High-Fidelity Functional Ultrasound Reconstruction via A Visual Auto-Regressive Framework
Journal:
arXiv
Published Date:
May 23, 2025
Abstract
Functional ultrasound (fUS) imaging provides exceptional spatiotemporal
resolution for neurovascular mapping, yet its practical application is
significantly hampered by critical challenges. Foremost among these are data
scarcity, arising from ethical considerations and signal degradation through
the cranium, which collectively limit dataset diversity and compromise the
fairness of downstream machine learning models.
