/* * Software License Agreement (BSD License) * * Point Cloud Library (PCL) - www.pointclouds.org * Copyright (c) 2010-2011, Willow Garage, 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 Willow Garage, Inc. 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. * */ #pragma once #include #include #include #include #include namespace pcl { /** Utility class for evaluating a fern. */ template class FernEvaluator { public: /** Constructor. */ FernEvaluator(); /** Destructor. */ virtual ~FernEvaluator(); /** Evaluates the specified examples using the supplied tree. * * \param[in] fern the decision tree * \param[in] feature_handler the feature handler used to train the tree * \param[in] stats_estimator the statistics estimation instance used while training * the tree * \param[in] data_set the data set used for evaluation * \param[in] examples the examples that have to be evaluated * \param[out] label_data the destination for the resulting label data */ void evaluate( pcl::Fern& fern, pcl::FeatureHandler& feature_handler, pcl::StatsEstimator& stats_estimator, DataSet& data_set, std::vector& examples, std::vector& label_data); /** Evaluates the specified examples using the supplied tree and adds the * results to the supplied results array. * * \param[in] fern the decision tree * \param[in] feature_handler the feature handler used to train the tree * \param[in] stats_estimator the statistics estimation instance used while training * the tree * \param[in] data_set the data set used for evaluation * \param[in] examples the examples that have to be evaluated * \param[out] label_data the destination where the resulting label data is added to */ void evaluateAndAdd( pcl::Fern& fern, pcl::FeatureHandler& feature_handler, pcl::StatsEstimator& stats_estimator, DataSet& data_set, std::vector& examples, std::vector& label_data); /** Evaluates the specified examples using the supplied tree. * * \param[in] fern the decision tree * \param[in] feature_handler the feature handler used to train the tree * \param[in] stats_estimator the statistics estimation instance used while training * the tree * \param[in] data_set the data set used for evaluation * \param[in] examples the examples that have to be evaluated * \param[out] nodes the leaf-nodes reached while evaluation */ void getNodes( pcl::Fern& fern, pcl::FeatureHandler& feature_handler, pcl::StatsEstimator& stats_estimator, DataSet& data_set, std::vector& examples, std::vector& nodes); }; } // namespace pcl #include