Research questionHow can facial video estimate neonatal heart rate and SpO₂ without skin-contact sensors?Neonatal vital-sign monitoring commonly uses adhesive sensors that require sustained skin contact. These sensors can irritate fragile skin and increase infection-control burden, making reliable non-contact estimation difficult.