2D LiDARs deliver accurate range measurement in a large field of view, and are extensively used for navigation and mapping on mobile robots. With the DR-SPAAM detector, a robot equipped with 2D LiDARs (mounted at leg height) can now detect persons in its surroundings, an important capability for safe navigation in populated environments. This is done by detecting leg patterns in the LiDAR scan using a deep neural network.