Develops AI and computational biology models, currently graph neural networks, to understand disease complexity for personalised and precision medicine.
Medical imaging & healthcare AI
Genomics & computational biology
Graph learning
2026Autohformer: Efficient Hierarchical Autoregressive Transformer for Time Series PredictionICDE
2026Fast and Interpretable Protein Substructure Alignment via Optimal TransportICLR
47 T1 · 167 papers · Group size not listed · 43 alumni
Leads the Computational Health Informatics Lab developing machine learning and large language models for healthcare.
Medical imaging & healthcare AI
Large language models
2026Autonomous Knowledge Graph Exploration with Adaptive Breadth-Depth RetrievalACL
2026Cardiac health assessment across scenarios and devices using a multimodal foundation model pretrained on data from 1.7 million individualsNature Machine Intelligence
29 T1 · 142 papers · 14 members · 28 alumni
USMITElectrical Engineering and Computer Science
Marzyeh GhassemiGermeshausen Career Development Professor; Associate Professor
Develops machine learning to understand and improve health in ways that are robust, private, and fair.
Medical imaging & healthcare AI
2026Avoiding common failures in AI for health and medicineCell
2026Complementing Self-Consistency with Cross-Model Disagreement for Uncertainty QuantificationICLR
24 T1 · 44 papers · 13 members · 42 alumni
SGNUSDepartment of Electrical and Computer Engineering
Works on surgical AI and medical image analysis, including surgical video understanding.
Medical imaging & healthcare AI
20263DMedAgent: Unified Perception-to-Understanding for 3D Medical AnalysisICML
2026From Articulated Kinematics to Routed Visual Control for Action-Conditioned Surgical Video GenerationNeurIPS
24 T1 · 32 papers · 19 members · 3 alumni
GBOxfordDepartment of Engineering Science
Alison NobleTechnikos Professor of Biomedical Engineering
Develops machine learning for medical image analysis, especially fetal and obstetric ultrasound.
Medical imaging & healthcare AI
2026Orientation-robust latent motion trajectory learning for annotation-free cardiac phase detection in fetal echocardiographyMedical Image Analysis
2026“Now that the baby is out, I can be vaccinated”: a qualitative study on COVID-19 vaccine hesitancy in pregnant women in Kilifi, KenyaFrontiers in Public Health
Develops computational imaging and machine learning methods for microstructure imaging and for modelling the progression of neurodegenerative diseases.
Medical imaging & healthcare AI
Computational imaging & photography
2026A Stage-Aware Mixture of Experts Framework for Neurodegenerative Disease Progression ModellingAAAI
2026Bridging Single Distortion Artifacts and Multifactorial Clinical Quality: Few-Shot Biparametric MRI Quality Assessment via Distortion-Trained Prototypical NetworksMICCAI