Constrained-CNN losses for weakly supervised segmentation H Kervadec, J Dolz, M Tang, E Granger, Y Boykov, IB Ayed Medical Image Analysis 54, 2019 | 91 | 2019 |
Boundary loss for highly unbalanced segmentation H Kervadec, J Bouchtiba, C Desrosiers, E Granger, J Dolz, IB Ayed Medical image analysis 67, 2021 | 80 | 2021 |
Curriculum semi-supervised segmentation H Kervadec, J Dolz, E Granger, IB Ayed Medical Image Computing and Computer Assisted Intervention (MICCAI), 2019 | 16 | 2019 |
Constrained Deep Networks: Lagrangian Optimization via Log-Barrier Extensions H Kervadec, J Dolz, J Yuan, C Desrosiers, E Granger, IB Ayed arXiv preprint arXiv:1904.04205, 2019 | 15* | 2019 |
Bounding boxes for weakly supervised segmentation: Global constraints get close to full supervision H Kervadec, J Dolz, S Wang, E Granger, IB Ayed Medical Imaging with Deep Learning (MIDL), 2020 | 10 | 2020 |
Constrained domain adaptation for segmentation M Bateson, H Kervadec, J Dolz, H Lombaert, IB Ayed Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2019 | 10 | 2019 |
Discretely-constrained deep network for weakly supervised segmentation J Peng, H Kervadec, J Dolz, IB Ayed, M Pedersoli, C Desrosiers Neural Networks 130, 2020 | 8 | 2020 |
Polystyrene: the decentralized data shape that never dies S Bouget, H Kervadec, AM Kermarrec, F Taïani 2014 IEEE 34th International Conference on Distributed Computing Systems …, 2014 | 7 | 2014 |
Source-relaxed domain adaptation for image segmentation M Bateson, H Kervadec, J Dolz, H Lombaert, IB Ayed Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2020 | 3 | 2020 |
Laplacian pyramid-based complex neural network learning for fast MR imaging H Liang, Y Gong, H Kervadec, C Li, J Yuan, X Liu, H Zheng, S Wang Medical Imaging with Deep Learning (MIDL), 2020 | 1 | 2020 |
Beyond pixel-wise supervision: semantic segmentation with higher-order shape descriptors H Kervadec, H Bahig, L Letourneau-Guillon, J Dolz, IB Ayed | | 2021 |
Few-Shot Segmentation Without Meta-Learning: A Good Transductive Inference Is All You Need? M Boudiaf, H Kervadec, ZI Masud, P Piantanida, IB Ayed, J Dolz arXiv preprint arXiv:2012.06166, 2020 | | 2020 |