Title :
Structural Approach for Building Reconstruction from a Single DSM
Author :
Lafarge, Florent ; Descombes, Xavier ; Zerubia, Josiane ; Pierrot-Deseilligny, Marc
Author_Institution :
Ariana Res. Group, INRIA Sophia Antipolis, Sophia Antipolis, France
Abstract :
We present a new approach for building reconstruction from a single Digital Surface Model (DSM). It treats buildings as an assemblage of simple urban structures extracted from a library of 3D parametric blocks (like a LEGO set). First, the 2D-supports of the urban structures are extracted either interactively or automatically. Then, 3D-blocks are placed on the 2D-supports using a Gibbs model which controls both the block assemblage and the fitting to data. A Bayesian decision finds the optimal configuration of 3D--blocks using a Markov Chain Monte Carlo sampler associated with original proposition kernels. This method has been validated on multiple data set in a wide-resolution interval such as 0.7 m satellite and 0.1 m aerial DSMs, and provides 3D representations on complex buildings and dense urban areas with various levels of detail.
Keywords :
Markov processes; Monte Carlo methods; building; structural engineering computing; 3D parametric blocks; 3D representation; Bayesian decision; Gibbs model; Markov Chain Monte Carlo sampler; block assemblage; building reconstruction; optimal configuration; single digital surface model; urban structure; 3D reconstruction; 3D/stereo scene analysis; Monte Carlo; Monte Carlo simulations.; Object recognition; Remote sensing; digital surface model; stochastic models; urban area;
Journal_Title :
Pattern Analysis and Machine Intelligence, IEEE Transactions on
DOI :
10.1109/TPAMI.2008.281