List of (selected) publications

2022

ConsLS
The Devil is in the Margin: Margin-based Label Smoothing for Network Calibration CVPR 2022
Bingyuan Liu, Ismail Ben Ayed, Adrian Galdran, Jose Dolz
[PDF] [CODE] [BibTex]
WeaklyConsCAM
Weakly supervised segmentation with cross-modality equivariant constraints MedIA 2022
Gaurav Patel, Jose Dolz
[PDF] [CODE] [BibTex]

2021

RePRI
Few-Shot Segmentation Without Meta-Learning: A Good Transductive Inference Is All You Need? CVPR 2021
Malik Boudiaf, Hoel Kervadec, Ziko Imtiaz Masud, Pablo Piantanida, Ismail Ben Ayed, Jose Dolz
[PDF] [CODE] [BibTex]
ConstrainedUns
Looking at the whole picture: constrained unsupervised anomaly segmentation BMVC 2021
Julio Silva Rodriguez, Valery Naranjo, Jose Dolz,
[PDF] [CODE] [BibTex]
PrivacyBMVC
Privacy Preserving for Medical Image Analysis via Non-Linear Deformation Proxy BMVC 2021
Bach Ngoc Kim, Jose Dolz,, Christian Desrosiers, Pierre-Marc Jodoin
[PDF] [BibTex]
hiddenbias
The hidden label-marginal biases of segmentation losses Arxiv 2021
Bingyuan Liu, Jose Dolz, Adrian Galdran, Riadh Kobbi, Ismail Ben Ayed
[PDF] [BibTex]
teachme
Teach me to segment with mixed supervision: Confident students become masters. IPMI 2021
Jose Dolz,Christian Desrosiers, Ismail Ben Ayed
[PDF] [CODE] [BibTex]
orthogonal
Orthogonal Ensemble Networks for Biomedical Image Segmentation. MICCAI 2021
Agostina Larrazabal, Cesar Martin, Jose Dolz, Enzo Ferrante
[PDF] [BibTex]
minmax_Entropy
Deep Interpretable Classification and Weakly-Supervised Segmentation of Histology Images via Max-Min Uncertainty. TMI 2021
Soufiane Belharbi, Jerome Rony, Jose Dolz, Ismail Ben Ayed, Luke McCaffrey, Eric Granger
[PDF] [CODE] [BibTex]
contrained_uda
Constrained Domain Adaptation for Image Segmentation. TMI 2021
Mathilde Bateson, Jose Dolz,, Hoel Kervadec, Herve Lombaert, Ismail Ben Ayed
[PDF] [CODE] [BibTex]
PrivacyNet
Privacy-Net: An Adversarial Approach for Identity-Obfuscated Segmentation of Medical Images. TMI 2021
Bach Ngoc Kim, Jose Dolz, Pierre-Marc Jodoin, Christian Desrosiers
[PDF] [BibTex]
fewshot_texture
On the Texture Bias for Few-Shot CNN Segmentation. WACV 2021
Reza Azad, Abdur Fayjie, Claude Kauffman, Ismail Ben Ayed, Marco Pedersoli, Jose Dolz
[PDF] [CODE] [BibTex]

2020

TIM-FewShot
Information Maximization for Few-Shot Learning. NeurIPS 2020
Malik Boudiaf, Ziko Imtiaz Masud, Jérôme Rony, Jose Dolz, Pablo Piantanida, Ismail Ben Ayed
[PDF] [CODE] [BibTex]
laplacianshot
Laplacian Regularized Few-Shot Learning. ICML 2020
Imtiaz Ziko, Jose Dolz, Erig Granger, Ismail Ben Ayed
[PDF] [CODE] [BibTex]
sourcefree
Source-Relaxed Domain Adaptation for Image Segmentation. MICCAI 2020
Mathilde Bateson, Hoel Kervadec, Jose Dolz, Hervé Lombaert, Ismail Ben Ayed
[PDF] [CODE] [BibTex]
BBoxConstraints
Bounding boxes for weakly supervised segmentation: Global constraints get close to full supervision. MIDL 2020
Hoel Kervadec, Jose Dolz, Shanshan Wang, Eric Granger, Ismail Ben Ayed
[PDF] [CODE] [BibTex]
ManifoldAttention
Manifold-driven Attention Maps for Weakly Supervised Segmentation. Arxiv 2020
Sukesh Adiga V, Jose Dolz, Hervé Lombaert
[PDF] [BibTex]
DDM
On Direct Distribution Matching for Adapting Segmentation Networks. MIDL 2020
Georg Pichler, Jose Dolz, Ismail Ben Ayed, Pablo Piantanida
[PDF] [CODE] [BibTex]
Attention
Multi-scale self-guided attention for medical image segmentation. IEEE JBHI
Ashish Sinha, Jose Dolz
[PDF] [CODE] [BibTex]
fewshot_ss
Semi-supervised few-shot learning for medical image segmentation. Arxiv 2020
Abdur Fayjie, Reza Azad, Marco Pedersoli, Claude Kauffman, Ismail Ben Ayed, Jose Dolz
[PDF] [CODE] [BibTex]

2019

Curriculum
Curriculum semi-supervised segmentation. MICCAI 2019
Hoel Kervadec, Jose Dolz, Eric Granger, Ismail Ben Ayed
[PDF] [CODE] [BibTex]
Constrained
Constrained domain adaptation for segmentation. MICCAI 2019
Mathilde Bateson, Jose Dolz, Hoel Kervadec, Herve Lombaert, Ismail Ben Ayed
[PDF] [CODE] [BibTex]
LogBarrier
Log-barrier constrained CNNs. Arxiv
Hoel Kervadec, Jose Dolz, Jing Yuan, Christian Desrosiers, Eric Granger, Ismail Ben Ayed
[PDF] [CODE] [BibTex]
Boundary
Boundary loss for highly unbalanced segmentation. MIDL 2019, Oral (Best Paper Runner-up).
Hoel Kervadec, Jihene Bouchtiba, Christian Desrosiers, Eric Granger, Jose Dolz, Ismail Ben Ayed
[PDF] [CODE]
sizeloss
Constrained-CNN losses for weakly supervised segmentation. Medical Image Analysis, 2019
Hoel Kervadec, Jose Dolz, Meng Tang, Eric Granger, Yuri Boykov, Ismail Ben Ayed
[PDF] [CODE] [BibTex]

2018

hyperdensenet
HyperDenseNet: a hyper-densely connected CNN for multi-modal semantic segmentation. IEEE Transactions on Medical Imaging, 2018.
Jose Dolz, Karthik Gopinath, Jing Yuan, Herve Lombaert, Christian Desrosiers, Ismail Ben Ayed
[PDF] [CODE] [BibTex]
DenseUNet
Dense multi-path U-Net for ischemic stroke lesion segmentation in multiple image modalities. In International MICCAI Brainlesion Workshop 2018 (pp. 271-282).
Jose Dolz, Ismail Ben Ayed, Christian Desrosiers
[PDF] [CODE]
fewShot
Few-shot 3D Multi-modal Medical Image Segmentation using Generative Adversarial Learning. Arxiv
Arnab K Mondal, Jose Dolz, Christian Desrosiers
[PDF] [CODE]
MIDL2018
Size-constraint loss for weakly supervised CNN segmentation. MIDL 2018, Oral.
Hoel Kervadec, Jose Dolz, Meng Tang, Eric Granger, Yuri Boykov, Ismail Ben Ayed
[PDF] [CODE] [BibTex]
MedPhys2018
Multiregion segmentation of bladder cancer structures in MRI with progressive dilated convolutional networks. Medical Physics 2018
Jose Dolz, Xiaopan Xu, Jerome Rony, Jing Yuan, Yang Liu, Eric Granger, Christian Desrosiers, Xi Zhang, Ismail Ben Ayed, Hongbing Lu
[PDF] [BibTex]
Attention
An Attention Model for group-level emotion recognition. ICMI 2018
Aarush Gupta, Dakshit Agrawal, Hardik Chauhan, Jose Dolz, Marco Pedersoli
[PDF] [BibTex]
ISBI_2018
Isointense Infant Brain Segmentation with a Hyper-dense Connected Convolutional Neural Network. ISBI 2018
Jose Dolz, Ismail Ben Ayed, Jing Yuan, Christian Desrosiers
[PDF] [CODE] [BibTex]

2017

esophagus
Esophagus segmentation in CT via 3D fully convolutional neural network and random walk. Medical Physics, 2017
Tobias Fechter, Sonja Adebahr, Dimos Baltas, Ismail Ben Ayed, Christian Desrosiers, Jose Dolz.
[PDF] [BibTex]

miccai
Unbiased Shape Compactness for Segmentation. MICCAI 2017
Jose Dolz, Ismail Ben Ayed, Christian Desrosiers
[PDF] [CODE]
cvpr
DOPE: Distributed Optimization for Pairwise Energies. CVPR 2017
Jose Dolz, Ismail Ben Ayed, Christian Desrosiers
[PDF] [BibTex]
neuroimage
3D fully convolutional networks for subcortical segmentation: A large-scale study. Neuroimage, 2017.
Jose Dolz, Christian Desrosiers, Ismail Ben Ayed
[PDF] [CODE] [BibTex]
SemiDenseNET
Deep CNN ensembles and suggestive annotations for infant brain MRI segmentation.
Jose Dolz, Christian Desrosiers, Li Wang, Jing Yan, Dinggang Shen, Ismail Ben Ayed
[PDF] [CODE] [BibTex]

2016

MedPhys2016
Interactive contour delineation of organs at risk in radiotherapy: Clinical evaluation on NSCLC patients. Medical Physics, 2016
Jose Dolz, Hortense A Kirisli, Tobias Fechter, Sonja Karnitzki, Olivier Oehlke, Ursula Nestle, Maximilien Vermandel, Laurent Massoptier
[PDF] [BibTex]
CMIG2016
Stacking denoising auto-encoders in a deep network to segment the brainstem on MRI in brain cancer patients: a clinical study. CMIG, 2016
Jose Dolz, Nacim Betrouni, Mathilde Quiet, Dris Kharroubi, Henry A. Leroy, Nicolas Reyns, Laurent Massoptier, Maximilien Vermandel
[PDF] [BibTex]

2015

IJCARS2015
Supervised machine learning-based classification scheme to segment the brainstem on MRI in multicenter brain tumor treatment context. IJCARS, 2016
Jose Dolz, Anne Laprie, Soléakhéna Ken, Henri A Leroy, Nicolas Reyns, Laurent Massoptier, Maximilien Vermandel
[PDF] [BibTex]