Point Cloud Library (PCL)  1.13.1-dev
gp3.h
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39 
40 #pragma once
41 
42 // PCL includes
43 #include <pcl/surface/reconstruction.h>
44 
45 #include <pcl/kdtree/kdtree.h>
46 
47 #include <fstream>
48 
49 #include <Eigen/Geometry> // for cross
50 
51 namespace pcl
52 {
53  struct PolygonMesh;
54 
55  /** \brief Returns if a point X is visible from point R (or the origin)
56  * when taking into account the segment between the points S1 and S2
57  * \param X 2D coordinate of the point
58  * \param S1 2D coordinate of the segment's first point
59  * \param S2 2D coordinate of the segment's second point
60  * \param R 2D coordinate of the reference point (defaults to 0,0)
61  * \ingroup surface
62  */
63  inline bool
64  isVisible (const Eigen::Vector2f &X, const Eigen::Vector2f &S1, const Eigen::Vector2f &S2,
65  const Eigen::Vector2f &R = Eigen::Vector2f::Zero ())
66  {
67  double a0 = S1[1] - S2[1];
68  double b0 = S2[0] - S1[0];
69  double c0 = S1[0]*S2[1] - S2[0]*S1[1];
70  double a1 = -X[1];
71  double b1 = X[0];
72  double c1 = 0;
73  if (R != Eigen::Vector2f::Zero())
74  {
75  a1 += R[1];
76  b1 -= R[0];
77  c1 = R[0]*X[1] - X[0]*R[1];
78  }
79  double div = a0*b1 - b0*a1;
80  double x = (b0*c1 - b1*c0) / div;
81  double y = (a1*c0 - a0*c1) / div;
82 
83  bool intersection_outside_XR;
84  if (R == Eigen::Vector2f::Zero())
85  {
86  if (X[0] > 0)
87  intersection_outside_XR = (x <= 0) || (x >= X[0]);
88  else if (X[0] < 0)
89  intersection_outside_XR = (x >= 0) || (x <= X[0]);
90  else if (X[1] > 0)
91  intersection_outside_XR = (y <= 0) || (y >= X[1]);
92  else if (X[1] < 0)
93  intersection_outside_XR = (y >= 0) || (y <= X[1]);
94  else
95  intersection_outside_XR = true;
96  }
97  else
98  {
99  if (X[0] > R[0])
100  intersection_outside_XR = (x <= R[0]) || (x >= X[0]);
101  else if (X[0] < R[0])
102  intersection_outside_XR = (x >= R[0]) || (x <= X[0]);
103  else if (X[1] > R[1])
104  intersection_outside_XR = (y <= R[1]) || (y >= X[1]);
105  else if (X[1] < R[1])
106  intersection_outside_XR = (y >= R[1]) || (y <= X[1]);
107  else
108  intersection_outside_XR = true;
109  }
110  if (intersection_outside_XR)
111  return true;
112  if (S1[0] > S2[0])
113  return (x <= S2[0]) || (x >= S1[0]);
114  if (S1[0] < S2[0])
115  return (x >= S2[0]) || (x <= S1[0]);
116  if (S1[1] > S2[1])
117  return (y <= S2[1]) || (y >= S1[1]);
118  if (S1[1] < S2[1])
119  return (y >= S2[1]) || (y <= S1[1]);
120  return false;
121  }
122 
123  /** \brief GreedyProjectionTriangulation is an implementation of a greedy triangulation algorithm for 3D points
124  * based on local 2D projections. It assumes locally smooth surfaces and relatively smooth transitions between
125  * areas with different point densities.
126  * \author Zoltan Csaba Marton
127  * \ingroup surface
128  */
129  template <typename PointInT>
131  {
132  public:
133  using Ptr = shared_ptr<GreedyProjectionTriangulation<PointInT> >;
134  using ConstPtr = shared_ptr<const GreedyProjectionTriangulation<PointInT> >;
135 
139 
141  using KdTreePtr = typename KdTree::Ptr;
142 
146 
147  enum GP3Type
148  {
149  NONE = -1, // not-defined
150  FREE = 0,
151  FRINGE = 1,
152  BOUNDARY = 2,
153  COMPLETED = 3
154  };
155 
156  /** \brief Empty constructor. */
158  mu_ (0),
159  search_radius_ (0), // must be set by user
160  nnn_ (100),
161  minimum_angle_ (M_PI/18), // 10 degrees
162  maximum_angle_ (2*M_PI/3), // 120 degrees
163  eps_angle_(M_PI/4), //45 degrees,
164  consistent_(false),
165  consistent_ordering_ (false),
166  angles_ (),
167  R_ (),
168  is_current_free_ (false),
169  current_index_ (),
170  prev_is_ffn_ (false),
171  prev_is_sfn_ (false),
172  next_is_ffn_ (false),
173  next_is_sfn_ (false),
174  changed_1st_fn_ (false),
175  changed_2nd_fn_ (false),
176  new2boundary_ (),
177  already_connected_ (false)
178  {};
179 
180  /** \brief Set the multiplier of the nearest neighbor distance to obtain the final search radius for each point
181  * (this will make the algorithm adapt to different point densities in the cloud).
182  * \param[in] mu the multiplier
183  */
184  inline void
185  setMu (double mu) { mu_ = mu; }
186 
187  /** \brief Get the nearest neighbor distance multiplier. */
188  inline double
189  getMu () const { return (mu_); }
190 
191  /** \brief Set the maximum number of nearest neighbors to be searched for.
192  * \param[in] nnn the maximum number of nearest neighbors
193  */
194  inline void
195  setMaximumNearestNeighbors (int nnn) { nnn_ = nnn; }
196 
197  /** \brief Get the maximum number of nearest neighbors to be searched for. */
198  inline int
199  getMaximumNearestNeighbors () const { return (nnn_); }
200 
201  /** \brief Set the sphere radius that is to be used for determining the k-nearest neighbors used for triangulating.
202  * \param[in] radius the sphere radius that is to contain all k-nearest neighbors
203  * \note This distance limits the maximum edge length!
204  */
205  inline void
206  setSearchRadius (double radius) { search_radius_ = radius; }
207 
208  /** \brief Get the sphere radius used for determining the k-nearest neighbors. */
209  inline double
210  getSearchRadius () const { return (search_radius_); }
211 
212  /** \brief Set the minimum angle each triangle should have.
213  * \param[in] minimum_angle the minimum angle each triangle should have
214  * \note As this is a greedy approach, this will have to be violated from time to time
215  */
216  inline void
217  setMinimumAngle (double minimum_angle) { minimum_angle_ = minimum_angle; }
218 
219  /** \brief Get the parameter for distance based weighting of neighbors. */
220  inline double
221  getMinimumAngle () const { return (minimum_angle_); }
222 
223  /** \brief Set the maximum angle each triangle can have.
224  * \param[in] maximum_angle the maximum angle each triangle can have
225  * \note For best results, its value should be around 120 degrees
226  */
227  inline void
228  setMaximumAngle (double maximum_angle) { maximum_angle_ = maximum_angle; }
229 
230  /** \brief Get the parameter for distance based weighting of neighbors. */
231  inline double
232  getMaximumAngle () const { return (maximum_angle_); }
233 
234  /** \brief Don't consider points for triangulation if their normal deviates more than this value from the query point's normal.
235  * \param[in] eps_angle maximum surface angle
236  * \note As normal estimation methods usually give smooth transitions at sharp edges, this ensures correct triangulation
237  * by avoiding connecting points from one side to points from the other through forcing the use of the edge points.
238  */
239  inline void
240  setMaximumSurfaceAngle (double eps_angle) { eps_angle_ = eps_angle; }
241 
242  /** \brief Get the maximum surface angle. */
243  inline double
244  getMaximumSurfaceAngle () const { return (eps_angle_); }
245 
246  /** \brief Set the flag if the input normals are oriented consistently.
247  * \param[in] consistent set it to true if the normals are consistently oriented
248  */
249  inline void
250  setNormalConsistency (bool consistent) { consistent_ = consistent; }
251 
252  /** \brief Get the flag for consistently oriented normals. */
253  inline bool
254  getNormalConsistency () const { return (consistent_); }
255 
256  /** \brief Set the flag to order the resulting triangle vertices consistently (positive direction around normal).
257  * @note Assumes consistently oriented normals (towards the viewpoint) -- see setNormalConsistency ()
258  * \param[in] consistent_ordering set it to true if triangle vertices should be ordered consistently
259  */
260  inline void
261  setConsistentVertexOrdering (bool consistent_ordering) { consistent_ordering_ = consistent_ordering; }
262 
263  /** \brief Get the flag signaling consistently ordered triangle vertices. */
264  inline bool
266 
267  /** \brief Get the state of each point after reconstruction.
268  * \note Options are defined as constants: FREE, FRINGE, COMPLETED, BOUNDARY and NONE
269  */
270  inline std::vector<int>
271  getPointStates () const { return (state_); }
272 
273  /** \brief Get the ID of each point after reconstruction.
274  * \note parts are numbered from 0, a -1 denotes unconnected points
275  */
276  inline std::vector<int>
277  getPartIDs () const { return (part_); }
278 
279 
280  /** \brief Get the sfn list. */
281  inline pcl::Indices
282  getSFN () const { return (sfn_); }
283 
284  /** \brief Get the ffn list. */
285  inline pcl::Indices
286  getFFN () const { return (ffn_); }
287 
288  protected:
289  /** \brief The nearest neighbor distance multiplier to obtain the final search radius. */
290  double mu_;
291 
292  /** \brief The nearest neighbors search radius for each point and the maximum edge length. */
294 
295  /** \brief The maximum number of nearest neighbors accepted by searching. */
296  int nnn_;
297 
298  /** \brief The preferred minimum angle for the triangles. */
300 
301  /** \brief The maximum angle for the triangles. */
303 
304  /** \brief Maximum surface angle. */
305  double eps_angle_;
306 
307  /** \brief Set this to true if the normals of the input are consistently oriented. */
309 
310  /** \brief Set this to true if the output triangle vertices should be consistently oriented. */
312 
313  private:
314  /** \brief Struct for storing the angles to nearest neighbors **/
315  struct nnAngle
316  {
317  double angle;
318  pcl::index_t index;
319  pcl::index_t nnIndex;
320  bool visible;
321  };
322 
323  /** \brief Struct for storing the edges starting from a fringe point **/
324  struct doubleEdge
325  {
326  doubleEdge () : index (0) {}
327  int index;
328  Eigen::Vector2f first;
329  Eigen::Vector2f second;
330  };
331 
332  // Variables made global to decrease the number of parameters to helper functions
333 
334  /** \brief Temporary variable to store a triangle (as a set of point indices) **/
335  pcl::Vertices triangle_;
336  /** \brief Temporary variable to store point coordinates **/
337  std::vector<Eigen::Vector3f, Eigen::aligned_allocator<Eigen::Vector3f> > coords_;
338 
339  /** \brief A list of angles to neighbors **/
340  std::vector<nnAngle> angles_;
341  /** \brief Index of the current query point **/
342  pcl::index_t R_;
343  /** \brief List of point states **/
344  std::vector<int> state_;
345  /** \brief List of sources **/
346  pcl::Indices source_;
347  /** \brief List of fringe neighbors in one direction **/
348  pcl::Indices ffn_;
349  /** \brief List of fringe neighbors in other direction **/
350  pcl::Indices sfn_;
351  /** \brief Connected component labels for each point **/
352  std::vector<int> part_;
353  /** \brief Points on the outer edge from which the mesh has to be grown **/
354  std::vector<int> fringe_queue_;
355 
356  /** \brief Flag to set if the current point is free **/
357  bool is_current_free_;
358  /** \brief Current point's index **/
359  pcl::index_t current_index_;
360  /** \brief Flag to set if the previous point is the first fringe neighbor **/
361  bool prev_is_ffn_;
362  /** \brief Flag to set if the next point is the second fringe neighbor **/
363  bool prev_is_sfn_;
364  /** \brief Flag to set if the next point is the first fringe neighbor **/
365  bool next_is_ffn_;
366  /** \brief Flag to set if the next point is the second fringe neighbor **/
367  bool next_is_sfn_;
368  /** \brief Flag to set if the first fringe neighbor was changed **/
369  bool changed_1st_fn_;
370  /** \brief Flag to set if the second fringe neighbor was changed **/
371  bool changed_2nd_fn_;
372  /** \brief New boundary point **/
373  pcl::index_t new2boundary_;
374 
375  /** \brief Flag to set if the next neighbor was already connected in the previous step.
376  * To avoid inconsistency it should not be connected again.
377  */
378  bool already_connected_;
379 
380  /** \brief Point coordinates projected onto the plane defined by the point normal **/
381  Eigen::Vector3f proj_qp_;
382  /** \brief First coordinate vector of the 2D coordinate frame **/
383  Eigen::Vector3f u_;
384  /** \brief Second coordinate vector of the 2D coordinate frame **/
385  Eigen::Vector3f v_;
386  /** \brief 2D coordinates of the first fringe neighbor **/
387  Eigen::Vector2f uvn_ffn_;
388  /** \brief 2D coordinates of the second fringe neighbor **/
389  Eigen::Vector2f uvn_sfn_;
390  /** \brief 2D coordinates of the first fringe neighbor of the next point **/
391  Eigen::Vector2f uvn_next_ffn_;
392  /** \brief 2D coordinates of the second fringe neighbor of the next point **/
393  Eigen::Vector2f uvn_next_sfn_;
394 
395  /** \brief Temporary variable to store 3 coordinates **/
396  Eigen::Vector3f tmp_;
397 
398  /** \brief The actual surface reconstruction method.
399  * \param[out] output the resultant polygonal mesh
400  */
401  void
402  performReconstruction (pcl::PolygonMesh &output) override;
403 
404  /** \brief The actual surface reconstruction method.
405  * \param[out] polygons the resultant polygons, as a set of vertices. The Vertices structure contains an array of point indices.
406  */
407  void
408  performReconstruction (std::vector<pcl::Vertices> &polygons) override;
409 
410  /** \brief The actual surface reconstruction method.
411  * \param[out] polygons the resultant polygons, as a set of vertices. The Vertices structure contains an array of point indices.
412  */
413  bool
414  reconstructPolygons (std::vector<pcl::Vertices> &polygons);
415 
416  /** \brief Class get name method. */
417  std::string
418  getClassName () const override { return ("GreedyProjectionTriangulation"); }
419 
420  /** \brief Forms a new triangle by connecting the current neighbor to the query point
421  * and the previous neighbor
422  * \param[out] polygons the polygon mesh to be updated
423  * \param[in] prev_index index of the previous point
424  * \param[in] next_index index of the next point
425  * \param[in] next_next_index index of the point after the next one
426  * \param[in] uvn_current 2D coordinate of the current point
427  * \param[in] uvn_prev 2D coordinates of the previous point
428  * \param[in] uvn_next 2D coordinates of the next point
429  */
430  void
431  connectPoint (std::vector<pcl::Vertices> &polygons,
432  const pcl::index_t prev_index,
433  const pcl::index_t next_index,
434  const pcl::index_t next_next_index,
435  const Eigen::Vector2f &uvn_current,
436  const Eigen::Vector2f &uvn_prev,
437  const Eigen::Vector2f &uvn_next);
438 
439  /** \brief Whenever a query point is part of a boundary loop containing 3 points, that triangle is created
440  * (called if angle constraints make it possible)
441  * \param[out] polygons the polygon mesh to be updated
442  */
443  void
444  closeTriangle (std::vector<pcl::Vertices> &polygons);
445 
446  /** \brief Get the list of containing triangles for each vertex in a PolygonMesh
447  * \param[in] polygonMesh the input polygon mesh
448  */
449  std::vector<std::vector<std::size_t> >
450  getTriangleList (const pcl::PolygonMesh &input);
451 
452  /** \brief Add a new triangle to the current polygon mesh
453  * \param[in] a index of the first vertex
454  * \param[in] b index of the second vertex
455  * \param[in] c index of the third vertex
456  * \param[out] polygons the polygon mesh to be updated
457  */
458  inline void
459  addTriangle (pcl::index_t a, pcl::index_t b, pcl::index_t c, std::vector<pcl::Vertices> &polygons)
460  {
461  triangle_.vertices.resize (3);
463  {
464  const PointInT p = input_->at (indices_->at (a));
465  const Eigen::Vector3f pv = p.getVector3fMap ();
466  if (p.getNormalVector3fMap ().dot (
467  (pv - input_->at (indices_->at (b)).getVector3fMap ()).cross (
468  pv - input_->at (indices_->at (c)).getVector3fMap ()) ) > 0)
469  {
470  triangle_.vertices[0] = a;
471  triangle_.vertices[1] = b;
472  triangle_.vertices[2] = c;
473  }
474  else
475  {
476  triangle_.vertices[0] = a;
477  triangle_.vertices[1] = c;
478  triangle_.vertices[2] = b;
479  }
480  }
481  else
482  {
483  triangle_.vertices[0] = a;
484  triangle_.vertices[1] = b;
485  triangle_.vertices[2] = c;
486  }
487  polygons.push_back (triangle_);
488  }
489 
490  /** \brief Add a new vertex to the advancing edge front and set its source point
491  * \param[in] v index of the vertex that was connected
492  * \param[in] s index of the source point
493  */
494  inline void
495  addFringePoint (int v, int s)
496  {
497  source_[v] = s;
498  part_[v] = part_[s];
499  fringe_queue_.push_back(v);
500  }
501 
502  /** \brief Function for ascending sort of nnAngle, taking visibility into account
503  * (angles to visible neighbors will be first, to the invisible ones after).
504  * \param[in] a1 the first angle
505  * \param[in] a2 the second angle
506  */
507  static inline bool
508  nnAngleSortAsc (const nnAngle& a1, const nnAngle& a2)
509  {
510  if (a1.visible == a2.visible)
511  return (a1.angle < a2.angle);
512  return a1.visible;
513  }
514  };
515 
516 } // namespace pcl
517 
518 #ifdef PCL_NO_PRECOMPILE
519 #include <pcl/surface/impl/gp3.hpp>
520 #endif
GreedyProjectionTriangulation is an implementation of a greedy triangulation algorithm for 3D points ...
Definition: gp3.h:131
void setSearchRadius(double radius)
Set the sphere radius that is to be used for determining the k-nearest neighbors used for triangulati...
Definition: gp3.h:206
double eps_angle_
Maximum surface angle.
Definition: gp3.h:305
double maximum_angle_
The maximum angle for the triangles.
Definition: gp3.h:302
double getMaximumAngle() const
Get the parameter for distance based weighting of neighbors.
Definition: gp3.h:232
int getMaximumNearestNeighbors() const
Get the maximum number of nearest neighbors to be searched for.
Definition: gp3.h:199
void setConsistentVertexOrdering(bool consistent_ordering)
Set the flag to order the resulting triangle vertices consistently (positive direction around normal)...
Definition: gp3.h:261
typename PointCloudIn::ConstPtr PointCloudInConstPtr
Definition: gp3.h:145
bool getNormalConsistency() const
Get the flag for consistently oriented normals.
Definition: gp3.h:254
pcl::Indices getFFN() const
Get the ffn list.
Definition: gp3.h:286
bool consistent_ordering_
Set this to true if the output triangle vertices should be consistently oriented.
Definition: gp3.h:311
shared_ptr< const GreedyProjectionTriangulation< PointInT > > ConstPtr
Definition: gp3.h:134
bool getConsistentVertexOrdering() const
Get the flag signaling consistently ordered triangle vertices.
Definition: gp3.h:265
int nnn_
The maximum number of nearest neighbors accepted by searching.
Definition: gp3.h:296
double getMaximumSurfaceAngle() const
Get the maximum surface angle.
Definition: gp3.h:244
pcl::Indices getSFN() const
Get the sfn list.
Definition: gp3.h:282
typename PointCloudIn::Ptr PointCloudInPtr
Definition: gp3.h:144
double mu_
The nearest neighbor distance multiplier to obtain the final search radius.
Definition: gp3.h:290
double search_radius_
The nearest neighbors search radius for each point and the maximum edge length.
Definition: gp3.h:293
typename KdTree::Ptr KdTreePtr
Definition: gp3.h:141
void setNormalConsistency(bool consistent)
Set the flag if the input normals are oriented consistently.
Definition: gp3.h:250
void setMaximumNearestNeighbors(int nnn)
Set the maximum number of nearest neighbors to be searched for.
Definition: gp3.h:195
bool consistent_
Set this to true if the normals of the input are consistently oriented.
Definition: gp3.h:308
GreedyProjectionTriangulation()
Empty constructor.
Definition: gp3.h:157
std::vector< int > getPartIDs() const
Get the ID of each point after reconstruction.
Definition: gp3.h:277
double getSearchRadius() const
Get the sphere radius used for determining the k-nearest neighbors.
Definition: gp3.h:210
double getMu() const
Get the nearest neighbor distance multiplier.
Definition: gp3.h:189
double getMinimumAngle() const
Get the parameter for distance based weighting of neighbors.
Definition: gp3.h:221
void setMinimumAngle(double minimum_angle)
Set the minimum angle each triangle should have.
Definition: gp3.h:217
double minimum_angle_
The preferred minimum angle for the triangles.
Definition: gp3.h:299
shared_ptr< GreedyProjectionTriangulation< PointInT > > Ptr
Definition: gp3.h:133
void setMaximumAngle(double maximum_angle)
Set the maximum angle each triangle can have.
Definition: gp3.h:228
void setMu(double mu)
Set the multiplier of the nearest neighbor distance to obtain the final search radius for each point ...
Definition: gp3.h:185
std::vector< int > getPointStates() const
Get the state of each point after reconstruction.
Definition: gp3.h:271
void setMaximumSurfaceAngle(double eps_angle)
Don't consider points for triangulation if their normal deviates more than this value from the query ...
Definition: gp3.h:240
KdTree represents the base spatial locator class for kd-tree implementations.
Definition: kdtree.h:56
shared_ptr< KdTree< PointT > > Ptr
Definition: kdtree.h:69
MeshConstruction represents a base surface reconstruction class.
PointCloudConstPtr input_
The input point cloud dataset.
Definition: pcl_base.h:147
IndicesPtr indices_
A pointer to the vector of point indices to use.
Definition: pcl_base.h:150
shared_ptr< PointCloud< PointInT > > Ptr
Definition: point_cloud.h:413
shared_ptr< const PointCloud< PointInT > > ConstPtr
Definition: point_cloud.h:414
bool isVisible(const Eigen::Vector2f &X, const Eigen::Vector2f &S1, const Eigen::Vector2f &S2, const Eigen::Vector2f &R=Eigen::Vector2f::Zero())
Returns if a point X is visible from point R (or the origin) when taking into account the segment bet...
Definition: gp3.h:64
detail::int_type_t< detail::index_type_size, detail::index_type_signed > index_t
Type used for an index in PCL.
Definition: types.h:112
IndicesAllocator<> Indices
Type used for indices in PCL.
Definition: types.h:133
#define M_PI
Definition: pcl_macros.h:201
Describes a set of vertices in a polygon mesh, by basically storing an array of indices.
Definition: Vertices.h:15
Indices vertices
Definition: Vertices.h:18