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Beyond pixel-wise supervision for segmentation: A few global shape descriptors might be surprisingly good!


May 03, 2021
Hoel Kervadec, Houda Bahig, Laurent Letourneau-Guillon, Jose Dolz, Ismail Ben Ayed

* Accepted at Medical Imaging with Deep Learning (MIDL) 2021 

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Few-Shot Segmentation Without Meta-Learning: A Good Transductive Inference Is All You Need?


Dec 11, 2020
Malik Boudiaf, Hoel Kervadec, Ziko Imtiaz Masud, Pablo Piantanida, Ismail Ben Ayed, Jose Dolz

* 12 pages, 3 figures, 9 tables. Code available at https://github.com/mboudiaf/RePRI-for-Few-Shot-Segmentation 

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Source-Relaxed Domain Adaptation for Image Segmentation


May 07, 2020
Mathilde Bateson, Hoel Kervadec, Jose Dolz, Herve Lombaert, Ismail Ben Ayed


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


Apr 14, 2020
Hoel Kervadec, Jose Dolz, Shanshan Wang, Eric Granger, Ismail Ben Ayed

* Full paper, accepted for presentation at MIDL2020 

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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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Constrained domain adaptation for segmentation


Aug 08, 2019
Mathilde Bateson, Jose Dolz, Hoel Kervadec, Hervé Lombaert, Ismail Ben Ayed

* Accepted at MICCAI 2019 

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Curriculum semi-supervised segmentation


Apr 10, 2019
Hoel Kervadec, Jose Dolz, Eric Granger, Ismail Ben Ayed


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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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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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Constrained-CNN losses forweakly supervised segmentation


May 12, 2018
Hoel Kervadec, Jose Dolz, Meng Tang, Eric Granger, Yuri Boykov, Ismail Ben Ayed

* Submitted to the 1st conference on Medical Image with Deep Learning (MIDL) 

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