This comment reminded me of something I read about laymen estimating the difficulty of technical problems. IIRC the two examples were:

a) Given a quality photograph, detect if it's of a bird.

b) For the same photograph, detect if it's taken in a national park.

The first problem may seem much easier if one does not know about EXIF geodata, assuming it's available in this scenario.