Application of deep learning method on ischemic stroke lesion segmentation
Y Zhang, S Liu, C Li, J Wang - Journal of Shanghai Jiaotong University …, 2022 - Springer
Although deep learning methods have been widely applied in medical image lesion
segmentation, it is still challenging to apply it for segmenting ischemic stroke lesions, which …
segmentation, it is still challenging to apply it for segmenting ischemic stroke lesions, which …
Rethinking the dice loss for deep learning lesion segmentation in medical images
Y Zhang, S Liu, C Li, J Wang - Journal of Shanghai Jiaotong University …, 2021 - Springer
Deep learning is widely used for lesion segmentation in medical images due to its
breakthrough performance. Loss functions are critical in a deep learning pipeline, and they …
breakthrough performance. Loss functions are critical in a deep learning pipeline, and they …
Deep multimodal learning from MRI and clinical data for early prediction of neurodevelopmental deficits in very preterm infants
The prevalence of disabled survivors of prematurity has increased dramatically in the past 3
decades. These survivors, especially, very preterm infants (VPIs), born≤ 32 weeks …
decades. These survivors, especially, very preterm infants (VPIs), born≤ 32 weeks …
Applications of deep learning to neurodevelopment in pediatric imaging: Achievements and challenges
Deep learning has achieved remarkable progress, particularly in neuroimaging analysis.
Deep learning applications have also been extended from adult to pediatric medical images …
Deep learning applications have also been extended from adult to pediatric medical images …
[HTML][HTML] Diffuse excessive high signal intensity in the preterm brain on advanced MRI represents widespread neuropathology
Preterm brains commonly exhibit elevated signal intensity in the white matter on T2-
weighted MRI at term-equivalent age. This signal, known as diffuse excessive high signal …
weighted MRI at term-equivalent age. This signal, known as diffuse excessive high signal …
Novel diffuse white matter abnormality biomarker at term-equivalent age enhances prediction of long-term motor development in very preterm children
Our objective was to evaluate the independent prognostic value of a novel MRI biomarker—
objectively diagnosed diffuse white matter abnormality volume (DWMA; diffuse excessive …
objectively diagnosed diffuse white matter abnormality volume (DWMA; diffuse excessive …
Automated detection of juvenile myoclonic epilepsy using CNN based transfer learning in diffusion MRI
X Si, X Zhang, Y Zhou, Y Sun, W Jin… - 2020 42nd Annual …, 2020 - ieeexplore.ieee.org
Epilepsy is one of the largest neurological diseases in the world, and juvenile myoclonic
epilepsy (JME) usually occurs in adolescents, giving patients tremendous burdens during …
epilepsy (JME) usually occurs in adolescents, giving patients tremendous burdens during …
Automatic segmentation of diffuse white matter abnormality on T2-weighted brain MR images using deep learning in very preterm infants
About 50%–80% of very preterm infants (VPIs)(≤ 32 weeks gestational age) exhibit diffuse
white matter abnormality (DWMA) on their MR images at term-equivalent age. It remains …
white matter abnormality (DWMA) on their MR images at term-equivalent age. It remains …
Extracallosal structural connectivity is positively associated with language performance in well-performing children born extremely preterm
ME Barnes-Davis, BJ Williamson, SL Merhar… - Frontiers in …, 2022 - frontiersin.org
Children born extremely preterm (< 28 weeks gestation) are at risk for language delay or
disorders. Decreased structural connectivity in preterm children has been associated with …
disorders. Decreased structural connectivity in preterm children has been associated with …
Diffuse excessive high signal intensity on term equivalent MRI does not predict disability: a systematic review and meta-analysis
CP Rath, S Desai, SC Rao, S Patole - … of Disease in Childhood-Fetal and …, 2021 - fn.bmj.com
Objective To evaluate whether diffuse excessive high signal intensity (DEHSI) on term
equivalent age MRI (TEA-MRI) predicts disability in preterm infants. Design This is a …
equivalent age MRI (TEA-MRI) predicts disability in preterm infants. Design This is a …