Artwork totally messed up after syncing itunes library to new 14 Pro Max

I got the new 14 Pro Max and after i synced my playlists from Itunes, all of the artwork is completely messed up even including my purchased tracks. I have tried deleting the music from the phone and then re-syncing but nothing really changes. All the artwork on my iTunes library is correct.

I remember having this same problem a few years ago but i can't remember how it eventually got sorted?

Any help would be appreciated thanks