// ---------------------------------------------------------------------------- // - Open3D: www.open3d.org - // ---------------------------------------------------------------------------- // The MIT License (MIT) // // Copyright (c) 2018 www.open3d.org // // Permission is hereby granted, free of charge, to any person obtaining a copy // of this software and associated documentation files (the "Software"), to deal // in the Software without restriction, including without limitation the rights // to use, copy, modify, merge, publish, distribute, sublicense, and/or sell // copies of the Software, and to permit persons to whom the Software is // furnished to do so, subject to the following conditions: // // The above copyright notice and this permission notice shall be included in // all copies or substantial portions of the Software. // // THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR // IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, // FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE // AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER // LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING // FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS // IN THE SOFTWARE. // ---------------------------------------------------------------------------- #include #include #include #include "Open3D/Open3D.h" using namespace open3d; std::tuple, std::shared_ptr> PreprocessPointCloud(const char *file_name) { auto pcd = open3d::io::CreatePointCloudFromFile(file_name); auto pcd_down = pcd->VoxelDownSample(0.05); pcd_down->EstimateNormals( open3d::geometry::KDTreeSearchParamHybrid(0.1, 30)); auto pcd_fpfh = registration::ComputeFPFHFeature( *pcd_down, open3d::geometry::KDTreeSearchParamHybrid(0.25, 100)); return std::make_tuple(pcd_down, pcd_fpfh); } void VisualizeRegistration(const open3d::geometry::PointCloud &source, const open3d::geometry::PointCloud &target, const Eigen::Matrix4d &Transformation) { std::shared_ptr source_transformed_ptr( new geometry::PointCloud); std::shared_ptr target_ptr(new geometry::PointCloud); *source_transformed_ptr = source; *target_ptr = target; source_transformed_ptr->Transform(Transformation); visualization::DrawGeometries({source_transformed_ptr, target_ptr}, "Registration result"); } int main(int argc, char *argv[]) { using namespace open3d; utility::SetVerbosityLevel(utility::VerbosityLevel::Debug); if (argc != 3 && argc != 4) { utility::LogInfo( "Usage : RegistrationRANSAC [path_to_first_point_cloud] " "[path_to_second_point_cloud] --visualize"); return 1; } bool visualize = false; if (utility::ProgramOptionExists(argc, argv, "--visualize")) visualize = true; std::shared_ptr source, target; std::shared_ptr source_fpfh, target_fpfh; std::tie(source, source_fpfh) = PreprocessPointCloud(argv[1]); std::tie(target, target_fpfh) = PreprocessPointCloud(argv[2]); std::vector< std::reference_wrapper> correspondence_checker; auto correspondence_checker_edge_length = registration::CorrespondenceCheckerBasedOnEdgeLength(0.9); auto correspondence_checker_distance = registration::CorrespondenceCheckerBasedOnDistance(0.075); auto correspondence_checker_normal = registration::CorrespondenceCheckerBasedOnNormal(0.52359878); correspondence_checker.push_back(correspondence_checker_edge_length); correspondence_checker.push_back(correspondence_checker_distance); correspondence_checker.push_back(correspondence_checker_normal); auto registration_result = registration::RegistrationRANSACBasedOnFeatureMatching( *source, *target, *source_fpfh, *target_fpfh, 0.075, registration::TransformationEstimationPointToPoint(false), 4, correspondence_checker, registration::RANSACConvergenceCriteria(4000000, 1000)); if (visualize) VisualizeRegistration(*source, *target, registration_result.transformation_); return 0; }