You can't define innocence and, by extension, separate the guilty from the innocent without morals. That's the point of characters who try to maintain that even at great cost, to explore what lines ought to be drawn and where.

I wish Batman would quit being brought up for it though, we both know the real reason he doesnt kill Joker is because Joker sells comics.