Machines might have a sense for Christmas after all!
This scene of three trees was reconstructed from an unori-ented point cloud with scan shadows. Our neural network Points2Surf [1] estimates a signed-distance function from a local and a global subset of the point cloud. By relying not only on global data, it is independent from object classes.