A safe-deposit box is a small locked box in a bank vault that's usually rented monthly or quarterly. Normally a safe-deposit box needs two keys to be opened -- one which is assigned to the rentor and one which the bank keeps. In theory, if one key is lost, then the safe-deposit box needs to be drilled open.
Also sometimes known as a "safety deposit box".