light intensities themselves as features (lights model). Thenighttime light features consist of the average light intensity,summary statistics, and histogram-based features for eacharea. Finally, we compare with a classiﬁer trained using aconcatenation of ImageNet features and nighttime light fea-tures (ImageNet + lights model), an explicit way of com-