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Okay, apparently I have to wait until tomorrow to answer my own question. That's why I'm posting a comment and the official answer will follow tomorrow.

I solved the problem by looking at the OpenCV libraries I linked to my build. I was using the "release" libraries for a debug build in Visual Studio. This worked fine until now so I did not notice my mistake.