There are photo and file recovery programs which you can try to use to check and recover the photos that have been deleted from your SD Card. I have a few in my PC, but I'd recommend Recuva (from Piriform) - does a good job for what it's worth (it's free).
Just the same, your SD Card may be starting to fail. I'd also recommend getting a spare SD Card to be sure.
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