Note the large number of strikes in the Sahara desert (and Antarctica, as someone else noted).
There are at least two things going on here, probably more:
1) Population density 2) Ease of finding the meteorite or crater (this is easier in barren areas with relatively homogeneous terrain, like the desert and Antartica).