[rcme]

I think it's using the contour lines on the map, not the villages and roads. The paper mentions the training data is contour maps and relief maps of the same area.

[folli]

I agree, the paper and the examples therein are worth a quick look: https://arxiv.org/abs/2010.01256

They mention using DEM data only, no roads, villages etc.