Blind as a bat would not be the best choice as it implies the item being looked for was in plain sight or easily visible. Glasses perched on top of your head are not being overlooked while they are in plain sight, at least until you look in a mirror.
This may work:
I searched high and low and could find neither hide nor hair of them until I looked in a mirror.