Can I use friends pictures from their gallery after getting permission in my application?
Not download them just keep a link/reference to selected photos using Facebook graph API and PHP.
Sure you can - hopefully you will not do anything nasty with them :P You should make it clear to your users what your intentions are and how you plan to use their photos and for what.