How to change the album artwork on my iphone back to the original?

For the past few months, whenever I add new music to my iphone, some of the albums that were already there switch pictures. How do I get all of them to reset to the right ones?

Change the folder that the songs are in, or delete the picture that is displayed in the album artwork or both