Missing Product Image

I have a client who is reporting randomly missing product images when viewing categories.

It’s being reported to happen randomly. Not sure if this is a configuration issue or a bug in the software, but the image seems to be on the server, just not being displayed.

Are there only certain types or sizes of images that can be uploaded?

On mouseover, the image pops up as it should in a larger size.