Before revision:  Based on the 3D information , we derive the correspondences between 3D points and image pixels , by which the pixel-wise visual features can be inserted into the elevation map grids.
After revision:  Then , we derive the correspondences between 3D points and image pixels , by which the pixel-wise visual features can be inserted into the elevation map grids.