Dr. Vaanathi Sundaresan
Colleges
Curriculum Vitae
Vaanathi_sundaresan_CV.pdf
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Vaanathi Sundaresan
Post-doctoral Researcher
Biography
About me
I am a Postdoctoral researcher at Nuffield Department of Clinical Neurosciences, University of Oxford. I am currently working with Prof. Mark Jenkinson at Oxford centre for Functional MRI of the brain (FMRIB). My DPhil work was on AI-driven automated detection of small vessel disease sign on brain MR images. My postdoctoral research focusses on domain adaptation and harmonisation of neuroimaging data using deep learning methods.
Research
My research interests include domain adaptation of segmentation models for segmentation of dementia signs and harmonisation of structural data as preprocessing step for further robust analyses. My DPhil work was on modelling the distribution of white matter lesions within a population and the detection of white matter pathologies of the brain in MR images.
Key publications
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BIANCA (Brain Intensity AbNormality Classification Algorithm): A new tool for automated segmentation of white matter hyperintensities.
Journal article
Griffanti L. et al, (2016), Neuroimage, 141, 191 - 205
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Modelling the distribution of white matter hyperintensities due to ageing on MRI images using Bayesian inference.
Journal article
Sundaresan V. et al, (2019), NeuroImage, 185, 434 - 445
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Automated lesion segmentation with BIANCA: impact of population-level features, classification algorithm and locally adaptive thresholding
Journal article
Sundaresan V. et al, (2018)
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Automated characterization of the fetal heart in ultrasound images using fully convolutional neural networks
Conference paper
Sundaresan V. et al, (2017), Proceedings - International Symposium on Biomedical Imaging, 671 - 674