/* * Software License Agreement (BSD License) * * Point Cloud Library (PCL) - www.pointclouds.org * Copyright (c) 2012-, Open Perception, Inc. * * 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 the copyright holder(s) 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 OWNER 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. * * $Id$ * */ #ifndef PCL_REGISTRATION_DEFAULT_CONVERGENCE_CRITERIA_HPP_ #define PCL_REGISTRATION_DEFAULT_CONVERGENCE_CRITERIA_HPP_ #include namespace pcl { namespace registration { template bool DefaultConvergenceCriteria::hasConverged() { if (convergence_state_ != CONVERGENCE_CRITERIA_NOT_CONVERGED) { // If it already converged or failed before, reset. iterations_similar_transforms_ = 0; convergence_state_ = CONVERGENCE_CRITERIA_NOT_CONVERGED; } bool is_similar = false; PCL_DEBUG("[pcl::DefaultConvergenceCriteria::hasConverged] Iteration %d out of %d.\n", iterations_, max_iterations_); // 1. Number of iterations has reached the maximum user imposed number of iterations if (iterations_ >= max_iterations_) { if (!failure_after_max_iter_) { convergence_state_ = CONVERGENCE_CRITERIA_ITERATIONS; return (true); } convergence_state_ = CONVERGENCE_CRITERIA_FAILURE_AFTER_MAX_ITERATIONS; } // 2. The epsilon (difference) between the previous transformation and the current // estimated transformation double cos_angle = 0.5 * (transformation_.coeff(0, 0) + transformation_.coeff(1, 1) + transformation_.coeff(2, 2) - 1); double translation_sqr = transformation_.coeff(0, 3) * transformation_.coeff(0, 3) + transformation_.coeff(1, 3) * transformation_.coeff(1, 3) + transformation_.coeff(2, 3) * transformation_.coeff(2, 3); PCL_DEBUG("[pcl::DefaultConvergenceCriteria::hasConverged] Current transformation " "gave %f rotation (cosine) and %f translation.\n", cos_angle, translation_sqr); if (cos_angle >= rotation_threshold_ && translation_sqr <= translation_threshold_) { if (iterations_similar_transforms_ >= max_iterations_similar_transforms_) { convergence_state_ = CONVERGENCE_CRITERIA_TRANSFORM; return (true); } is_similar = true; } correspondences_cur_mse_ = calculateMSE(correspondences_); PCL_DEBUG("[pcl::DefaultConvergenceCriteria::hasConverged] Previous / Current MSE " "for correspondences distances is: %f / %f.\n", correspondences_prev_mse_, correspondences_cur_mse_); // 3. The relative sum of Euclidean squared errors is smaller than a user defined // threshold Absolute if (std::abs(correspondences_cur_mse_ - correspondences_prev_mse_) < mse_threshold_absolute_) { if (iterations_similar_transforms_ >= max_iterations_similar_transforms_) { convergence_state_ = CONVERGENCE_CRITERIA_ABS_MSE; return (true); } is_similar = true; } // Relative if (std::abs(correspondences_cur_mse_ - correspondences_prev_mse_) / correspondences_prev_mse_ < mse_threshold_relative_) { if (iterations_similar_transforms_ >= max_iterations_similar_transforms_) { convergence_state_ = CONVERGENCE_CRITERIA_REL_MSE; return (true); } is_similar = true; } if (is_similar) { // Increment the number of transforms that the thresholds are allowed to be similar ++iterations_similar_transforms_; } else { // When the transform becomes large, reset. iterations_similar_transforms_ = 0; } correspondences_prev_mse_ = correspondences_cur_mse_; return (false); } } // namespace registration } // namespace pcl #endif // PCL_REGISTRATION_DEFAULT_CONVERGENCE_CRITERIA_HPP_