Education

PhD in Computer Science — Université de Sherbrooke & INSA Lyon. 2023 – Present

  • Subject: Cardiac motion estimation with deep learning
  • In collaboration with ICardio.ai (California, USA)

MSc in Computer Science — Université de Sherbrooke. 2021 – 2023

  • GPA: 4.3 / 4.3
  • Subject: Uncertainty estimation for medical image segmentation.
  • In collaboration with Ultromics (Oxford, UK)

B.Eng. in Computer Engineering — Université de Sherbrooke. 2016 – 2020

  • GPA: 4.18 / 4.3

Academic Experience

Summer School: Deep Learning in Medical Imaging — ETS Montréal & Université de Sherbrooke & INSA Lyon (Montréal / Lyon)
2024 – 2025

  • Organizing committee member (2025, 2026) and supervisor/instructor for hands-on sessions

Reviewer - MedIA, IEEE TUFFC, ISBI. 2024 – Present

  • Peer reviewer for journal and conference submissions in medical imaging and machine learning

Teaching assistant — Université de Sherbrooke
2021 – 2022, 2025, 2026

  • IFT780, IFT603, PMC

Research collaboration — Ultromics (Oxford)
2019 – 2020

  • Developed uncertainty estimation methods for echocardiography segmentation

Research Assistant — Videos & Images Theory and Analytics Laboratory (Université de Sherbrooke)
2018

  • Built deep learning models for cardiac MRI segmentation

Selected Publications (Full list)

  1. T. Judge, O. Bernard, W.-J.C. Kim, A. Gomez, A. Beqiri, A. Chartsias, P.-M. Jodoin.
    Uncertainty Propagation for Echocardiography Clinical Metric Estimation via Contour Sampling. Submitted, 2025.

  2. T. Judge, O. Bernard, W.-J. Cho Kim, A. Gomez, A. Chartsias, P.-M. Jodoin.
    Asymmetric Contour Uncertainty Estimation for Medical Image Segmentation. MICCAI, 2023.

  3. M. Armenta*, T. Judge*, N. Painchaud, Y. Skandarani, C. Lemaire, G. Gibeau Sanchez, P. Spino, P.-M. Jodoin.
    Neural Teleportation. Mathematics, 2023.

  4. T. Judge, O. Bernard, M. Porumb, A. Chartsias, A. Beqiri, P.-M. Jodoin.
    CRISP – Reliable Uncertainty Estimation for Medical Image Segmentation. MICCAI, 2022. —

Work Experience

AI Developer — Mirametrix (Montréal)
2019 – 2020

  • Developed a deep-learning-based system for automatic facial landmark annotation
  • Built a new real-time facial landmark detection model

Research Professional — Videos & Images Theory and Analytics Laboratory (Sherbrooke)
Fall 2018

  • Built a deep learning software library based on Keras
  • Re-implemented legacy lab projects using the new library
  • Managed pull requests for lab members and participated in research activities

Software Designer — HumanWare (Longueuil)
Winter 2018

  • Developed AI components in Python with TensorFlow
  • Re-trained deep CNNs for classification and object detection
  • Built a model-serving architecture using Django REST Framework + TensorFlow Serving on AWS

Software Designer — HumanWare (Longueuil)
Summer 2017

  • Developed Android (Java) applications for low-vision users
  • Built a handwriting tool and integrated a Bluetooth keyboard into the app

Software Developer — PolarScreens Inc. (Longueuil)
2016

  • Developed software for a glasses-free 3D display VR application
  • Worked with Unity3D and C#; built demo applications for product promotion

Awards

  • Mitacs Award for Exceptional Innovation (MSc) — 2022
  • Canadian Academic All-Star, Vert & Or Soccer (Sherbrooke) — 2018, 2019, 2020
  • Academic Excellence Attestation, Université de Sherbrooke — 2018, 2019, 2020
  • Most Improved Athlete, Champlain College Cross-Country Team — 2016
  • Dean’s List, Champlain College (90%+ average) — 2015
  • National Scholar Award, Canadian Collegiate Sport Association — 2015/2016

Scholarships

  • R3D Conseil Inc. Scholarship — 2023
  • Sophie Germain Scholarships (Consulate General of France in Quebec City) — 2023
  • Canada Graduate Scholarships — Doctoral (NSERC) — 2022
  • FRQNT Doctoral Research Scholarship — 2022
  • Mitacs Research Scholarship/Grant — 2021
  • Canada Graduate Scholarships — Master’s (NSERC) — 2021
  • FRQNT Master’s Research Scholarship — 2021
  • Graduate Excellence Scholarship (Research), Université de Sherbrooke — 2021
  • Hydro-Québec Scholarship for Academic Excellence — 2020