#if defined (_MSC_VER) && !defined (_WIN64) #pragma warning(disable:4244) // boost::number_distance::distance() // converts 64 to 32 bits integers #endif #include #include #include #include #include #include #include #include typedef CGAL::Simple_cartesian Kernel; typedef Kernel::Point_3 Point; typedef CGAL::Surface_mesh Mesh; namespace Classification = CGAL::Classification; typedef Classification::Label_handle Label_handle; typedef Classification::Feature_handle Feature_handle; typedef Classification::Label_set Label_set; typedef Classification::Feature_set Feature_set; typedef Classification::Face_descriptor_to_center_of_mass_map Face_point_map; typedef Classification::Face_descriptor_to_face_descriptor_with_bbox_map Face_with_bbox_map; typedef Classification::Mesh_feature_generator Feature_generator; int main (int argc, char** argv) { std::string filename = CGAL::data_file_path("meshes/b9_mesh.off"); std::string filename_config = "data/b9_mesh_config.bin"; if (argc > 1) filename = argv[1]; if (argc > 2) filename_config = argv[2]; Mesh mesh; if(!CGAL::IO::read_polygon_mesh(filename, mesh, // the PLY reader expects a binary file by default CGAL::parameters::use_binary_mode(false))) { std::cerr << "Invalid input." << std::endl; return 1; } std::cerr << "Generating features" << std::endl; CGAL::Real_timer t; t.start(); /////////////////////////////////////////////////////////////////// //! [Generator] Feature_set features; Face_point_map face_point_map (&mesh); // Associates each face to its center of mass std::size_t number_of_scales = 5; Feature_generator generator (mesh, face_point_map, number_of_scales); features.begin_parallel_additions(); generator.generate_point_based_features (features); // Features that consider the mesh as a point set generator.generate_face_based_features (features); // Features computed directly on mesh faces features.end_parallel_additions(); //! [Generator] /////////////////////////////////////////////////////////////////// t.stop(); std::cerr << "Done in " << t.time() << " second(s)" << std::endl; Label_set labels = { "ground", "vegetation", "roof" }; std::vector label_indices(mesh.number_of_faces(), -1); std::cerr << "Using ETHZ Random Forest Classifier" << std::endl; Classification::ETHZ::Random_forest_classifier classifier (labels, features); std::cerr << "Loading configuration" << std::endl; std::ifstream in_config (filename_config, std::ios_base::in | std::ios_base::binary); classifier.load_configuration (in_config); std::cerr << "Classifying with graphcut" << std::endl; t.reset(); t.start(); Classification::classify_with_graphcut (mesh.faces(), Face_with_bbox_map(&mesh), labels, classifier, generator.neighborhood().n_ring_neighbor_query(2), 0.2f, 1, label_indices); t.stop(); std::cerr << "Classification with graphcut done in " << t.time() << " second(s)" << std::endl; return EXIT_SUCCESS; }