Jose Dolz, Université de Montréal

Research

Artificial Intelligence Intracerebral Hemorrhage Outcome Prediction Segmentation Stroke

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

Enhancing Robustness in Non-Contrast CT Image Analysis for Stroke: Application to Intracerebral Hemorrhage Outcome Prediction
CIHR · 2025 · Principal investigator
$405,451

All 1 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

Enhancing Robustness in Non-Contrast CT Image Analysis for Stroke: Application to Intracerebral Hemorrhage Outcome Prediction

Principal investigatorCIHR2025Project Grant

Principal investigators: Létourneau Guillon, Laurent; Aviv, Richard; Ben Ayed, Ismail; Dolz, Jose; Gioia, Laura C

Keywords: Artificial Intelligence; Intracerebral Hemorrhage; Outcome Prediction; Segmentation; Stroke

$405,451

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

Radiologie
Pédiatrie

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

Gregory Lodygensky

Pédiatrie

1 shared papers, latest 2023

Write to this professor

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Applying for

Paper to mentionMention their CIHR grant from 2025

Subject: Prospective PhD student: Artificial Intelligence 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 CIHR-funded project "Enhancing Robustness in Non-Contrast CT Image Analysis for Stroke: Application to Intracerebral Hemorrhage Outcome Prediction" (2025), 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]

Jose Dolz