Before revision:  Technical difficulties hindering  generalization of CNNs  are rooted in the lack of a canonical grid-like representation, the notion of consistent orientation, and a compatible local topology across the domain.
After revision:  Technical difficulties hindering generalization of CNNs to arbitrary-shaped manifold are rooted in the lack of a canonical grid-like representation, the notion of consistent orientation, and a compatible local topology across the domain.