Point Cloud Library (PCL) 1.15.1-dev
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boundary.hpp
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40
41#pragma once
42
43#include <pcl/features/boundary.h>
44#include <pcl/common/point_tests.h> // for pcl::isFinite
45
46#include <cfloat>
47
48#ifdef _OPENMP
49#include <omp.h>
50#endif
51
52template <typename PointInT, typename PointNT, typename PointOutT>
53void
55 unsigned int nr_threads)
56{
57#ifdef _OPENMP
58 if (nr_threads == 0)
59 threads_ = omp_get_num_procs();
60 else
61 threads_ = nr_threads;
62 PCL_DEBUG("[pcl::BoundaryEstimation::setNumberOfThreads] Setting number of threads "
63 "to %u.\n",
64 threads_);
65#else
66 threads_ = 1;
67 if (nr_threads != 1)
68 PCL_WARN(
69 "[pcl::BoundaryEstimation::setNumberOfThreads] Parallelization is requested, "
70 "but OpenMP is not available! Continuing without parallelization.\n");
71#endif // _OPENMP
72}
73
74//////////////////////////////////////////////////////////////////////////////////////////////
75template <typename PointInT, typename PointNT, typename PointOutT> bool
77 const pcl::PointCloud<PointInT> &cloud, int q_idx,
78 const pcl::Indices &indices,
79 const Eigen::Vector4f &u, const Eigen::Vector4f &v,
80 const float angle_threshold) const
81{
82 return (isBoundaryPoint (cloud, cloud[q_idx], indices, u, v, angle_threshold));
83}
84
85//////////////////////////////////////////////////////////////////////////////////////////////
86template <typename PointInT, typename PointNT, typename PointOutT> bool
88 const pcl::PointCloud<PointInT> &cloud, const PointInT &q_point,
89 const pcl::Indices &indices,
90 const Eigen::Vector4f &u, const Eigen::Vector4f &v,
91 const float angle_threshold) const
92{
93 if (indices.size () < 3)
94 return (false);
95
96 if (!std::isfinite (q_point.x) || !std::isfinite (q_point.y) || !std::isfinite (q_point.z))
97 return (false);
98
99 // Compute the angles between each neighboring point and the query point itself
100 std::vector<float> angles (indices.size ());
101 float max_dif = 0, dif;
102 int cp = 0;
103
104 for (const auto &index : indices)
105 {
106 if (!std::isfinite (cloud[index].x) ||
107 !std::isfinite (cloud[index].y) ||
108 !std::isfinite (cloud[index].z))
109 continue;
110
111 Eigen::Vector4f delta = cloud[index].getVector4fMap () - q_point.getVector4fMap ();
112 if (delta == Eigen::Vector4f::Zero())
113 continue;
114
115 angles[cp++] = std::atan2 (v.dot (delta), u.dot (delta)); // the angles are fine between -PI and PI too
116 }
117 if (cp == 0)
118 return (false);
119
120 angles.resize (cp);
121 std::sort (angles.begin (), angles.end ());
122
123 // Compute the maximal angle difference between two consecutive angles
124 for (std::size_t i = 0; i < angles.size () - 1; ++i)
125 {
126 dif = angles[i + 1] - angles[i];
127 if (max_dif < dif)
128 max_dif = dif;
129 }
130 // Get the angle difference between the last and the first
131 dif = 2 * static_cast<float> (M_PI) - angles[angles.size () - 1] + angles[0];
132 if (max_dif < dif)
133 max_dif = dif;
134
135 // Check results
136 return (max_dif > angle_threshold);
137}
138
139//////////////////////////////////////////////////////////////////////////////////////////////
140template <typename PointInT, typename PointNT, typename PointOutT> void
142{
143 // Allocate enough space to hold the results
144 // \note This resize is irrelevant for a radiusSearch ().
145 pcl::Indices nn_indices (k_);
146 std::vector<float> nn_dists (k_);
147
148 Eigen::Vector4f u = Eigen::Vector4f::Zero (), v = Eigen::Vector4f::Zero ();
149
150 output.is_dense = true;
151 // Save a few cycles by not checking every point for NaN/Inf values if the cloud is set to dense
152 if (input_->is_dense)
153 {
154 #pragma omp parallel for \
155 default(none) \
156 shared(output) \
157 firstprivate(nn_indices, nn_dists, u, v) \
158 num_threads(threads_) \
159 schedule(dynamic, chunk_size_)
160 // Iterating over the entire index vector
161 for (std::ptrdiff_t idx = 0; idx < static_cast<std::ptrdiff_t>(indices_->size());
162 ++idx)
163 {
164 if (this->searchForNeighbors ((*indices_)[idx], search_parameter_, nn_indices, nn_dists) == 0)
165 {
166 output[idx].boundary_point = std::numeric_limits<std::uint8_t>::quiet_NaN ();
167 output.is_dense = false;
168 continue;
169 }
170
171 // Obtain a coordinate system on the least-squares plane
172 //v = (*normals_)[(*indices_)[idx]].getNormalVector4fMap ().unitOrthogonal ();
173 //u = (*normals_)[(*indices_)[idx]].getNormalVector4fMap ().cross3 (v);
174 getCoordinateSystemOnPlane ((*normals_)[(*indices_)[idx]], u, v);
175
176 // Estimate whether the point is lying on a boundary surface or not
177 output[idx].boundary_point = isBoundaryPoint (*surface_, (*input_)[(*indices_)[idx]], nn_indices, u, v, angle_threshold_);
178 }
179 }
180 else
181 {
182 #pragma omp parallel for \
183 default(none) \
184 shared(output) \
185 firstprivate(nn_indices, nn_dists, u, v) \
186 num_threads(threads_) \
187 schedule(dynamic, chunk_size_)
188 // Iterating over the entire index vector
189 for (std::ptrdiff_t idx = 0; idx < static_cast<std::ptrdiff_t>(indices_->size());
190 ++idx)
191 {
192 if (!isFinite ((*input_)[(*indices_)[idx]]) ||
193 this->searchForNeighbors ((*indices_)[idx], search_parameter_, nn_indices, nn_dists) == 0)
194 {
195 output[idx].boundary_point = std::numeric_limits<std::uint8_t>::quiet_NaN ();
196 output.is_dense = false;
197 continue;
198 }
199
200 // Obtain a coordinate system on the least-squares plane
201 //v = (*normals_)[(*indices_)[idx]].getNormalVector4fMap ().unitOrthogonal ();
202 //u = (*normals_)[(*indices_)[idx]].getNormalVector4fMap ().cross3 (v);
203 getCoordinateSystemOnPlane ((*normals_)[(*indices_)[idx]], u, v);
204
205 // Estimate whether the point is lying on a boundary surface or not
206 output[idx].boundary_point = isBoundaryPoint (*surface_, (*input_)[(*indices_)[idx]], nn_indices, u, v, angle_threshold_);
207 }
208 }
209}
210
211#define PCL_INSTANTIATE_BoundaryEstimation(PointInT,PointNT,PointOutT) template class PCL_EXPORTS pcl::BoundaryEstimation<PointInT, PointNT, PointOutT>;
212
void computeFeature(PointCloudOut &output) override
Estimate whether a set of points is lying on surface boundaries using an angle criterion for all poin...
Definition boundary.hpp:141
typename Feature< PointInT, PointOutT >::PointCloudOut PointCloudOut
Definition boundary.h:98
void setNumberOfThreads(unsigned int nr_threads=0)
Initialize the scheduler and set the number of threads to use.
Definition boundary.hpp:54
bool isBoundaryPoint(const pcl::PointCloud< PointInT > &cloud, int q_idx, const pcl::Indices &indices, const Eigen::Vector4f &u, const Eigen::Vector4f &v, const float angle_threshold) const
Check whether a point is a boundary point in a planar patch of projected points given by indices.
Definition boundary.hpp:76
PointCloud represents the base class in PCL for storing collections of 3D points.
bool isFinite(const PointT &pt)
Tests if the 3D components of a point are all finite param[in] pt point to be tested return true if f...
Definition point_tests.h:56
IndicesAllocator<> Indices
Type used for indices in PCL.
Definition types.h:133
#define M_PI
Definition pcl_macros.h:201