Michael Brudno
Professor
Applies machine learning and medical NLP to clinical data and rare disease diagnosis.
Michael Brudno's lab at Toronto works on medical imaging & healthcare AI. 12 papers since 2023, 3 at top venues, mostly MICCAI and WACV. 7 PhD students and 1 master's student. 49 alumni. Applications close .
At a glance
- papers, 2023–2026
- 3/ year
- at T1 venues
- 25%
- PhD students
- 7
- MS students
- 1
- alumni listed
- 49
Papers by yearfrom the lab homepage and DBLP, 2023–2026
- 4 papers2026 · T1 2 · collecting
- 4 papers2025 · T1 1
- 2 papers2024 · T1 0
- 2 papers2023 · T1 0
T1 venuesOtherVenues: MICCAI, WACV, DIS, ICCV, npj Digit. Medicine
Research focuspaper titles that use each topic's words
- Medical imaging & healthcare AI4 papers
- rare0 papers
- disease diagnosis0 papers
- clinical data0 papers
- applies machine0 papers
Paper list
From the lab homepage and DBLP.
20264 papers
- MICCAI (T1)PriLoRA: Prior-Conditioned Low-Rank Adapters for Medical Vision Models (opens in a new tab)
- MICCAI (T1)Probabilistic Multi-rater Segmentation via Style-Aware Boundary Conditioning (opens in a new tab)
- WACVSilverLining: Data-First Mitigation of Spatial and Spectral Shortcuts Without Introducing New Confounders (opens in a new tab)
- DISWhen It's Hard to Explain: Strategies for Reducing Prompt Uncertainty In Multimodal Generative Systems (opens in a new tab)
20254 papers
- Frontiers Digit. HealthApproaches to identify scenarios for data science implementations within healthcare settings: recommendations based on experiences at multiple academic institutions (opens in a new tab)
- ICCV (T1)LIFT: Latent Implicit Functions for Task- and Data-Agnostic Encoding (opens in a new tab)
- MLHCOptimizing Segmentation of Neonatal Brain MRIs with Partially Annotated Multi-Label Data (opens in a new tab)
- WACVSUM: Saliency Unification Through Mamba for Visual Attention Modeling (opens in a new tab)
20242 papers
- NPJ Digital MedicineDevelopment, deployment, and scaling of operating room-ready artificial intelligence for real-time surgical decision support
- npj Digit. MedicineShortcut learning in medical AI hinders generalization: method for estimating AI model generalization without external data (opens in a new tab)
20232 papers
Where alumni went49 listed, 0% to industry
Industry 0Academia 14
Also to
- MIT
- NYU
- University of Waterloo
Apply to TorontoFall 2027
Computer Science MSc/PhD
- Round
- Single round (Dec 1)
- Opens
- —
- GRE
- optional
- English
- TOEFL/IELTS if applicable
- Fee
- CAD 135
Confirmed on the program page.
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Your notes
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Data
Checked against the lab homepage.
- Collected
- Verified
- Papers
- The lab homepage and DBLP
- Members
- Lab homepage
- Alumni
- Lab homepage
Tiers are venue classifications, not lab rankings.
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