Maciej Zakrzewski - Publications - Bridge of Knowledge

Maciej Zakrzewski

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Year 2024

Adaptive Hounsfield Scale Windowing in Computed Tomography Liver Segmentation
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- Year 2024
In computed tomography (CT) imaging, the Hounsfield Unit (HU) scale quantifies radiodensity, but its nonlinear nature across organs and lesions complicates machine learning analysis. This paper introduces an automated method for adaptive HU scale windowing in deep learning-based CT liver segmentation. We propose a new neural network layer that optimizes HU scale window parameters during training. Experiments on the Liver Tumor...

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