Faculty profile

Farida Cheriet

ResearcherGénie informatique et génie logicielPolytechnique Montréal

This profile is built from public research funding records (CIHR, NSERC and SSHRC) and PubMed. We have not imported them from a Polytechnique Montréal directory, so their courses may be missing. Find their university profile.

Farida Cheriet

Researcher

Génie informatique et génie logiciel

Polytechnique Montréal

Montreal, Quebec, Canada

Supervision signals

Has led research grants, which requires an independent research appointment. Ask their department whether they supervise graduate students.
9 publications in the last five years, latest in 2026.
Senior (last) author on 4 recent papers, a sign of leading a research group.
Principal investigator on 16 research grants (13 NSERC, 3 CIHR), most recently in 2024.

These signals come from public records, including CIHR, NSERC and SSHRC funding decisions. Ask the professor or the graduate program whether they are taking new students.

Academic metrics

Publications

Collaborators

Grants

Publications by year

Counts cover the publications linked to this profile. Citations and the h-index appear when the source records them.

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Signals and details

Research

artificial intelligence Geometric modeling Medical imaging Statistical modeling Biomedical Engineering Machine Learning Scoliosis Surface Topography

Latest papers

DTG: Dual transformers-based generative adversarial networks for retinal 2D/3D OCT image classification.
Medical image analysis · 2026 · senior author
A comprehensive review of ICU readmission prediction models: From statistical methods to deep learning approaches.
Artificial intelligence in medicine · 2025 · senior author
Robust unsupervised texture segmentation for motion analysis in ultrasound images.
International journal of computer assisted radiology and surgery · 2025

All 47 publications

Latest funding

System for 3D reconstruction in total knee arthroplasty from uncalibrated X-rays
NSERC · 2024 · Co-investigator
$172,833
Graph-based representations learning for an interpretable diagnosis and prognosis of ocular diseases
NSERC · 2024 · Principal investigator
$53,000
Automatic assessment of the quality of breast positioning in screening mammography
NSERC · 2023 · Co-investigator
$410,000

All 31 grants and awards

47 publications.

DTG: Dual transformers-based generative adversarial networks for retinal 2D/3D OCT image classification.

Ait Hammou B, Duval R, Boucher MC, Cheriet F

Medical image analysis2026Senior author

DOI: 10.1016/j.media.2025.103915 PMID: 41518764

A comprehensive review of ICU readmission prediction models: From statistical methods to deep learning approaches.

Fathy W, Emeriaud G, Cheriet F

Artificial intelligence in medicine2025Senior author

DOI: 10.1016/j.artmed.2025.103126 PMID: 40300338

Robust unsupervised texture segmentation for motion analysis in ultrasound images.

Brignol A, Cheriet F, Aubin-Fournier JF, Fortin C, Laporte C

International journal of computer assisted radiology and surgery2025

DOI: 10.1007/s11548-024-03249-1 PMID: 39289317

Automatic assessment of scoliosis surgery outcome on trunk shape using left-right trunk asymmetry.

Khani M, Debanné P, Guibault F, Labelle H, Parent S, Cheriet F

European spine journal : official publication of the European Spine Society, the European Spinal Deformity Society, and the European Section of the Cervical Spine Research Society2024Senior author

DOI: 10.1007/s00586-023-08122-4 PMID: 38267735

Denoising OCT videos based on temporal redundancy.

Richer E, Solano MM, Cheriet F, Lesk MR, Costantino S

Scientific reports2024

DOI: 10.1038/s41598-024-56935-0 PMID: 38503804

Evaluation of the SIMULRESP: A simulation software of child and teenager cardiorespiratory physiology.

Brossier D, Flechelles O, Sauthier M, Engert C, Chahir Y, Emeriaud G, Cheriet F, Jouvet P, de Montigny S

Pediatric pulmonology2023

DOI: 10.1002/ppul.26595 PMID: 37530484

Joint classification and segmentation for an interpretable diagnosis of acute respiratory distress syndrome from chest x-rays.

Yahyatabar M, Jouvet P, Cheriet F

Journal of medical imaging (Bellingham, Wash.)2023Senior author

DOI: 10.1117/1.jmi.10.5.054504 PMID: 37854097

Mapping Pulsatile Optic Nerve Head Deformation Using OCT.

Solano MM, Richer E, Cheriet F, Lesk MR, Costantino S

Ophthalmology science2022

DOI: 10.1016/j.xops.2022.100205 PMID: 36531582

Detection of doxorubicin-induced cardiotoxicity using myocardial T1 and T2 relaxation times in childhood acute lymphoblastic leukemia survivors.

Aissiou M, Curnier D, Caru M, Hafyane T, Leleu L, Krajinovic M, Laverdière C, Sinnett D, Andelfinger G, Cheriet F, Périé D

The international journal of cardiovascular imaging2022

DOI: 10.1007/s10554-021-02472-0 PMID: 34821983

A simulation study investigating potential diffusion-based MRI signatures of microstrokes.

Damseh R, Lu Y, Lu X, Zhang C, Marchand PJ, Corbin D, Pouliot P, Cheriet F, Lesage F

Scientific reports2021

DOI: 10.1038/s41598-021-93503-2 PMID: 34244549

System for 3D reconstruction in total knee arthroplasty from uncalibrated X-rays

Co-investigatorNSERC2024Alliance Grants

Principal investigators: Lombaert, Herve HJ

Keywords: 3d reconstruction; image registration; image segmentation; machine learning in medical imaging; medical image analysis; shape analysis

$172,833

Graph-based representations learning for an interpretable diagnosis and prognosis of ocular diseases

Principal investigatorNSERC2024Discovery Grants Program - Individual

Principal investigators: Cheriet, Farida

Keywords: medical imaging; artificial intelligence; deep learning; graph representations; multimodal imaging; spatiotemporal analysis; statistical modeling; semantic segmentation; graph neural networks; ocular diseases

$53,000

Automatic assessment of the quality of breast positioning in screening mammography

Co-investigatorNSERC2023Alliance Grants

Principal investigators: Séoud, Lama L

Keywords: breast; breast cancer screening; deep learning; image quality; machine learning; mammography; medical report

$410,000

Generation of dental preparations and restorations using machine learning

Co-investigatorNSERC2023Alliance Grants

Principal investigators: Guibault, François JAGF

Keywords: dental implant; dental reconstruction; geometric analysis; geometric reconstruction; graph-based deep learning; machine learning; semantic segmentation; shape completion; tooth preparation; tooth replacement

$568,000

Defect detection in advanced manufacturing using elastic registration of meshes in the X-ray projection domain

Co-investigatorNSERC2022Alliance Grants

Principal investigators: Guibault, François F

Keywords: advanced manufacturing; artificial intelligence; computed tomography; computer-aided design; deviation detection; elastic registration; image analysis; machine learning; turbine blade; x-ray imaging

$177,000

Non-Invasive Assessment of Scoliotic Trunk Mobility for an Effective Management of Patients

Nominated PICIHR2022Project Grant

Principal investigators: Cheriet, Farida; Parent, Stefan

Keywords: 3d Shape Analysis; Analysis; Artificial Intelligence; Biomedical Engineering; Geometric Modeling; Machine Learning; Non-Invasive Imaging; Numerical Simulation; Scoliosis; Surface Topography

$470,476

Non-invasive 4D thoracic imaging infrastructure to support decision-making in the management of lung diseases in intensive care units (ICU).

Principal investigatorNSERC2021Research Tools and Instruments

Principal investigators: Cheriet, Farida

$150,000

Optimizing Power Skills in Interdisciplinary, Diverse & Innovative Academic Networks (OPSIDIAN)

Co-investigatorNSERC2020Collaborative Research and Training Experience

Principal investigators: Cheriet, Farida F

Keywords: cognitive diversity; emerging stem creativity; engineering; interdisciplinarity

$1,325,000

Deep learning approach to generate patient-specific teeth

Co-investigatorNSERC2019Alliance Grants

Principal investigators: Guibault, François

$300,156

Modified version of CNN-based object detection for omnidirectional vision sensors

Principal investigatorNSERC2019Engage Grants Program

Principal investigators: Cheriet, Farida

$25,000

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

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Farida Cheriet

Research

Latest papers

Latest funding

DTG: Dual transformers-based generative adversarial networks for retinal 2D/3D OCT image classification.

A comprehensive review of ICU readmission prediction models: From statistical methods to deep learning approaches.

Robust unsupervised texture segmentation for motion analysis in ultrasound images.

Automatic assessment of scoliosis surgery outcome on trunk shape using left-right trunk asymmetry.

Denoising OCT videos based on temporal redundancy.

Evaluation of the SIMULRESP: A simulation software of child and teenager cardiorespiratory physiology.

Joint classification and segmentation for an interpretable diagnosis of acute respiratory distress syndrome from chest x-rays.

Mapping Pulsatile Optic Nerve Head Deformation Using OCT.

Detection of doxorubicin-induced cardiotoxicity using myocardial T1 and T2 relaxation times in childhood acute lymphoblastic leukemia survivors.

A simulation study investigating potential diffusion-based MRI signatures of microstrokes.

System for 3D reconstruction in total knee arthroplasty from uncalibrated X-rays

Graph-based representations learning for an interpretable diagnosis and prognosis of ocular diseases

Automatic assessment of the quality of breast positioning in screening mammography

Generation of dental preparations and restorations using machine learning

Defect detection in advanced manufacturing using elastic registration of meshes in the X-ray projection domain

Non-Invasive Assessment of Scoliotic Trunk Mobility for an Effective Management of Patients

Non-invasive 4D thoracic imaging infrastructure to support decision-making in the management of lung diseases in intensive care units (ICU).

Optimizing Power Skills in Interdisciplinary, Diverse & Innovative Academic Networks (OPSIDIAN)

Deep learning approach to generate patient-specific teeth

Modified version of CNN-based object detection for omnidirectional vision sensors

Frequent collaborators

Hubert Labelle

Stefan Parent

Carole Fortin

Guillaume Emeriaud

Philippe Jouvet

Luc Duong

Samuel Kadoury

Carl-Eric Aubin

Catherine Laporte

Lama Seoud

Herve Lombaert

Santiago Costantino

Thomas Hurtut

Simon de Montigny

Daniel Sinnett

Frédéric Lesage

Gregor Andelfinger

Sylvain Martel

Frédéric Lesage