CD shown with no artwork on some devices

I recently cleaned up my music library and did an extended tag rewriting. I reindexed the library and lauched a Reload Artwork.

On my Windows PC and Android cell phone most CDs appear with their artwork. But on my iPad many artworks are missing.

Should I reindex and reload artwork from each device ?