// Copyright (c) 2022, ETH Zurich and UNC Chapel Hill. // All rights reserved. // // Redistribution and use in source and binary forms, with or without // modification, are permitted provided that the following conditions are met: // // * Redistributions of source code must retain the above copyright // notice, this list of conditions and the following disclaimer. // // * Redistributions in binary form must reproduce the above copyright // notice, this list of conditions and the following disclaimer in the // documentation and/or other materials provided with the distribution. // // * Neither the name of ETH Zurich and UNC Chapel Hill nor the names of // its contributors may be used to endorse or promote products derived // from this software without specific prior written permission. // // THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" // AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE // IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE // ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDERS OR CONTRIBUTORS BE // LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR // CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF // SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS // INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN // CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) // ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE // POSSIBILITY OF SUCH DAMAGE. // // Author: Johannes L. Schoenberger (jsch-at-demuc-dot-de) #define TEST_NAME "base/generalized_absolute_pose" #include "util/testing.h" #include #include #include "base/pose.h" #include "base/projection.h" #include "base/similarity_transform.h" #include "estimators/generalized_absolute_pose.h" #include "optim/ransac.h" #include "util/random.h" using namespace colmap; BOOST_AUTO_TEST_CASE(Estimate) { SetPRNGSeed(0); std::vector points3D; points3D.emplace_back(1, 1, 1); points3D.emplace_back(0, 1, 1); points3D.emplace_back(3, 1.0, 4); points3D.emplace_back(3, 1.1, 4); points3D.emplace_back(3, 1.2, 4); points3D.emplace_back(3, 1.3, 4); points3D.emplace_back(3, 1.4, 4); points3D.emplace_back(2, 1, 7); auto points3D_faulty = points3D; for (size_t i = 0; i < points3D.size(); ++i) { points3D_faulty[i](0) = 20; } for (double qx = 0; qx < 1; qx += 0.2) { for (double tx = 0; tx < 1; tx += 0.1) { const int kRefTform = 1; const int kNumTforms = 3; const std::array orig_tforms = {{ SimilarityTransform3(1, Eigen::Vector4d(1, qx, 0, 0), Eigen::Vector3d(tx, -0.1, 0)), SimilarityTransform3(1, Eigen::Vector4d(1, qx, 0, 0), Eigen::Vector3d(tx, 0, 0)), SimilarityTransform3(1, Eigen::Vector4d(1, qx, 0, 0), Eigen::Vector3d(tx, 0.1, 0)), }}; std::array rel_tforms; for (size_t i = 0; i < kNumTforms; ++i) { Eigen::Vector4d rel_qvec; Eigen::Vector3d rel_tvec; ComputeRelativePose(orig_tforms[kRefTform].Rotation(), orig_tforms[kRefTform].Translation(), orig_tforms[i].Rotation(), orig_tforms[i].Translation(), &rel_qvec, &rel_tvec); rel_tforms[i] = ComposeProjectionMatrix(rel_qvec, rel_tvec); } // Project points to camera coordinate system. std::vector points2D; for (size_t i = 0; i < points3D.size(); ++i) { Eigen::Vector3d point3D_camera = points3D[i]; orig_tforms[i % kNumTforms].TransformPoint(&point3D_camera); points2D.emplace_back(); points2D.back().rel_tform = rel_tforms[i % kNumTforms]; points2D.back().xy = point3D_camera.hnormalized(); } RANSACOptions options; options.max_error = 1e-5; RANSAC ransac(options); const auto report = ransac.Estimate(points2D, points3D); BOOST_CHECK_EQUAL(report.success, true); // Test if correct transformation has been determined. const double matrix_diff = (orig_tforms[kRefTform].Matrix().topLeftCorner<3, 4>() - report.model) .norm(); BOOST_CHECK(matrix_diff < 1e-2); // Test residuals of exact points. std::vector residuals; ransac.estimator.Residuals(points2D, points3D, report.model, &residuals); for (size_t i = 0; i < residuals.size(); ++i) { BOOST_CHECK(residuals[i] < 1e-10); } // Test residuals of faulty points. ransac.estimator.Residuals(points2D, points3D_faulty, report.model, &residuals); for (size_t i = 0; i < residuals.size(); ++i) { BOOST_CHECK(residuals[i] > 1e-10); } } } }