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eess.IV2026
Extending 2D foundational DINOv3 representations to 3D segmentation of neonatal brain MR images
Annayah Usman, Behraj Khan, Tahir Qasim Syed
Precise volumetric delineation of hippocampal structures is essential for quantifying neurodevelopmental trajectories in pre-term and term infants, where subtle morphological varia…
eess.IV2026
Clinically-aligned ischemic stroke segmentation and ASPECTS scoring on NCCT imaging using a slice-gated loss on foundation representations
Hiba Azeem, Behraj Khan, Tahir Qasim Syed
Rapid infarct assessment on non-contrast CT (NCCT) is essential for acute ischemic stroke management. Most deep learning methods perform pixel-wise segmentation without modeling th…