15.2IVMay 23, 2025
High-Fidelity Functional Ultrasound Reconstruction via A Visual Auto-Regressive FrameworkXuhang Chen, Zhuo Li, Yanyan Shen et al.
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.