Anne L. Martel

Full Professor, Vector Institute

Principal Researcher, Physical Sciences, Sunnybrook Research Institute

Joined

January 2021

Names

Anne L. Martel (Preferred)

Anne Martel

Anne L Martel

Emails

****@sunnybrook.ca (Confirmed)

****@utoronto.ca (Confirmed)

****@sri.utoronto.ca (Confirmed)

****@gmail.com (Confirmed)

Personal Links

Career & Education History

Full Professor

Vector Institute (vectorinstitute.ai)

2025 – Present

Principal Researcher

Physical Sciences, Sunnybrook Research Institute (sunnybrook.ca)

2024 – Present

Full Professor

Medical Biophysics, University of Toronto (utoronto.ca)

2018 – 2024

Associate Professor

Medical Biophysics, University of Toronto (utoronto.ca)

2009 – 2018

Advisors, Relations & Conflicts

Coauthor

Rahul G Krishnan

2025 – Present

Coworker

Maged Goubran

2020 – Present

Coworker

April Khademi

2010 – Present

PhD Advisee

Jianan Chen

2020 – 2025

Postdoc Advisee

Chetan L. Srinidhi

2020 – 2024

Expertise

digital pathology

deep learning

Present

medical imaging

survival prediction

Present

radiology

deep learning

Present

Publications

Predicting Biochemical Recurrence from Prostatectomy Slides - the LEOPARD Challenge
Khrystyna Faryna, Clément Grisi, Nefise Uysal, Hans Pinckaers, Joep Bogaerts, Solene-Florence Kammerer-Jacquet, Pierre Allaume, Vittorio Agosti, Paulo Guilherme de Oliveira Salles, Yuri Tolkach, Reinhard Buettner, Sofiya Semko, Maksym Pikul, Axel Heidenreich, Adam Kowalewski, Leslie Tessier, Frédérique Meeuwsen, Jolique van Ipenburg, Till Nicke, Johannes Lotz et al. (31 additional authors not shown)
- MIDL 2026 - Short Papers Poster
- Readers: Everyone
AI Generated Stromal Biomarkers for DCIS Reccurence Prediction
Matthew McNeil, Vishwesh Ramanathan, Dina Bassiouny, Sharon Nofech-Mozes, Eileen Rakovitch, Anne L. Martel
- Crossref
- Readers: Everyone
Self-Distillation Representation Learning and Parameter Efficient Fine-Tuning for Pretrained Models in Multimodal 3D Medical Imaging
Tony Xu, Anne Martel, Maged Goubran
- MICCAI 2025 Challenge FLARE Submission
- Readers: Everyone
Breast Cancer Detection from Multi-View Screening Mammograms with Visual Prompt Tuning
Han Chen, Anne L. Martel
- CoRR 2025
- Readers: Everyone
Enhancing breast cancer detection on screening mammogram using self-supervised learning and a hybrid deep model of Swin Transformer and Convolutional Neural Network
Han Chen, Anne L. Martel
- CoRR 2025
- Readers: Everyone
Self supervised contrastive learning for digital histopathology
Ozan Ciga, Tony Xu, Anne Martel
- Machine Learning with Applications
- Readers: Everyone
AI-assisted detection of breast cancer lymph node metastases in the post-neoadjuvant treatment setting
Tony Xu, Maged Goubran, Chetan L. Srinidhi, dina bassiouny, Michael Sze Wai Lam, sharon nofech-mozes, Anne Martel
- Laboratory Investigation
- Readers: Everyone
ModalTune: Fine-Tuning Slide-Level Foundation Models with Multi-Modal Information for Multi-task Learning in Digital Pathology
Vishwesh Ramanathan, Tony Xu, Pushpak Pati, Faruk Ahmed, Maged Goubran, Anne L. Martel
- CoRR 2025
- Readers: Everyone
Using Artificial Intelligence to Personalize Caring Contact Messages for Recently Discharged Patients: Protocol for a Mixed-Methods Feasibility Study
Rosalie Steinberg, Jasmine Amini, Abigail Wiliszewski, Prudence Po Ming Chan, Zardar Khan, Anne L. Martel, Kaleigh Starritt, Mark Sinyor, Ayal Schaffer
- Crossref
- Readers: Everyone
A generalizable 3D framework and model for self-supervised learning in medical imaging
Tony Xu, Sepehr Hosseini, Chris Anderson, Anthony Rinaldi, Rahul G. Krishnan, Anne L. Martel, Maged Goubran
- CoRR 2025
- Readers: Everyone

View all 114 publications

Co-Authors

View all 355 co-authors