zy20091082 / heightfielddecomposition

Source code for Transaction on Graphics 2018 paper "Axis-Aligned Height-Field Block Decomposition of 3D Shapes"

Axis-Aligned Height-Field Block Decomposition of 3D Shapes

Alessandro Muntoni, Marco Livesu, Riccardo Scateni, Alla Sheffer, Daniele Panozzo
ACM Transaction on Graphics (2018)

Abstract

We propose a novel algorithm for decomposing general 3D geometries into a small set of overlap-free height-field blocks, volumes enclosed by a flat base and a height-field surface defined with respect to this base. This decomposition is useful for fabrication methodologies such as 3-axis CNC milling, where a single milling pass can only carve a single height-field surface defined with respect to the machine tray, but can also benefit other fabrication settings. Computing our desired decomposition requires solving a highly constrained discrete optimization problem, variants of which are known to be NP-hard. We effectively compute a high-quality decomposition by using a two-step process that leverages the unique characteristics of our setup. Specifically, we notice that if the height-field directions are constrained to the major axes we can always produce a valid decomposition starting from a suitable surface segmentation. Our method first produces a compact set of large, possibly overlapping, height-field blocks that jointly cover the model surface by recasting this discrete constrained optimization problem as an unconstrained optimization of a continuous function, which allows for an efficient solution. We then cast the computation of an overlap-free, final decomposition as an ordering problem on a graph, and solve it via a combination of cycle elimination and topological sorting. The combined algorithm produces a compact set of height-field blocks that jointly describe the input model within a user given tolerance. We demonstrate our method on a range of inputs, and showcase a number of real life models manufactured using our technique.

[Paper] [Web Site] [Data]

Source Code

Source code is hosted on this GitHub repository. The program is built and tested on Ubuntu 18.04 system with GCC 7.3.

Downloading

git clone --recursive https://github.com/muntonialessandro/HeightFieldDecomposition.git

Build and Run (Ubuntu 18.04)

sudo apt-get install qt5-default
sudo apt-get install libboost-all-dev libcgal-dev libgmp-dev libqglviewer-dev-qt5 libeigen3-dev

clone libigl and create an environment variable named LIBIGL_HOME containing its directory (https://github.com/libigl/libigl/) install gurobi and create an environment variable named GUROBI_HOME containing its directory (https://www.gurobi.com/) clone cinolib and create an environment variable named CINOLIB_HOME containing its directory (https://github.com/maxicino/cinolib)

qmake HeightFieldDecomposition.pro
make

License

MPL2 licensed (FAQ)