* The system just returns yes/no as to whether an image has a face in it, and if it was hard-coded to respond "no" it would score 64.8%.*

Yes, that is true. But ~80% correct is still a significant result.

I was hoping people would read beyond the 15% headline figure to understand exactly what than number meant.