Missing App Icon Artwork

Many of my apps icons are missing their artwork and show up as just a generic icon. They work - just no artwork in iTunes - the artwork is there if when I add them to my iPad or iPhone - just not on iTunes. How do I get them back?

Any assistance would be appreciated

JK