Yes, non-standard ports transfer it to the domain of either somewhat targeted scan or serious effort - scanning all ports of all IPv4 requires many machines and/or many weeks, so that's not available to everyone. However, I'd still expect multiple organizations to keep an up-to-date scan of all public facing ports worldwide; it's impractical to do it for fun, but if have a need and some budget, it seems doable.