for diabetic retinopathy grading from retinal fundus images with deep neural networks ». Translational Vision Science and Technology vol. 9 , nº 2
- Jose Dolz, Karthik Gopinath, Jing Yuan, Herve Lombaert, Christian Desrosiers, Ismail Ben Ayed. 2019 « HyperDense-Net: A hyper-densely connected CNN for multi-modal image segmentation ». IEEE Transactions on Medical Imaging vol. 38 , nº 5. p. 1116-1126
- Karthik Gopinath, Christian Desrosiers, Herve Lombaert. 2019 « Graph convolutions on spectral embeddings for cortical surface parcellation ». Medical Image Analysis vol. 54. p. 297-305
- Ola Ahmad, Herve Lombaert, Stefan Parent, Hubert Labelle, Farida Cheriet. 2018 « Spectral shape analysis of human torsos: Application to the evaluation of scoliosis surgery outcome ». IEEE Journal of Biomedical and Health Informatics vol. 22 , nº 5. p. 1552-1560
- Sukesh Adiga Vasudeva, Jose Dolz, Herve Lombaert. 2023 « GeoLS: Geodesic label smoothing for image segmentation ». Proceedings of Machine Learning Research (Nashville, TN, USA, July 10-12, 2023) ML Research Press
- Balamurali Murugesan, Sukesh Adiga Vasudeva, Bingyuan Liu, Herve Lombaert, Ismail Ben Ayed, Jose Dolz. 2023 « Trust your neighbours: Penalty-based constraints for model calibration ». Medical Image Computing and Computer Assisted Intervention – MICCAI 2023 : 26th International Conference, Proceedings (Vancouver, BC, Canada, Oct. 08-12, 2023) Springer Science and Business Media Deutschland GmbH
- Sukesh Adiga Vasudeva, Jose Dolz, Herve Lombaert. 2022 « Leveraging labeling representations in uncertainty-based semi-supervised segmentation ». Medical Image Computing and Computer Assisted Intervention – MICCAI 2022 25th International Conference ; Proceedings, Part VIII (Singapore, Singapore, Sept. 18-22, 2022) Springer Science and Business Media Deutschland GmbH
- Mathilde Bateson, Herve Lombaert, Ismail Ben Ayed. 2022 « Test-time adaptation with shape moments for image segmentation ». Medical Image Computing and Computer Assisted Intervention – MICCAI 2022 25th International Conference : Proceedings Part IV (Singapore, Singapore, Sept. 18-22, 2022) Springer Science and Business Media Deutschland GmbH
- Mélanie Gaillochet, Christian Desrosiers, Hervé Lombaert. 2022 « TAAL: Test-time augmentation for active learning in medical image segmentation ». Data Augmentation, Labelling, and Imperfections : Second MICCAI Workshop, DALI 2022, Held in Conjunction with MICCAI 2022 : Proceedings (Singapore, Singapore, Sept. 22, 2022) Springer
- Morteza Rezanejad, Mohammad Khodadad, Hamidreza Mahyar, Herve Lombaert, Michael Gruninger, Dirk Walther, Kaleem Siddiqi. 2022 « Medial spectral coordinates for 3D shape analysis ». IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) (New Orleans, LA, USA, June 18-24, 2022) IEEE Computer Society
- Benoit Anctil-Robitaille, Christian Desrosiers, Herve Lombaert. 2021 « Manifold-aware CycleGAN for high-resolution structural-to-DTI synthesis ». Computational Diffusion MRI : International MICCAI Workshop 2020 (Lima, Peru - En ligne, Oct. 08, 2020) Springer Science and Business Media
- Karthik Gopinath, Christian Desrosiers, Herve Lombaert. 2021 « SegRecon : Learning joint brain surface reconstruction and segmentation from images ». 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) Springer Science and Business Media
- Benoit Anctil-Robitaille, Christian Desrosiers, Hervé Lombaert. 2020 « Manifold-aware CycleGAN for high-resolution structural-to-DTI synthesis ». MICCAI 2020 Workshop on Computational Diffusion MRI (En ligne, Oct. 08, 2020)
- Mathilde Bateson, Hoel Kervadec, José Dolz, Hervé Lombaert, Ismail Ben Ayed. 2020 « Source-relaxed domain adaptation for image segmentation ». Medical Image Computing and Computer Assisted Intervention – MICCAI 2020 : 23rd International Conference, Lima, Peru, October 4–8, 2020, Proceedings, Part I (Lima, Peru, Oct. 04-08, 2020) Springer Science and Business Media Deutschland GmbH
- Pierre-Luc Delisle, Benoit Anctil-Robitaille, Christian Desrosiers, Hervé Lombaert. 2020 « Adversarial normalization for multi domain image segmentation ». IEEE 17th International Symposium on Biomedical Imaging (ISBI) (Iowa City, IA, USA, Apr. 03-07, 2020) IEEE
- Adrian Galdran, Jose Dolz, Hadi Chakor, Hervé Lombaert, Ismail Ben Ayed. 2020 « Cost-sensitive regularization for diabetic retinopathy grading from eye fundus images ». Medical Image Computing and Computer Assisted Intervention – MICCAI 2020: 23rd International Conference, Lima, Peru, October 4–8, 2020, Proceedings, Part V (Lima, Peru, Oct. 04-08, 2020) Springer International Publishing
- Karthik Gopinath, Christian Desrosiers, Hervé Lombaert. 2020 « Graph domain adaptation for alignment-invariant brain surface segmentation ». 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) Springer
- He Ran, Karthik Gopinath, Christian Desrosiers, Herve Lombaert. 2020 « Spectral graph transformer networks for brain surface parcellation ». IEEE 17th International Symposium on Biomedical Imaging (ISBI) (Iowa City, IA, USA, Apr. 03-07, 2020) IEEE
- Mathilde Bateson, Hoel Kervadec, Jose Dolz, Hervé Lombaert, Ismail Ben Ayed. 2019 « Constrained domain adaptation for segmentation ». Medical Image Computing and Computer Assisted Intervention – MICCAI 2019 : 22nd International Conference, Proceedings, Part II (Shenzhen, China, Oct. 13-17, 2019) Springer
- Karthik Gopinath, Christian Desrosiers, Herve Lombaert. 2019 « Adaptive graph convolution pooling for brain surface analysis ». Information Processing in Medical Imaging : 26th International Conference, IPMI : Proceedings (Hong Kong, China, June 02-07, 2019) Springer Verlag