Publications
Also listed on Google Scholar and ORCID.
Journal papers
- 2025
DeepISLES: a clinically validated ischemic stroke segmentation model from the ISLES'22 challenge
Nature Communications, 16, 7357
- 2025
Synthetic Data for Robust Stroke Segmentation
Journal of Machine Learning for Biomedical Imaging (MELBA)
Conference papers
- 2026
GAZE: Grounded Agentic Zero-shot Evaluation with Viewer-Level Tools and Literature Retrieval on Rare Brain MRIOral
International Conference on Artificial Intelligence in Healthcare (AIiH) 2026
Oral presentation. To appear, August 2026.
- 2026
Gradient-manifold alignment scheduling for physics-guided diffusion
Machine Learning in Photonics II, SPIE Photonics Europe 2026
- 2025
Domain-Agnostic Stroke Lesion Segmentation Using Physics-Constrained Synthetic Data
Medical Image Computing and Computer Assisted Intervention (MICCAI) 2025
Workshop papers
- 2025
Unified 3D MRI Representations via Sequence-Invariant Contrastive Learning
Simulation and Synthesis in Medical Imaging (SASHIMI), MICCAI 2025
- 2023
Large-kernel Attention for Efficient and Robust Brain Lesion Segmentation
Medical Imaging meets NeurIPS 2023
- 2021
Development and evaluation of intraoperative ultrasound segmentation with negative image frames and multiple observer labels
Advances in Simplifying Medical Ultrasound (ASMUS), MICCAI 2021
Thesis
- 2026
Robust Deep Learning for Stroke Detection in Clinical Neuroimaging
PhD thesis, University College London