Study demonstrates that deep ensemble models (DEMs) using high-resolution retinal images can accurately diagnose autism spectrum disorder (ASD) in children, achieving an AUROC of 1.00 for ASD detection and 0.74 for estimating ASD severity, offering a promising approach for computer-aided ASD diagnosis.