+ 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.

«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.

«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.

«The devil is in the margin: Margin-based label smoothing for network calibration»

Liu, Bingyuan, Ben Ayed, Ismail, Galdran, Adrian and Dolz, Jose.”
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) (New Orleans, LA, USA, June 18-24, 2022)p. 80-88. 2022.

«Leveraging labeling representations in\xa0uncertainty-based semi-supervised segmentation»

Adiga Vasudeva, Sukesh, Dolz, Jose and Lombaert, Herve.”
Medical Image Computing and Computer Assisted Intervention – MICCAI 2022 25th International Conference ; Proceedings, Part VIII (Singapore, Singapore, Sept. 18-22, 2022)p. 265-275.Springer Science and Business Media Deutschland GmbH. 2022.

«On the texture bias for few-shot CNN segmentation»

Reza Azad, Abdur R.Fayjie, Claude Kauffmann, Ismail Ben Ayed, Marco Pedersoli, Jose Dolz”
IEEE Winter Conference on Applications of Computer Vision (WACV) (En ligne, Jan. 05-09, 2021)p. 2673-2682.Institute of Electrical and Electronics Engineers. 2021.

«Few-shot segmentation without meta-learning: A good transductive inference is all you need?»

Malik Boudiaf, Hoel Kervadec, Ziko Imtiaz Masud, Pablo Piantanida, Ismail Ben Ayed, Jose Dolz”
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) (Nashville, TN, USA, June 20-25, 2021)p. 13974-13983.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.

«A self-training framework for glaucoma grading in OCT B-scans»

Gabriel Garcia, Adrian Colomer, Rafael Verdu-Monedero, Jose Dolz, Valery Naranjo”
29th European Signal Processing Conference (EUSIPCO) (Dublin, Ireland, Aug. 23-27, 2021)p. 1281-1285.IEEE. 2021.

«Beyond pixel-wise supervision: semantic segmentation with higher-order shape descriptors»

Hoel Kervadec, Houda Bahig, Laurent Letourneau-Guillon, Jose Dolz, Ismail Ben Ayed”
Proceedings of the Fourth Conference on Medical Imaging with Deep Learning (Lübeck, Germany, En ligne, July 07-09, 2021) p. 354-368.PMLR. 2021.

«Orthogonal ensemble networks for biomedical image segmentation»

Agostina J.Larrazabal, César Martínez, Jose Dolz, Enzo Ferrante”
Medical Image Computing and Computer Assisted Intervention – MICCAI 2021: 24th International Conference, Strasbourg, France, September 27–October 1, 2021, Proceedings, Part III (Strasbourg, France, Sept. 27-Oct. 01, 2021) p. 594-603.Springer Science and Business Media. 2021.

«Unsupervised multi-target domain adaptation through knowledge distillation»

L.T. Nguyen-Meidine, A. Belal, M. Kiran, J. Dolz, L. A. Blais-Morin, E. Granger”
IEEE Winter Conference on Applications of Computer Vision (WACV) (Waikoloa, HI, USA, Jan. 03-08, 2021)p. 1338-1346.Los Alamitos, CA, USA : IEEE Computer Society. 2021.

«Source-relaxed domain adaptation for image segmentation»

Mathilde Bateson, Hoel Kervadec, José Dolz, Hervé Lombaert, Ismail Ben Ayed”
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) p. 490-499.Springer Science and Business Media Deutschland GmbH. 2020.

«Transductive information maximization for few-shot learning»

Malik Boudiaf, Ziko Imtiaz Masud, Jérôme Rony, Jose Dolz, Pablo Piantanida, Ismail Ben Ayed”
Neural Information Processing Systems Online Conference (NeuroIPS) (En ligne, Dec. 06-12, 2020) 2020.

«Cost-sensitive regularization for diabetic retinopathy grading from eye fundus images»

Adrian Galdran, Jose Dolz, Hadi Chakor, Hervé Lombaert, Ismail Ben Ayed”
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) p. 665-674.Springer International Publishing. 2020.

«Bounding boxes for weakly supervised segmentation: Global constraints get close to full supervision»

Hoel Kervadec, Jose Dolz, Shanshan Wang, Eric Granger, Ismail Ben Ayed”
Medical Imaging with Deep Learning, 6-8 July 2020, Montreal, QC, Canada (Montreal, QC, Canada, July 06-08, 2020) p. 365-381.PLMR. 2020.

«Joint progressive knowledge distillation and unsupervised domain adaptation»

Nguyen-Meidine Le Thanh, Eric Granger, Madhu Kiran, Jose Dolz, Louis-Antoine Blais-Morin”
International Joint Conference on Neural Networks (IJCNN) (Glasgow, United Kingdom, July 19-24, 2020)Piscataway, NJ, USA : IEEE. 2020.

«On direct distribution matching for adapting segmentation networks»

Georg Pichler, Jose Dolz, Ismail Ben Ayed, Pablo Piantanida”
Medical Imaging with Deep Learning, 6-8 July 2020, Montreal, QC, Canada (Montreal, QC, Canada, July 06-08, 2020) p. 624-637.PLMR. 2020.

«Laplacian regularized few-shot learning»

Imtiaz Masud Ziko, Jose Dolz, Eric Granger, Ismail Ben Ayed”
37th International Conference on Machine Learning (ICML) (En ligne, July 12-18, 2020)p. 11596-11606. 2020.

«Constrained domain adaptation for segmentation»

Mathilde Bateson, Hoel Kervadec, Jose Dolz, Hervé Lombaert, Ismail Ben Ayed”
Medical Image Computing and Computer Assisted Intervention – MICCAI 2019 : 22nd International Conference, Proceedings, Part II (Shenzhen, China, Oct. 13-17, 2019) p. 326-334.Springer. 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.

«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.

«Curriculum semi-supervised segmentation»

Hoel Kervadec, Jose Dolz, Éric Granger, Ismail Ben Ayed”
Medical Image Computing and Computer Assisted Intervention – MICCAI 2019 : 22nd International Conference, Proceedings, Part II (Shenzhen, China, Oct 13-17, 2019) p. 568-576.Springer. 2019.

«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.

«An attention model for group-level emotion recognition»

Aarush Gupta, Dakshit Agrawal, Hardik Chauhan, Jose Dolz, Marco Pedersoli”
20th ACM International Conference on Multimodal Interaction (ICIM \’18) (Boulder, CO, USA, Oct. 16-20, 2018)p. 611-615.ACM. 2018.

«Constrained-CNN losses for weakly supervised segmentation»

Hoel Kervadec, Jose Dolz, Meng Tang, Éric Granger, Yuri Boykov, Ismail Ben Ayed”
1st Conference on Medical Imaging with Deep Learning (MIDL 2018) (Amsterdam, Netherlands, July 4-6, 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.

«A fast and fully automated approach to segment optic nerves on MRI and its application to radiosurgery»

J.Dolz, H. A. Leroy, N. Reyns, L. Massoptier, M. Vermandel”
2015 IEEE 12th International Symposium on Biomedical Imaging (ISBI) (New York, NY, USA, April 16-19, 2015)p. 1102-1105.Piscataway, NJ, USA : IEEE. 2015.

«Unsupervised Multi-Target Domain Adaptation through Knowledge Distillation»

Nguyen-Meidine, Le Thanh and Bela, Atif and Kiran, Madhu and Dolz, Jose and Blais-Morin, Louis Antoine and Granger, Eric”

arXiv 2020.

«Source-relaxed domain adaptation for image segmentation»

Bateson, Mathilde and Kervadec, Hoel and Dolz, Jose and Lombaert, Herve and Ayed, Ismail Ben”

arXiv 2020.

«Transductive information maximization for few-shot learning»

Boudiaf, Malik and Dolz, José and Masud, Ziko Imtiaz and Piantanida, Pablo and Rony, Jérôme and Ayed, Ismail Ben”

arXiv 2020.

«Laplacian Regularized Few-Shot Learning»

Ziko, Imtiaz Masud and Dolz, Jose and Granger, Eric and Ayed, Ismail Ben”

arXiv 2020.

«On the texture bias for few-shot CNN segmentation»

Azad, Reza and Fayjie, Abdur R. and Kauffman, Claude and Ayed, Ismail Ben and Pedersoli, Marco and Dolz, Jose”

arXiv 2020.

«Joint progressive knowledge distillation and unsupervised domain adaptation»

Meidine, Le Thanh Nguyen and Granger, Eric and Kiran, Madhu and Dolz, Jose and Morin, Louis Antoine Blais”

2020.

«Bounding boxes for weakly supervised segmentation: Global constraints get close to full supervision»

Kervadec, Hoel and Dolz, Jose and Wang, Shanshan and Granger, Eric and Ayed, Ismail Ben”

arXiv 2020.

«Manifold-driven Attention Maps for Weakly Supervised Segmentation»

Adiga, Sukesh V. and Dolz, Jose and Lombaert, Herve”

arXiv 2020.

«Joint progressive knowledge distillation and unsupervised domain adaptation»

Meidine, Le Thanh Nguyen and Granger, Eric and Kiran, Madhu and Dolz, Jose and Morin, Louis Antoine Blais”

arXiv 2020.

«Curriculum semi-supervised segmentation»

Kervadec, H and Dolz, J and Granger, É and Ayed, I B”

International Conference on łdots 2019.

«Min-max entropy for weakly supervised pointwise localization»

Belharbi, Soufiane and Rony, Jérôme and Dolz, Jose and Ben Ayed, Ismail and McCaffrey, Luke and Granger, Eric”

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.

«Constrained domain adaptation for segmentation»

Bateson, Mathilde and Dolz, Jose and Kervadec, Hoel and Lombaert, Hervé and Ayed, Ismail Ben”

arXiv 2019.

«Deep weakly-supervised learning methods for classification and localization in histology images: A survey»

Rony, Jérôme and Belharbi, Soufiane and Dolz, Jose and Ayed, Ismail Ben and McCaffrey, Luke and Granger, Eric”

arXiv 2019.

«Multi-scale guided attention for medical image segmentation»

Sinha, Ashish and Dolz, Jose”

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.

«On direct distribution matching for adapting segmentation networks»

Pichler, Georg and Dolz, Jose and Ben Ayed, Ismail and Piantanida, Pablo”

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.

«Multi-scale guided attention for medical image segmentation»

Sinha, Ashish and Dolz, Jose”

arXiv 2019.

«Min-max entropy for weakly supervised pointwise localization»

Belharbi, Soufiane and Rony, Jérôme and Dolz, Jose and Ben Ayed, Ismail and McCaffrey, Luke and Granger, Eric”

arXiv 2019.

«An attention model for group-level emotion recognition»

Gupta, Aarush and Agrawal, Dakshit and Chauhan, Hardik and Dolz, Jose and Pedersoli, Marco”

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.

«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.

«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.

«Constrained-CNN Losses for Weakly Supervised Segmentation»

Kervadec, Hoel and Dolz, Jose and Tang, Meng and Granger, Eric and Boykov, Yuri and Ayed, Ismail Ben”

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.

«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.

«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.

«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.

«A deep learning classification scheme based on augmented-enhanced features to segment organs at risk on the optic region in brain cancer patients»

Dolz, J. and Reyns, N. and Betrouni, N. and Kharroubi, D. and Quidet, M. and Massoptier, L. and Vermande, M.”

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.