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173 lines
6.2 KiB
C
173 lines
6.2 KiB
C
3 weeks ago
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/*=========================================================================
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Program: Visualization Toolkit
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Module: vtkPCANormalEstimation.h
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Copyright (c) Kitware, Inc.
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All rights reserved.
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See LICENSE file for details.
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This software is distributed WITHOUT ANY WARRANTY; without even
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the implied warranty of MERCHANTABILITY or FITNESS FOR A PARTICULAR
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PURPOSE. See the above copyright notice for more information.
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=========================================================================*/
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/**
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* @class vtkPCANormalEstimation
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* @brief generate point normals using local tangent planes
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*
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*
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* vtkPCANormalEstimation generates point normals using PCA (principal
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* component analysis). Basically this estimates a local tangent plane
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* around each sample point p by considering a small neighborhood of points
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* around p, and fitting a plane to the neighborhood (via PCA). A good
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* introductory reference is Hoppe's "Surface reconstruction from
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* unorganized points."
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*
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* To use this filter, specify a neighborhood size. This may have to be set
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* via experimentation. In addition, the user may optionally specify a point
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* locator (instead of the default locator), which is used to accelerate
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* searches around the sample point. Finally, the user should specify how to
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* generate consistently-oriented normals. As computed by PCA, normals may
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* point in arbitrary +/- orientation, which may not be consistent with
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* neighboring normals. There are three methods to address normal
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* consistency: 1) leave the normals as computed, 2) adjust the +/- sign of
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* the normals so that the normals all point towards a specified point, and
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* 3) perform a traversal of the point cloud and flip neighboring normals so
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* that they are mutually consistent.
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*
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* The output of this filter is the same as the input except that a normal
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* per point is produced. (Note that these are unit normals.) While any
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* vtkPointSet type can be provided as input, the output is represented by an
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* explicit representation of points via a vtkPolyData. This output polydata
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* will populate its instance of vtkPoints, but no cells will be defined
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* (i.e., no vtkVertex or vtkPolyVertex are contained in the output).
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*
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* @warning
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* This class has been threaded with vtkSMPTools. Using TBB or other
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* non-sequential type (set in the CMake variable
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* VTK_SMP_IMPLEMENTATION_TYPE) may improve performance significantly.
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*
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* @sa
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* vtkPCACurvatureEstimation
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*/
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#ifndef vtkPCANormalEstimation_h
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#define vtkPCANormalEstimation_h
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#include "vtkFiltersPointsModule.h" // For export macro
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#include "vtkPolyDataAlgorithm.h"
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class vtkAbstractPointLocator;
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class vtkIdList;
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class VTKFILTERSPOINTS_EXPORT vtkPCANormalEstimation : public vtkPolyDataAlgorithm
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{
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public:
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//@{
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/**
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* Standard methods for instantiating, obtaining type information, and
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* printing information.
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*/
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static vtkPCANormalEstimation* New();
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vtkTypeMacro(vtkPCANormalEstimation, vtkPolyDataAlgorithm);
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void PrintSelf(ostream& os, vtkIndent indent) override;
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//@}
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//@{
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/**
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* For each sampled point, specify the number of the closest, surrounding
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* points used to estimate the normal (the so called k-neighborhood). By
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* default 25 points are used. Smaller numbers may speed performance at the
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* cost of accuracy.
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*/
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vtkSetClampMacro(SampleSize, int, 1, VTK_INT_MAX);
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vtkGetMacro(SampleSize, int);
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//@}
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/**
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* This enum is used to control how normals oriented is controlled.
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*/
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enum Style
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{
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AS_COMPUTED = 0,
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POINT = 1,
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GRAPH_TRAVERSAL = 3
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};
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//@{
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/**
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* Configure how the filter addresses consistency in normal
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* oreientation. When initially computed using PCA, a point normal may
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* point in the + or - direction, which may not be consistent with
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* neighboring points. To address this, various strategies have been used
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* to create consistent normals. The simplest approach is to do nothing
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* (AsComputed). Another simple approach is to flip the normal based on its
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* direction with respect to a specified point (i.e., point normals will
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* point towrads the specified point). Finally, a full traversal of points
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* across the graph of neighboring, connected points produces the best
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* results but is computationally expensive.
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*/
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vtkSetMacro(NormalOrientation, int);
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vtkGetMacro(NormalOrientation, int);
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void SetNormalOrientationToAsComputed() { this->SetNormalOrientation(AS_COMPUTED); }
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void SetNormalOrientationToPoint() { this->SetNormalOrientation(POINT); }
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void SetNormalOrientationToGraphTraversal() { this->SetNormalOrientation(GRAPH_TRAVERSAL); }
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//@}
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//@{
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/**
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* If the normal orientation is to be consistent with a specified
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* direction, then an orientation point should be set. The sign of the
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* normals will be modified so that they point towards this point. By
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* default, the specified orientation point is (0,0,0).
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*/
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vtkSetVector3Macro(OrientationPoint, double);
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vtkGetVectorMacro(OrientationPoint, double, 3);
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//@}
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//@{
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/**
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* The normal orientation can be flipped by enabling this flag.
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*/
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vtkSetMacro(FlipNormals, bool);
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vtkGetMacro(FlipNormals, bool);
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vtkBooleanMacro(FlipNormals, bool);
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//@}
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//@{
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/**
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* Specify a point locator. By default a vtkStaticPointLocator is
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* used. The locator performs efficient searches to locate points
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* around a sample point.
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*/
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void SetLocator(vtkAbstractPointLocator* locator);
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vtkGetObjectMacro(Locator, vtkAbstractPointLocator);
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//@}
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protected:
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vtkPCANormalEstimation();
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~vtkPCANormalEstimation() override;
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// IVars
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int SampleSize;
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vtkAbstractPointLocator* Locator;
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int NormalOrientation;
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double OrientationPoint[3];
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bool FlipNormals;
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// Methods used to produce consistent normal orientations
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void TraverseAndFlip(
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vtkPoints* inPts, float* normals, char* pointMap, vtkIdList* wave, vtkIdList* wave2);
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// Pipeline management
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int RequestData(vtkInformation*, vtkInformationVector**, vtkInformationVector*) override;
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int FillInputPortInformation(int port, vtkInformation* info) override;
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private:
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vtkPCANormalEstimation(const vtkPCANormalEstimation&) = delete;
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void operator=(const vtkPCANormalEstimation&) = delete;
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};
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#endif
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