Good diff tools under Ubuntu GNOME

Could somebody give me some recommendations on diff tools on Ubuntu? Actually what I need is not just file comparison, but also directory comparison.

I think diff tools under Windows is really most convenient, especially WinMerge.

But under Ubuntu, what I can get with high efficiency is only TkDiff, but it only support file comparison?

Hope to get some help from here.