Jimmy Sparks Lyrics

Lyric discussion by morgan1067 

Cover art for Jimmy Sparks lyrics by Lumineers, The

My question is this:

Does he recognize his father at the end and choose to not help him, or does he just see this dishevelled stranger as just another hitcher?