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AI for Preterm Brain Injury Imaging: From Automated Analysis to Clinical Translation
Preterm brain injury is a major cause of lifelong motor, cognitive, and behavioraldisability, yet its imaging phenotype changes rapidly with development and differs across cranialultrasound (cUS) and magnetic resonance imaging (MRI). Serial cUS is suited to bedsidesurveillance of hemorrhage and ventricular enlargement,...
Phase-Aware Spatial-Frequency Fusion for Few-Shot Fine-Grained Image Classification
Few-shot fine-grained image classification (FSFGIC) aims to classify similar images with limited labeled examples. This work highlights the critical yet underutilized role of phase information in capturing structural relationships within an image. This study introduces a novel plug-and-play amplitude-phase integration...