Deciphering the massive volume of complex electronic data that has been compiled by
hospital systems over the past decades has the potential to revolutionize modern medicine …

Stroke is an acute cerebral vascular disease that is likely to cause long-term disabilities and
death. Immediate emergency care with accurate diagnosis of computed tomographic (CT) …

Knowledge of gas volume, tissue mass and recruitability measured by the quantitative CT
scan analysis (CT-qa) is important when setting the mechanical ventilation in acute …

White matter hyperintensities (WMHs) represent the most common neuroimaging marker of
cerebral small vessel disease (CSVD). The volume and location of WMHs are important …

In this study, we introduce “instance loss functions”, a new family of loss functions designed
to enhance the training of neural networks in the instance-level segmentation and detection …

Previous studies have indicated that white matter hyperintensities (WMH), the main
radiological feature of small vessel disease, may evolve (ie, shrink, grow) or stay stable over …

摘要针对目前磁共振脑影像上脑白质高信号区域的自动分割存在分割精度较低和细小病灶易漏
识等问题, 提出一种融合注意力和Inception 的U-Net 分割模型. 在U-Net 的编码阶段加入 …

In this paper, we propose a novel two-component loss for biomedical image segmentation
tasks called the Instance-wise and Center-of-Instance (ICI) loss, a loss function that …

White Matter Hyperintensity (WMH) is a common finding in Magnetic Resonance Imaging
(MRI) of patients with cerebral infarction and is associated with poor prognosis. Accurate …

White Matter Hyperintensities (WMHs) are neu-roradiological features often seen in T2-
FLAIR brain MRI as white regions (ie, hyperintensities) and characteristic of small vessel …