Physics-Informed Neural Network for Mapping Vascular and Tissue Dynamics Using Laser Speckle Contrast Imaging

Key Points

• Longitudinal monitoring of vascular and cellular biomarkers enhances stroke progression tracking and insight.
• The method extracts key biomarkers in near real-time using advanced imaging techniques, impacting patient prognosis.
• Observational analysis harnesses laser speckle contrast imaging for deeper exploration of tissue dynamics and vascular health.
• This approach highlights a promising avenue for clinical translation, with implications for more effective stroke management.

Abstract