Abolhassan Shakeri on Muck Rack

Abolhassan Shakeri

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Incorporating normal periventricular changes for enhanced pathological white matter hyperintensity segmentation: on multiclass deep learning approaches

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By Ali Fahmi, Abolhassan Shakeri
| link.springer.com
White matter hyperintensities (WMH) detected on FLAIR MRI sequences serve as important biomarkers for cerebrovascular pathology, correlating with increased risks of cognitive decline, stroke, and demyelination. Contemporary automated segmentation approaches face substantial challenges in distinguishing pathological lesions from normal age-related periventricular hyperintensities, resulting in elevated false-positive rates that limit clinical utility.
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