Walking girls are always difficult.
What Eric suggests (if you do not know the girl) is wait for her to walk past you and in the next 5 sec or so turn around and lightly tap her on the shoulder.
Then you can open. “Hi I saw you walk past and thought you were cute”. Or something more low key if you are feeling too nervous.
Regards,
Z
