Daniel Alexander
Professor of Imaging Science
Develops computational imaging and machine learning methods for microstructure imaging and for modelling the progression of neurodegenerative diseases.
Daniel Alexander's lab at UCL works on medical imaging & healthcare AI and computational imaging & photography. 46 papers since 2023, 19 at top venues, mostly MICCAI and ICLR.
At a glance
- papers, 2023–2026
- 12/ year
- at T1 venues
- 41%
- PhD students
- —
- MS students
- —
- alumni listed
- —
Papers by yearfrom DBLP, 2023–2026
- 11 papers2026 · T1 8 · collecting
- 8 papers2025 · T1 3
- 17 papers2024 · T1 6
- 10 papers2023 · T1 2
T1 venuesOtherVenues: MICCAI, ICLR, ISBI, AAAI, CVPR
Research focuspaper titles that use each topic's words
- Medical imaging & healthcare AI5 papers
- Computational imaging & photography3 papers
- imaging2 papers
- neurodegenerative1 paper
- microstructure imaging0 papers
Paper list
From DBLP.
202611 papers
- AAAI (T1)A Stage-Aware Mixture of Experts Framework for Neurodegenerative Disease Progression Modelling (opens in a new tab)
- MICCAI (T1)Bridging Single Distortion Artifacts and Multifactorial Clinical Quality: Few-Shot Biparametric MRI Quality Assessment via Distortion-Trained Prototypical Networks (opens in a new tab)
- AAAI (T1)CoCoLIT: ControlNet-Conditioned Latent Image Translation for MRI to Amyloid PET Synthesis (opens in a new tab)
- ISBIContinual Pretraining Prostate MRI ViT Encoder for Task Alignment (opens in a new tab)
- ISBIDisease Progression and Subtype Modeling for Combined Discrete and Continuous Input Data (opens in a new tab)
- MICCAI (T1)From Baseline to Future CT: Large-Scale Diffusion Pretraining for Single-Scan IPF Progression Prediction (opens in a new tab)
- CVPR (T1)GenTract: Generative Global Tractography (opens in a new tab)
- CVPR (T1)HalluGen: Synthesizing Realistic and Controllable Hallucinations for Evaluating Image Restoration (opens in a new tab)
- MICCAI (T1)Learning to Distort: Weakly-Supervised Image Quality Transfer for Prostate DWI Correction (opens in a new tab)
- MICCAI (T1)MPFlow: Multi-modal Posterior-Guided Flow Matching for Zero-Shot MRI Reconstruction (opens in a new tab)
- ISBIUnderstanding the Transfer Limits of Vision Foundation Models (opens in a new tab)
20258 papers
- NeuroImageA large-scale multi-centre study characterising atrophy heterogeneity in Alzheimer's disease (opens in a new tab)
- Medical Image Anal.An extragradient and noise-tuning adaptive iterative network for diffusion MRI-based microstructural estimation (opens in a new tab)
- MICCAI (T1)Analysis of Image-and-Text Uncertainty Propagation in Multimodal Large Language Models with Cardiac MR-Based Applications (opens in a new tab)
- ICLR (T1)Balancing Act: Diversity and Consistency in Large Language Model Ensembles (opens in a new tab)
- Medical Image Anal.Brain Latent Progression: Individual-based spatiotemporal disease progression on 3D Brain MRIs via latent diffusion (opens in a new tab)
- EMA4MICCAIImpact of Clinical Image Quality on Efficient Foundation Model Finetuning (opens in a new tab)
- MICCAI (T1)Tackling Hallucination from Conditional Models for Medical Image Reconstruction with DynamicDPS (opens in a new tab)
- npj Digit. MedicineUnderstanding the robustness of vision-language models to medical image artefacts (opens in a new tab)
202417 papers
- PLoS Comput. Biol.A flexible generative algorithm for growing in silico placentas (opens in a new tab)
- Medical Image Anal.An efficient semi-supervised quality control system trained using physics-based MRI-artefact generators and adversarial training (opens in a new tab)
- ECCV (T1)Brain-ID: Learning Contrast-Agnostic Anatomical Representations for Brain Imaging (opens in a new tab)
- ICLR (T1)Causal Modelling Agents: Causal Graph Discovery through Synergising Metadata- and Data-driven Reasoning (opens in a new tab)
- Medical Image Anal.CenTime: Event-conditional modelling of censoring in survival analysis (opens in a new tab)
- Medical Image Anal.CF-Loss: Clinically-relevant feature optimised loss function for retinal multi-class vessel segmentation and vascular feature measurement (opens in a new tab)
- ECCV WorkshopDARES: Depth Anything in Robotic Endoscopic Surgery with Self-supervised Vector-LoRA of the Foundation Model (opens in a new tab)
- Comput. Medical Imaging Graph.Enhancing cancer prediction in challenging screen-detected incident lung nodules using time-series deep learning (opens in a new tab)
- MICCAI (T1)Enhancing Spatiotemporal Disease Progression Models via Latent Diffusion and Prior Knowledge (opens in a new tab)
- Comput. methods Biomech. Biomed. Eng. Imaging Vis.Evaluation of automated airway morphological quantification for assessing fibrosing lung disease (opens in a new tab)
- Medical Image Anal.Expectation maximisation pseudo labels (opens in a new tab)
- ICLR (T1)Experimental Design for Multi-Channel Imaging via Task-Driven Feature Selection (opens in a new tab)
202310 papers
- MICCAI (T1)A Coupled-Mechanisms Modelling Framework for Neurodegeneration (opens in a new tab)
- NeuroImageAccurate Bayesian segmentation of thalamic nuclei using diffusion MRI and an improved histological atlas (opens in a new tab)
- MIDLDeepBrainPrint: A Novel Contrastive Framework for Brain MRI Re-Identification (opens in a new tab)
- MICCAI (T1)Domain-Agnostic Segmentation of Thalamic Nuclei from Joint Structural and Diffusion MRI (opens in a new tab)
- Pattern RecognitionLearning from multiple annotators for medical image segmentation (opens in a new tab)
- Medical Image Anal.Low-field magnetic resonance image enhancement via stochastic image quality transfer (opens in a new tab)
- IEEE Trans. Medical ImagingMisMatch: Calibrated Segmentation via Consistency on Differential Morphological Feature Perturbations With Limited Labels (opens in a new tab)
- Frontiers NeuroinformaticsPatterns of inflammation, microstructural alterations, and sodium accumulation define multiple sclerosis subtypes after 15 years from onset (opens in a new tab)
- IPMISubtype and Stage Inference with Timescales (opens in a new tab)
- NeuroImageTransferability of Alzheimer's disease progression subtypes to an independent population cohort (opens in a new tab)
Where alumni went
Alumni are not listed on the lab homepage.
Apply to UCLFall 2027
Not announced yet
Computer Science MPhil/PhD
- Round
- Main
- Opens
- —
- GRE
- See program page
- English
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- Fee
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Not yet confirmed for this intake.
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