I had another power outage this morning and, guess what, both cameras reset themselves again. This is unlikely to be a coincidence.
So, I've set about testing by cutting & restoring power backwards through my system:
Individual cameras
PoE switch
Router
Blue Iris PC (Power down)
Blue Iris PC...