We investigated morphological characteristics in the infant retinal vasculature that may or may not make it more susceptible to hemorrhage during traumatic loading events. We selected key characteristics influential in vessel network mechanics for our study and, through confocal microscopy, image processing, and statistical analysis, determined the prevalence of each of the characteristics as a function of region, depth, and age. Vessel lengths were shorter and more highly branched in preterm retinas compared to adult specimens. These characteristics suggest increased potential for strain and stress failure, respectively, in infant vessels compared to adults, as well as a greater number of stress concentrations at the branch points. Further, decreased vessel diameter and increased tortuosity with depth, regardless of age, reflect a general increased risk of RH in deeper layers of the retina. However, these two characteristics may appear different in vivo in a state of physiological pressurization. The morphological features captured in this study lay the foundation to biomechanically explore the mechanics of RH in infants and identify vulnerabilities that may help explain patterns of RH in infants.