Is there a way to fix a DVD that seems to have erased itself?

I have a few pre-recorded DVD's in my collections where, after a few years, they refuse to play and all you can see of them is what looks like a plate-iron wall with the rivets showing. Or, it'll play SOME of the DVD but the rest is that wall.

Is there a way to fix a DVD that seems to have erased itself?
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