Publications
Highlights
Normative spatiotemporal fetal brain maturation with satisfactory development at 2 years
Nature
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25 Oct 2023
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doi:10.1038/s41586-023-06630-3
All
2025
Rapidvol: Rapid Reconstruction of 3D Ultrasound Volumes from Sensorless 2D Scans
2025 IEEE 22nd International Symposium on Biomedical Imaging (ISBI)
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14 Apr 2025
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doi:10.1109/ISBI60581.2025.10980994
Exploring Test Time Adaptation for Subcortical Segmentation of the Fetal Brain in 3D Ultrasound
2025 IEEE 22nd International Symposium on Biomedical Imaging (ISBI)
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14 Apr 2025
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doi:10.1109/ISBI60581.2025.10980676
UltraGauss: Ultrafast Gaussian Reconstruction of 3D Ultrasound Volumes
arXiv
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01 Jan 2025
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doi:10.48550/arXiv.2505.05643
Automated Fetal Biometry Assessment with Deep Ensembles using Sparse-Sampling of 2D Intrapartum Ultrasound Images
arXiv
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01 Jan 2025
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doi:10.48550/arXiv.2505.14572
2024
Anatomically plausible segmentations: Explicitly preserving topology through prior deformations
Medical Image Analysis
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01 Oct 2024
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doi:10.1016/j.media.2024.103222
Is Your Style Transfer Doing Anything Useful? An Investigation Into Hippocampus Segmentation and the Role of Preprocessing
Cold Spring Harbor Laboratory
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22 Aug 2024
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doi:10.1101/2024.08.22.24312425
Sensorless volumetric reconstruction of fetal brain freehand ultrasound scans with deep implicit representation
Medical Image Analysis
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01 May 2024
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doi:10.1016/j.media.2024.103147
UniFed: A unified deep learning framework for segmentation of partially labelled, distributed neuroimaging data
Cold Spring Harbor Laboratory
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06 Feb 2024
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doi:10.1101/2024.02.05.578912
Automated quality assessment using appearance-based simulations and hippocampus segmentation on low-field paediatric brain MR images
arXiv
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01 Jan 2024
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doi:10.48550/arXiv.2410.06161
RapidVol: Rapid Reconstruction of 3D Ultrasound Volumes from Sensorless 2D Scans
arXiv
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01 Jan 2024
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doi:10.48550/arXiv.2404.10766
Geometric Transformation Uncertainty for Improving 3D Fetal Brain Pose Prediction from Freehand 2D Ultrasound Videos
Lecture Notes in Computer Science
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01 Jan 2024
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doi:10.1007/978-3-031-72378-0_39
2023
Normative spatiotemporal fetal brain maturation with satisfactory development at 2 years
Nature
·
25 Oct 2023
·
doi:10.1038/s41586-023-06630-3
Brain Ages Derived from Different MRI Modalities are Associated with Distinct Biological Phenotypes
2023 10th IEEE Swiss Conference on Data Science (SDS)
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01 Jun 2023
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doi:10.1109/SDS57534.2023.00010
Bayesian networks and imaging-derived phenotypes highlight the role of fat deposition in COVID-19 hospitalisation risk
Frontiers in Bioinformatics
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24 May 2023
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doi:10.3389/fbinf.2023.1163430
The impact of projected increases in obesity prevalence on incident liver disease in the UK: Insights from Bayesian-network modelling
2023 the 7th International Conference on Medical and Health Informatics (ICMHI)
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12 May 2023
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doi:10.1145/3608298.3608307
Poor glycaemic control and ectopic fat deposition mediates the increased risk of non-alcoholic steatohepatitis in high-risk populations with type 2 diabetes: Insights from Bayesian-network modelling
Frontiers in Endocrinology
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22 Feb 2023
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doi:10.3389/fendo.2023.1063882
SFHarmony: Source Free Domain Adaptation for Distributed Neuroimaging Analysis
arXiv
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01 Jan 2023
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doi:10.48550/arXiv.2303.15965
Prototype Learning for Explainable Brain Age Prediction
arXiv
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01 Jan 2023
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doi:10.48550/arXiv.2306.09858
2022
Challenges for machine learning in clinical translation of big data imaging studies
Neuron
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01 Dec 2022
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doi:10.1016/j.neuron.2022.09.012
STAMP: Simultaneous Training and Model Pruning for low data regimes in medical image segmentation
Medical Image Analysis
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01 Oct 2022
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doi:10.1016/j.media.2022.102583
BEAN: Brain Extraction and Alignment Network for 3D Fetal Neurosonography
NeuroImage
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01 Sep 2022
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doi:10.1016/j.neuroimage.2022.119341
Subcortical segmentation of the fetal brain in 3D ultrasound using deep learning
NeuroImage
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01 Jul 2022
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doi:10.1016/j.neuroimage.2022.119117
INSightR-Net: Interpretable Neural Network for Regression Using Similarity-Based Comparisons to Prototypical Examples
Lecture Notes in Computer Science
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01 Jan 2022
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doi:10.1007/978-3-031-16437-8_48
FedHarmony: Unlearning Scanner Bias with Distributed Data
arXiv
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01 Jan 2022
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doi:10.48550/arXiv.2205.15970
2021
Deep learning-based unlearning of dataset bias for MRI harmonisation and confound removal
NeuroImage
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01 Mar 2021
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doi:10.1016/j.neuroimage.2020.117689
Learning patterns of the ageing brain in MRI using deep convolutional networks
NeuroImage
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01 Jan 2021
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doi:10.1016/j.neuroimage.2020.117401
Assessment of Regional Cortical Development Through Fissure Based Gestational Age Estimation in 3D Fetal Ultrasound
Lecture Notes in Computer Science
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01 Jan 2021
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doi:10.1007/978-3-030-87735-4_23
TEDS-Net: Enforcing Diffeomorphisms in Spatial Transformers to Guarantee Topology Preservation in Segmentations
Lecture Notes in Computer Science
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01 Jan 2021
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doi:10.1007/978-3-030-87193-2_24
2020
Low-Memory CNNs Enabling Real-Time Ultrasound Segmentation Towards Mobile Deployment
IEEE Journal of Biomedical and Health Informatics
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01 Apr 2020
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doi:10.1109/JBHI.2019.2961264
Uncertainty Estimates as Data Selection Criteria to Boost Omni-Supervised Learning
Lecture Notes in Computer Science
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01 Jan 2020
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doi:10.1007/978-3-030-59710-8_67
Improving U-Net Segmentation with Active Contour Based Label Correction
Communications in Computer and Information Science
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01 Jan 2020
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doi:10.1007/978-3-030-52791-4_6
Multi-task CNN for Structural Semantic Segmentation in 3D Fetal Brain Ultrasound
Communications in Computer and Information Science
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01 Jan 2020
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doi:10.1007/978-3-030-39343-4_14
Cortical Plate Segmentation Using CNNs in 3D Fetal Ultrasound
Communications in Computer and Information Science
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01 Jan 2020
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doi:10.1007/978-3-030-52791-4_5
2018
Fully-automated alignment of 3D fetal brain ultrasound to a canonical reference space using multi-task learning
Medical Image Analysis
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01 May 2018
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doi:10.1016/j.media.2018.02.006
2015
Learning-based prediction of gestational age from ultrasound images of the fetal brain
Medical Image Analysis
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01 Apr 2015
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doi:10.1016/j.media.2014.12.006