iTunes incorrect art work

I got a new computer recently and ever since when I try to add files from my iTunes onto my phone they are coming up with the wrong artwork. I've tired deleting and redownloading and it just picks something else. I don't think this is a problem with my computer because it is a random picture each time. Wondering if anyone has any suggestions!