To identify someone as having had a particular role in something. If they have security cameras, they'll definitely be able to finger us as the thieves!
finger someone as someone
tv. to identify someone as a certain person. (As if one were pointing a finger at someone.) Last Card Louie fingered his partner as the gunman.