I had no idea they were mammals until this comment. I thought they were furry birds!
It is not unreasonable to think of bats as flying mice.
In Swedish that is almost exactly what they are called, bat translates to "fladdermus" which is "fladder" (flutter) and "mus" (mouse).
Same in German, die Fledermaus. In fact, in English, the word "flittermouse" also means bat [1], although that word is rarely used now.