Jose Dolz, École de technologie supérieure

Research

Deep learning Machine Learning Medical image segmentation Weak supervision

Latest papers

Towards reliable WMH segmentation under domain shift: An application study using maximum entropy regularization to improve uncertainty estimation.
Computers in biology and medicine · 2025
Harmonizing flows: Leveraging normalizing flows for unsupervised and source-free MRI harmonization.
Medical image analysis · 2025 · senior author
Deep Learning Algorithms for Bladder Cancer Segmentation on Multi-Parametric MRI.
Cancers · 2024

All 16 publications

Latest funding

Limited-supervision for efficient medical image understanding
NSERC · 2020 · Principal investigator
$12,500
Limited-supervision for efficient medical image understanding
NSERC · 2020 · Principal investigator
$145,000

All 2 grants and awards

16 publications.

01

Towards reliable WMH segmentation under domain shift: An application study using maximum entropy regularization to improve uncertainty estimation.

Matzkin F, Larrazabal A, Milone DH, Dolz J, Ferrante E

Computers in biology and medicine2025

DOI: 10.1016/j.compbiomed.2025.110639 PMID: 40614515

02

Harmonizing flows: Leveraging normalizing flows for unsupervised and source-free MRI harmonization.

Beizaee F, Lodygensky GA, Adamson CL, Thompson DK, Cheong JLY, Spittle AJ, Anderson PJ, Desrosiers C, Dolz J

Medical image analysis2025Senior author

DOI: 10.1016/j.media.2025.103483 PMID: 39919411

03

Deep Learning Algorithms for Bladder Cancer Segmentation on Multi-Parametric MRI.

Gumus KZ, Nicolas J, Gopireddy DR, Dolz J, Jazayeri SB, Bandyk M

Cancers2024

DOI: 10.3390/cancers16132348 PMID: 39001410

04

Anatomically-aware uncertainty for semi-supervised image segmentation.

Adiga V S, Dolz J, Lombaert H

Medical image analysis2024

DOI: 10.1016/j.media.2023.103011 PMID: 37924752

05

Determining regional brain growth in premature and mature infants in relation to age at MRI using deep neural networks.

Beizaee F, Bona M, Desrosiers C, Dolz J, Lodygensky G

Scientific reports2023

DOI: 10.1038/s41598-023-40244-z PMID: 37582862

06

Source-free domain adaptation for image segmentation.

Bateson M, Kervadec H, Dolz J, Lombaert H, Ben Ayed I

Medical image analysis2022

DOI: 10.1016/j.media.2022.102617 PMID: 36228364

07

Constrained unsupervised anomaly segmentation.

Silva-Rodríguez J, Naranjo V, Dolz J

Medical image analysis2022Senior author

DOI: 10.1016/j.media.2022.102526 PMID: 35780592

08

Weakly supervised segmentation with cross-modality equivariant constraints.

Patel G, Dolz J

Medical image analysis2022Senior author

DOI: 10.1016/j.media.2022.102374 PMID: 35101728

09

MRI and CT bladder segmentation from classical to deep learning based approaches: Current limitations and lessons.

Bandyk MG, Gopireddy DR, Lall C, Balaji KC, Dolz J

Computers in biology and medicine2021Senior author

DOI: 10.1016/j.compbiomed.2021.104472 PMID: 34023696

10

Boundary loss for highly unbalanced segmentation.

Kervadec H, Bouchtiba J, Desrosiers C, Granger E, Dolz J, Ben Ayed I

Medical image analysis2021

DOI: 10.1016/j.media.2020.101851 PMID: 33080507

Limited-supervision for efficient medical image understanding

Principal investigatorNSERC2020Discovery Launch Supplement

Principal investigators: Dolz, Jose

$12,500

Limited-supervision for efficient medical image understanding

Principal investigatorNSERC2020Discovery Grants Program - Individual

Principal investigators: Dolz, Jose

Keywords: medical image segmentation; machine learning; deep learning; weak supervision

$145,000

From CIHR, NSERC and SSHRC funding decisions: CIHR since 2008, NSERC since 1991 and SSHRC since 1998, including their latest published competition results.

Frequent collaborators

Génie logiciel et des TI
Systems Engineering
Genie Logiciel et TI
Génie de la production automatisée
Pédiatrie

Co-authors at École de technologie supérieure, colored by department. Thicker lines mean more shared papers; select anyone to open their profile and their own map.

Christian Desrosiers

Génie logiciel et des TI

7 shared papers, latest 2025

Ismail Ben Ayed

Génie de la production automatisée

6 shared papers, latest 2022

Marco Pedersoli

Systems Engineering

1 shared papers, latest 2020

Herve Lombaert

Génie logiciel et des TI

1 shared papers, latest 2024

Eric Granger

Systems Engineering

1 shared papers, latest 2021

Gregory Lodygensky

Pédiatrie

1 shared papers, latest 2023

Write to this professor

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Applying for

Paper to mentionMention their NSERC grant from 2020

Subject: Prospective PhD student: Deep learning Dear Professor Dolz, My name is [your name], and I am a [your current degree or role] at [your institution]. I am applying for a PhD position starting in [term and year]. I read your paper "Towards reliable WMH segmentation under domain shift: An application study using maximum entropy regularization to improve uncertainty estimation." (2025), and it connects closely to my own work on [your research topic]. [One or two sentences on what you did and what you learned.] I also saw your NSERC-funded project "Limited-supervision for efficient medical image understanding" (2020), and I would be glad to contribute to work in that direction. Are you accepting new PhD students for [term and year]? I have attached my CV and transcripts, and I would be glad to talk at a time that suits you. Thank you for your time. Kind regards, [your name]