Description Usage Arguments Details Value Author(s) References Examples
The alphashape3d::ashape3d
function computes the
3D α-shape of a cloud of points. This is an approximation
to the visual outline of the cloud. It may include isolated
points, line segments, and triangular faces: this function
converts the triangular faces to an rgl tmesh3d
object.
1 2 3 4 5 6 7 |
x |
An object of class |
alpha |
Which |
tri_to_keep |
Which triangles to keep. Expert use only: see |
col |
The surface colour. |
smooth |
Whether to attempt to add normals to make the surface look smooth. See the Details below. |
normals, texcoords |
Normals and texture coordinates at each vertex can be specified. |
... |
Additional arguments to pass to use as |
Edelsbrunner and Mucke's (1994) α-shape algorithm is intended to compute a surface of a general cloud of points. Unlike the convex hull, the cloud may have voids, isolated points, and other oddities. This function is designed to work in the case where the surface is made up of simple polygons.
If smooth = TRUE
, this method attempts to orient all
of the triangles in the surface consistently and add normals
at each vertex by averaging the triangle normals.
However, for some point clouds, the α-shape will contain
sheets of polygons with a few solid polyhedra embedded.
This does not allow a consistent definition of "inside"
and outside. If this is detected, a warning is issued
and the resulting mesh will likely contain boundaries
where the assumed orientation of triangles changes, resulting
in ugly dark lines through the shape. Larger values
of alpha
in the call to alphashape3d::ashape3d
may help.
Methods for plot3d
and persp3d
are also defined: they call the as.mesh3d
method and then plot the result.
A "mesh3d"
object, suitable for plotting.
Duncan Murdoch
Edelsbrunner, H., Mucke, E. P. (1994). Three-Dimensional Alpha Shapes. ACM Transactions on Graphics, 13(1), pp.43-72.
Lafarge, T. and Pateiro-Lopez, B. (2017). alphashape3d: Implementation of the 3D Alpha-Shape for the Reconstruction of 3D Sets from a Point Cloud. R package version 1.3.
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 | if (requireNamespace("alphashape3d", quietly = TRUE)) {
set.seed(123)
n <- 400 # 1000 gives a nicer result, but takes longer
xyz <- rbind(cbind(runif(n), runif(n), runif(n)),
cbind(runif(n/8, 1, 1.5),
runif(n/8, 0.25, 0.75),
runif(n/8, 0.25, 0.75)))
ash <- suppressMessages(alphashape3d::ashape3d(xyz, alpha = 0.2))
m <- as.mesh3d(ash, smooth = TRUE)
open3d()
mfrow3d(1, 2, sharedMouse = TRUE)
plot3d(xyz, size = 1)
plot3d(m, col = "red", alpha = 0.5)
points3d(xyz, size = 1)
}
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