iPhone 7: Missing artwork

I recently upgrade to the iPhone 7 Plus. I restored the phone using a back up from my old phone but now it seems that half my music is missing its artwork. I tried deleting everything and syncing again but I'm still having the same problem.

Does anyone know how to fix this? It's driving me crazy.

Thanks!

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