Adventure vs. science
Achievements like the lunar landing have the appeal of pure adventure (despite being a very organize technological and scientific programs), while rovers and probes have not - despite being very advanced science. Inevitably, the average person is far more attracted by the former - as we can see from the many PR stunts of people attempting to achieve far less far less scientific and technological ones - but still reach a wide audience because of their "adventurous" appeal.
Far fewer will be excited by the details in images of Tombaugh Regio from Pluto shot by New Horizon.