4 papers
Decoding Phenotypes: A Framework for Fusing Genomic Language Models and Neuroimaging
Tianli Tao, Ziyang Wang, Emma Robinson +2
Neuroimaging and genetic testing are two important clinical references for nervous system diseases, offering complementary diagnostic information. However, integrating genomic and…
Deep Learning-Based Classification of Hyperkinetic Movement Disorders in Children
Nandika Ramamurthy, Dr Daniel Lumsden, Dr Rachel Sparks
Hyperkinetic movement disorders (HMDs) in children, including dystonia (abnormal twisting) and chorea (irregular, random movements), pose significant diagnostic challenges due to o…
SAM-I2I: Unleash the Power of Segment Anything Model for Medical Image Translation
Jiayu Huo, Sebastien Ourselin, Rachel Sparks
Medical image translation is crucial for reducing the need for redundant and expensive multi-modal imaging in clinical field. However, current approaches based on Convolutional Neu…
Self-supervised Brain Lesion Generation for Effective Data Augmentation of Medical Images
Jiayu Huo, Sebastien Ourselin, Rachel Sparks
Accurate brain lesion delineation is important for planning neurosurgical treatment. Automatic brain lesion segmentation methods based on convolutional neural networks have demonst…