Triplanar ensemble U-Net model for white matter hyperintensities segmentation on MR images

Triplanar ensemble U-Net model for white matter hyperintensities segmentation on MR images

White matter hyperintensities (WMHs) have been associated with various cerebrovascular and neurodegenerative diseases. Reliable quantification of WMHs is essential for understanding their clinical impact in normal and pathological populations. Automated segmentation of WMHs is highly challenging due...

Полное описание

Библиографические подробности
Главные авторы:	Sundaresan, V, Zamboni, G, Rothwell, PM, Jenkinson, M, Griffanti, L
Формат:	Journal article
Язык:	English
Опубликовано:	Elsevier 2021

Схожие документы

Brain tumour segmentation using a triplanar ensemble of U-Nets on MR images
по: Sundaresan, V, и др.
Опубликовано: (2021)

Comparison of domain adaptation techniques for white matter hyperintensity segmentation in brain MR images
по: Sundaresan, V, и др.
Опубликовано: (2021)

Omni-supervised domain adversarial training for white matter hyperintensity segmentation in the UK Biobank
по: Sundaresan, V, и др.
Опубликовано: (2022)

Modelling the distribution of white matter hyperintensities due to ageing on MRI images using Bayesian inference
по: Sundaresan, V, и др.
Опубликовано: (2018)

BIANCA (Brain Intensity AbNormality Classification Algorithm): A new tool for automated segmentation of white matter hyperintensities
по: Griffanti, L, и др.
Опубликовано: (2016)

White matter hyperintensities segmentation using the ensemble U-Net with multi-scale highlighting foregrounds
по: Gilsoon Park, и др.
Опубликовано: (2021-08-01)

Ensemble learning via supervision augmentation for white matter hyperintensity segmentation
по: Xutao Guo, и др.
Опубликовано: (2022-09-01)

Dilated Saliency U-Net for White Matter Hyperintensities Segmentation Using Irregularity Age Map
по: Yunhee Jeong, и др.
Опубликовано: (2019-06-01)

Triplanar U-Net with lesion-wise voting for the segmentation of new lesions on longitudinal MRI studies
по: Sebastian Hitziger, и др.
Опубликовано: (2022-08-01)

Validation of Automated White Matter Hyperintensity Segmentation
по: Sean D. Smart, и др.
Опубликовано: (2011-01-01)

A triplanar ensemble model for brain tumor segmentation with volumetric multiparametric magnetic resonance images
по: Snehal Rajput, и др.
Опубликовано: (2024-06-01)

Classification and characterization of periventricular and deep white matter hyperintensities on MRI: a study in older adults
по: Griffanti, L, и др.
Опубликовано: (2017)

Segmentation and differentiation of periventricular and deep white matter hyperintensities in 2D T2-FLAIR MRI based on a cascade U-net
по: Tan Gong, и др.
Опубликовано: (2022-11-01)

White matter hyperintensities classified according to intensity and spatial location reveal specific associations with cognitive performance
по: Melazzini, L, и др.
Опубликовано: (2021)

Optimizing automated white matter hyperintensity segmentation in individuals with stroke
по: Jennifer K. Ferris, и др.
Опубликовано: (2023-03-01)

White matter hyperintensities and their relationship to cognition: Effects of segmentation algorithm
по: Meral A. Tubi, и др.
Опубликовано: (2020-02-01)

White matter hyperintensities classified according to intensity and spatial location reveal specific associations with cognitive performance
по: Luca Melazzini, и др.
Опубликовано: (2021-01-01)

DEWS (DEep White matter hyperintensity Segmentation framework): A fully automated pipeline for detecting small deep white matter hyperintensities in migraineurs
по: Bo-yong Park, и др.
Опубликовано: (2018-01-01)

Integrating large-scale neuroimaging research datasets: harmonisation of white matter hyperintensity measurements across Whitehall and UK Biobank datasets
по: Bordin, V, и др.
Опубликовано: (2021)

Accuracy of TrUE-Net in comparison to established white matter hyperintensity segmentation methods: An independent validation study
по: Jeremy F. Strain, и др.
Опубликовано: (2024-01-01)

Age-dependent association of white matter abnormality with cognition after TIA or minor stroke.
по: Zamboni, G, и др.
Опубликовано: (2019)

Integrating large-scale neuroimaging research datasets: Harmonisation of white matter hyperintensity measurements across Whitehall and UK Biobank datasets
по: Valentina Bordin, и др.
Опубликовано: (2021-08-01)

Slow Fusion Triplanar Convolutional Neural Networks For Liver Tumor Segmentation
по: Chung, Sheng Hung
Опубликовано: (2022)

Imaging of Angiogenesis in White Matter Hyperintensities
по: Lingling Ding, и др.
Опубликовано: (2023-11-01)

Serum albumin and white matter hyperintensities
по: Natalie M. Zahr, и др.
Опубликовано: (2024-06-01)

White matter imaging correlates of early cognitive impairment detected by the MoCA after TIA and minor stroke
по: Zamboni, G, и др.
Опубликовано: (2017)

Multi-stage semi-supervised learning enhances white matter hyperintensity segmentation
по: Kauê T. N. Duarte, и др.
Опубликовано: (2024-10-01)

Comparison and validation of seven white matter hyperintensities segmentation software in elderly patients
по: Quentin Vanderbecq, и др.
Опубликовано: (2020-01-01)

Contrast-based fully automatic segmentation of white matter hyperintensities: method and validation.
по: Thomas Samaille, и др.
Опубликовано: (2012-01-01)

Location Sensitive Deep Convolutional Neural Networks for Segmentation of White Matter Hyperintensities
по: Mohsen Ghafoorian, и др.
Опубликовано: (2017-07-01)

White matter imaging correlates of early cognitive impairment detected by the Montreal Cognitive Assessment after transient ischemic attack and minor stroke
по: Zamboni, G, и др.
Опубликовано: (2017)

White matter hyperintensities quantification in healthy adults: a systematic review and meta-analysis
по: Melazzini, L, и др.
Опубликовано: (2020)

White matter hyperintensity segmentation on brain images using modified gray level technique /
по: Sarah Samson Soh, 1987-, author 618813, и др.
Опубликовано: (2018)

White matter hyperintensity segmentation on brain images using modified gray level technique /
по: Sarah Samson Soh, 1987-, author 618813
Опубликовано: (2018)

Automatic segmentation of white matter hyperintensities and correlation analysis for cerebral small vessel disease
по: Bin Xu, и др.
Опубликовано: (2023-07-01)

Performance comparison of 10 different classification techniques in segmenting white matter hyperintensities in aging
по: Mahsa Dadar, и др.
Опубликовано: (2017-08-01)

Different Types of White Matter Hyperintensities in CADASIL
по: Edouard Duchesnay, и др.
Опубликовано: (2018-07-01)

The Characteristics of White Matter Hyperintensities in Patients With Migraine
по: Catherine D. Chong, и др.
Опубликовано: (2022-06-01)

White matter hyperintensities in migraine: a review
по: Mi Ji Lee, и др.
Опубликовано: (2019-12-01)

Prevalence of white matter hyperintensities increases with age
по: Feng-Juan Zhuang, и др.
Опубликовано: (2018-01-01)