File: bspline_fitting.cpp

package info (click to toggle)
pcl 1.8.0%2Bdfsg1-4%2Bdeb9u1
  • links: PTS, VCS
  • area: main
  • in suites: stretch
  • size: 141,092 kB
  • sloc: cpp: 515,897; xml: 28,792; ansic: 13,844; python: 539; lisp: 93; makefile: 85; sh: 27
file content (219 lines) | stat: -rw-r--r-- 7,271 bytes parent folder | download | duplicates (6)
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
#include <pcl/point_cloud.h>
#include <pcl/point_types.h>
#include <pcl/io/pcd_io.h>

#include <pcl/visualization/pcl_visualizer.h>
#include <pcl/surface/on_nurbs/fitting_surface_tdm.h>
#include <pcl/surface/on_nurbs/fitting_curve_2d_asdm.h>
#include <pcl/surface/on_nurbs/triangulation.h>

typedef pcl::PointXYZ Point;

void
PointCloud2Vector3d (pcl::PointCloud<Point>::Ptr cloud, pcl::on_nurbs::vector_vec3d &data);

void
visualizeCurve (ON_NurbsCurve &curve,
                ON_NurbsSurface &surface,
                pcl::visualization::PCLVisualizer &viewer);

int
main (int argc, char *argv[])
{
  std::string pcd_file, file_3dm;

  if (argc < 3)
  {
    printf ("\nUsage: pcl_example_nurbs_fitting_surface pcd<PointXYZ>-in-file 3dm-out-file\n\n");
    exit (0);
  }
  pcd_file = argv[1];
  file_3dm = argv[2];

  pcl::visualization::PCLVisualizer viewer ("B-spline surface fitting");
  viewer.setSize (800, 600);

  // ############################################################################
  // load point cloud

  printf ("  loading %s\n", pcd_file.c_str ());
  pcl::PointCloud<Point>::Ptr cloud (new pcl::PointCloud<Point>);
  pcl::PCLPointCloud2 cloud2;
  pcl::on_nurbs::NurbsDataSurface data;

  if (pcl::io::loadPCDFile (pcd_file, cloud2) == -1)
    throw std::runtime_error ("  PCD file not found.");

  fromPCLPointCloud2 (cloud2, *cloud);
  PointCloud2Vector3d (cloud, data.interior);
  pcl::visualization::PointCloudColorHandlerCustom<Point> handler (cloud, 0, 255, 0);
  viewer.addPointCloud<Point> (cloud, handler, "cloud_cylinder");
  printf ("  %lu points in data set\n", cloud->size ());

  // ############################################################################
  // fit B-spline surface

  // parameters
  unsigned order (3);
  unsigned refinement (5);
  unsigned iterations (10);
  unsigned mesh_resolution (256);

  pcl::on_nurbs::FittingSurface::Parameter params;
  params.interior_smoothness = 0.2;
  params.interior_weight = 1.0;
  params.boundary_smoothness = 0.2;
  params.boundary_weight = 0.0;

  // initialize
  printf ("  surface fitting ...\n");
  ON_NurbsSurface nurbs = pcl::on_nurbs::FittingSurface::initNurbsPCABoundingBox (order, &data);
  pcl::on_nurbs::FittingSurface fit (&data, nurbs);
  //  fit.setQuiet (false); // enable/disable debug output

  // mesh for visualization
  pcl::PolygonMesh mesh;
  pcl::PointCloud<pcl::PointXYZ>::Ptr mesh_cloud (new pcl::PointCloud<pcl::PointXYZ>);
  std::vector<pcl::Vertices> mesh_vertices;
  std::string mesh_id = "mesh_nurbs";
  pcl::on_nurbs::Triangulation::convertSurface2PolygonMesh (fit.m_nurbs, mesh, mesh_resolution);
  viewer.addPolygonMesh (mesh, mesh_id);

  // surface refinement
  for (unsigned i = 0; i < refinement; i++)
  {
    fit.refine (0);
    fit.refine (1);
    fit.assemble (params);
    fit.solve ();
    pcl::on_nurbs::Triangulation::convertSurface2Vertices (fit.m_nurbs, mesh_cloud, mesh_vertices, mesh_resolution);
    viewer.updatePolygonMesh<pcl::PointXYZ> (mesh_cloud, mesh_vertices, mesh_id);
    viewer.spinOnce ();
  }

  // surface fitting with final refinement level
  for (unsigned i = 0; i < iterations; i++)
  {
    fit.assemble (params);
    fit.solve ();
    pcl::on_nurbs::Triangulation::convertSurface2Vertices (fit.m_nurbs, mesh_cloud, mesh_vertices, mesh_resolution);
    viewer.updatePolygonMesh<pcl::PointXYZ> (mesh_cloud, mesh_vertices, mesh_id);
    viewer.spinOnce ();
  }

  // ############################################################################
  // fit B-spline curve

  // parameters
  pcl::on_nurbs::FittingCurve2dAPDM::FitParameter curve_params;
  curve_params.addCPsAccuracy = 5e-2;
  curve_params.addCPsIteration = 3;
  curve_params.maxCPs = 200;
  curve_params.accuracy = 1e-3;
  curve_params.iterations = 100;

  curve_params.param.closest_point_resolution = 0;
  curve_params.param.closest_point_weight = 1.0;
  curve_params.param.closest_point_sigma2 = 0.1;
  curve_params.param.interior_sigma2 = 0.00001;
  curve_params.param.smooth_concavity = 1.0;
  curve_params.param.smoothness = 1.0;

  // initialisation (circular)
  printf ("  curve fitting ...\n");
  pcl::on_nurbs::NurbsDataCurve2d curve_data;
  curve_data.interior = data.interior_param;
  curve_data.interior_weight_function.push_back (true);
  ON_NurbsCurve curve_nurbs = pcl::on_nurbs::FittingCurve2dAPDM::initNurbsCurve2D (order, curve_data.interior);

  // curve fitting
  pcl::on_nurbs::FittingCurve2dASDM curve_fit (&curve_data, curve_nurbs);
  // curve_fit.setQuiet (false); // enable/disable debug output
  curve_fit.fitting (curve_params);
  visualizeCurve (curve_fit.m_nurbs, fit.m_nurbs, viewer);

  // ############################################################################
  // triangulation of trimmed surface

  printf ("  triangulate trimmed surface ...\n");
  viewer.removePolygonMesh (mesh_id);
  pcl::on_nurbs::Triangulation::convertTrimmedSurface2PolygonMesh (fit.m_nurbs, curve_fit.m_nurbs, mesh,
                                                                   mesh_resolution);
  viewer.addPolygonMesh (mesh, mesh_id);


  // save trimmed B-spline surface
  if ( fit.m_nurbs.IsValid() )
  {
    ONX_Model model;
    ONX_Model_Object& surf = model.m_object_table.AppendNew();
    surf.m_object = new ON_NurbsSurface(fit.m_nurbs);
    surf.m_bDeleteObject = true;
    surf.m_attributes.m_layer_index = 1;
    surf.m_attributes.m_name = "surface";

    ONX_Model_Object& curv = model.m_object_table.AppendNew();
    curv.m_object = new ON_NurbsCurve(curve_fit.m_nurbs);
    curv.m_bDeleteObject = true;
    curv.m_attributes.m_layer_index = 2;
    curv.m_attributes.m_name = "trimming curve";

    model.Write(file_3dm.c_str());
    printf("  model saved: %s\n", file_3dm.c_str());
  }

  printf ("  ... done.\n");

  viewer.spin ();
  return 0;
}

void
PointCloud2Vector3d (pcl::PointCloud<Point>::Ptr cloud, pcl::on_nurbs::vector_vec3d &data)
{
  for (unsigned i = 0; i < cloud->size (); i++)
  {
    Point &p = cloud->at (i);
    if (!pcl_isnan (p.x) && !pcl_isnan (p.y) && !pcl_isnan (p.z))
      data.push_back (Eigen::Vector3d (p.x, p.y, p.z));
  }
}

void
visualizeCurve (ON_NurbsCurve &curve, ON_NurbsSurface &surface, pcl::visualization::PCLVisualizer &viewer)
{
  pcl::PointCloud<pcl::PointXYZRGB>::Ptr curve_cloud (new pcl::PointCloud<pcl::PointXYZRGB>);

  pcl::on_nurbs::Triangulation::convertCurve2PointCloud (curve, surface, curve_cloud, 4);
  for (std::size_t i = 0; i < curve_cloud->size () - 1; i++)
  {
    pcl::PointXYZRGB &p1 = curve_cloud->at (i);
    pcl::PointXYZRGB &p2 = curve_cloud->at (i + 1);
    std::ostringstream os;
    os << "line" << i;
    viewer.removeShape (os.str ());
    viewer.addLine<pcl::PointXYZRGB> (p1, p2, 1.0, 0.0, 0.0, os.str ());
  }

  pcl::PointCloud<pcl::PointXYZRGB>::Ptr curve_cps (new pcl::PointCloud<pcl::PointXYZRGB>);
  for (int i = 0; i < curve.CVCount (); i++)
  {
    ON_3dPoint p1;
    curve.GetCV (i, p1);

    double pnt[3];
    surface.Evaluate (p1.x, p1.y, 0, 3, pnt);
    pcl::PointXYZRGB p2;
    p2.x = float (pnt[0]);
    p2.y = float (pnt[1]);
    p2.z = float (pnt[2]);

    p2.r = 255;
    p2.g = 0;
    p2.b = 0;

    curve_cps->push_back (p2);
  }
  viewer.removePointCloud ("cloud_cps");
  viewer.addPointCloud (curve_cps, "cloud_cps");
}