I researched into how albums represent their discs so I could get some ideas on how to design and produce my own. I feel that there is no particular convention for the design of an album disc, and instead they just follow the style of the overall album, in terms of colour and style. Some are plain, whereas others are bright and colourful, and some present images of the artist.
Here are the album covers from which each of these discs belong: