activates for farmland and grid-like patterns. The third ﬁlter activates for roads. The fourth ﬁlter activates for water, plains, andforests, terrains contributing similarly to nighttime light intensity. The only supervision used is nighttime light intensity, i.e., nolabeled examples of roads or farmlands are provided. Right: Filter activations for the corresponding images on the left. Filters