To do a complete job, you need to remove the bottom bracket - the crank axle and bearings pictured. It might need replacement. Can't tell by looking at it.
I would guess that is a common cartridge style bottom bracket. Someone else will chime in if it looks otherwise.
http://www.parktool.com/blog/repair-...et-service-bbt