Last modified: September 07, 2021
This article is written in: 🇺🇸
One of the key components of VTK is its extensive range of filters and algorithms, which are designed to process, manipulate, and generate data objects. Here’s an overview of how these filters and algorithms function and their significance:
I. Purpose and Functionality
II. Interaction with Data Connectivity
Examples:
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polygon:
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Input(s) Filter Output(s)
+-------------+ +-----------+ +-------------+
| vtkDataSet |-->| vtkFilter |-->| vtkDataSet |
+-------------+ +-----------+ +-------------+
I. The class vtkAlgorithm serves as the foundational class for all algorithm types in the Visualization Toolkit (VTK), providing a standard structure for implementing various algorithms.
II. The subclasses and functions within vtkAlgorithm include:
III. Managing data flow and computational tasks is a key role of the vtkAlgorithm class within VTK, enabling a wide range of algorithmic operations and ensuring efficient pipeline execution.
I. The primary focus of source algorithms is to generate data objects or read data from files, providing the initial input for further processing.
II. Examples of source algorithms include:
III. The way data points are connected and structured is determined by the specific source used. For instance, vtkSphereSource creates points that are interconnected to form triangular facets, constructing a spherical surface.
I. Filters that focus on modifying the geometry, or coordinates of points, without altering their connectivity, are known as geometric filters.
II. Examples include:
I. Filters that alter the topology, or how points are connected, of data objects are referred to as topological filters.
II. Examples include:
I. Filters designed to modify or generate data attributes like scalars, vectors, or tensors are called scalars and attribute filters.
II. Examples include:
I. Filters specialized in handling time-varying data or creating animations are known as temporal filters.
II. Examples include:
In this example, we will demonstrate how to create a basic 3D object—a sphere—and then apply a shrink filter to modify its appearance.
import vtk
# Create a sphere source
sphere_source = vtk.vtkSphereSource()
sphere_source.SetRadius(1.0)
# The sphere source generates points that are connected to form triangles,
# creating a spherical surface.
# Create a shrink filter
shrink_filter = vtk.vtkShrinkFilter()
shrink_filter.SetInputConnection(sphere_source.GetOutputPort())
shrink_filter.SetShrinkFactor(0.8)
# The shrink filter changes the positions of the points, making the sphere smaller,
# but the connectivity (how the points are connected to form triangles) remains the same.
# Update the filter to generate the output
shrink_filter.Update()
We start by creating a vtkSphereSource
object to generate a sphere with a radius of 1.0 units, which produces points connected to form a spherical surface. Then, we apply a vtkShrinkFilter
to this sphere; this filter, connected to the sphere source's output, is set with a shrink factor of 0.8 to reduce the size of the sphere while maintaining its triangular connectivity. Finally, we update the filter to produce the shrunken sphere, resulting in a smaller yet structurally consistent 3D object.
Below is a visual representation of the shrunken sphere:
Category | Class Name | Description |
Sources | vtkSphereSource | Generates spherical polydata. |
vtkConeSource | Creates conical polydata. | |
vtkSTLReader | Reads STL files. | |
vtkXMLPolyDataReader | Reads VTK's XML polydata files. | |
Geometric Filters | vtkShrinkFilter | Compresses dataset geometry. |
vtkSmoothPolyDataFilter | Smoothens polydata surfaces. | |
vtkDecimatePro | Reduces triangles in a mesh. | |
Topological Filters | vtkTriangleFilter | Converts polygons to triangles. |
vtkDelaunay2D | Constructs 2D Delaunay triangulation. | |
vtkContourFilter | Generates contours/isosurfaces. | |
Scalars & Attribute Filters | vtkGradientFilter | Calculates scalar field gradient. |
vtkVectorNorm | Computes vector data magnitude. | |
vtkCurvatures | Computes surface curvatures. | |
Temporal Filters | vtkTemporalInterpolator | Interpolates data between time steps. |
vtkTemporalShiftScale | Shifts and scales time values. | |
vtkTemporalStatistics | Computes statistical information over time. | |
Other Algorithms | vtkAlgorithmBaseClass | Base class for various algorithms. |
[Additional Classes] | Other relevant algorithms as per specific application needs. |