[HTML][HTML] LST-AI: A deep learning ensemble for accurate MS lesion segmentation
Automated segmentation of brain white matter lesions is crucial for both clinical assessment
and scientific research in multiple sclerosis (MS). Over a decade ago, we introduced an …
and scientific research in multiple sclerosis (MS). Over a decade ago, we introduced an …
Adherence to a healthy lifestyle and brain structural imaging markers
Previous research has linked specific modifiable lifestyle factors to age-related cognitive
decline in adults. Little is known about the potential role of an overall healthy lifestyle in …
decline in adults. Little is known about the potential role of an overall healthy lifestyle in …
Hypernet-ensemble learning of segmentation probability for medical image segmentation with ambiguous labels
Despite the superior performance of Deep Learning (DL) on numerous segmentation tasks,
the DL-based approaches are notoriously overconfident about their prediction with highly …
the DL-based approaches are notoriously overconfident about their prediction with highly …
[HTML][HTML] Segmenting white matter hyperintensities on isotropic three-dimensional Fluid Attenuated Inversion Recovery magnetic resonance images: Assessing deep …
MS Røvang, P Selnes, BJ MacIntosh, I Rasmus Groote… - Plos one, 2023 - journals.plos.org
An important step in the analysis of magnetic resonance imaging (MRI) data for
neuroimaging is the automated segmentation of white matter hyperintensities (WMHs). Fluid …
neuroimaging is the automated segmentation of white matter hyperintensities (WMHs). Fluid …
Higher‐resolution quantification of white matter hypointensities by large‐scale transfer learning from 2D images on the JPSC‐AD cohort
White matter lesions (WML) commonly occur in older brains and are quantifiable on MRI,
often used as a biomarker in Aging research. Although algorithms are regularly proposed …
often used as a biomarker in Aging research. Although algorithms are regularly proposed …
Effects of sleep fragmentation on white matter pathology in a rat model of cerebral small vessel disease
X Fu, XJ Wan, JY Liu, Q Sun, Y Shen, J Li, CJ Mao… - Sleep, 2024 - academic.oup.com
Abstract Study Objectives Mounting evidence indicated the correlation between sleep and
cerebral small vessel disease (CSVD). However, little is known about the exact causality …
cerebral small vessel disease (CSVD). However, little is known about the exact causality …
Early detection of white matter hyperintensities using SHIVA‐WMH detector
A Tsuchida, P Boutinaud, V Verrecchia… - Human Brain …, 2024 - Wiley Online Library
White matter hyperintensities (WMHs) are well‐established markers of cerebral small vessel
disease, and are associated with an increased risk of stroke, dementia, and mortality …
disease, and are associated with an increased risk of stroke, dementia, and mortality …
[HTML][HTML] Ensemble learning via supervision augmentation for white matter hyperintensity segmentation
X Guo, C Ye, Y Yang, L Zhang, L Liang, S Lu… - Frontiers in …, 2022 - frontiersin.org
Since the ambiguous boundary of the lesion and inter-observer variability, white matter
hyperintensity segmentation annotations are inherently noisy and uncertain. On the other …
hyperintensity segmentation annotations are inherently noisy and uncertain. On the other …
[HTML][HTML] Automatic segmentation of white matter hyperintensities in T2-FLAIR with AQUA: A comparative validation study against conventional methods
White matter hyperintensities (WMHs) are lesions in the white matter of the brain that are
associated with cognitive decline and an increased risk of dementia. The manual …
associated with cognitive decline and an increased risk of dementia. The manual …
Brain hyperintensities: automatic segmentation of white matter hyperintensities in clinical brain MRI images using improved deep neural network
PR Kumar, RK Jha, PA Kumar - The Journal of Supercomputing, 2024 - Springer
White matter hyperintensities (WMH) are commonly found in the brains of healthy elderly
individuals and have been associated with various neurological and geriatric disorders …
individuals and have been associated with various neurological and geriatric disorders …