/* * Copyright 2016 The Cartographer Authors * * Licensed under the Apache License, Version 2.0 (the "License"); * you may not use this file except in compliance with the License. * You may obtain a copy of the License at * * http://www.apache.org/licenses/LICENSE-2.0 * * Unless required by applicable law or agreed to in writing, software * distributed under the License is distributed on an "AS IS" BASIS, * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. * See the License for the specific language governing permissions and * limitations under the License. */ #ifndef CARTOGRAPHER_IO_OUTLIER_REMOVING_POINTS_PROCESSOR_H_ #define CARTOGRAPHER_IO_OUTLIER_REMOVING_POINTS_PROCESSOR_H_ #include "cartographer/common/lua_parameter_dictionary.h" #include "cartographer/io/points_processor.h" #include "cartographer/mapping/3d/hybrid_grid.h" namespace cartographer { namespace io { // Voxel filters the data and only passes on points that we believe are on // non-moving objects. class OutlierRemovingPointsProcessor : public PointsProcessor { public: constexpr static const char* kConfigurationFileActionName = "voxel_filter_and_remove_moving_objects"; OutlierRemovingPointsProcessor(double voxel_size, double miss_per_hit_limit, PointsProcessor* next); static std::unique_ptr FromDictionary( common::LuaParameterDictionary* dictionary, PointsProcessor* next); ~OutlierRemovingPointsProcessor() override {} OutlierRemovingPointsProcessor(const OutlierRemovingPointsProcessor&) = delete; OutlierRemovingPointsProcessor& operator=( const OutlierRemovingPointsProcessor&) = delete; void Process(std::unique_ptr batch) override; FlushResult Flush() override; private: // To reduce memory consumption by not having to keep all rays in memory, we // filter outliers in three phases each going over all data: First we compute // all voxels containing any hits, then we compute the rays passing through // each of these voxels, and finally we output all hits in voxels that are // considered obstructed. struct VoxelData { int hits = 0; int rays = 0; }; enum class State { kPhase1, kPhase2, kPhase3, }; // First phase counts the number of hits per voxel. void ProcessInPhaseOne(const PointsBatch& batch); // Second phase counts how many rays pass through each voxel. This is only // done for voxels that contain hits. This is to reduce memory consumption by // not adding data to free voxels. void ProcessInPhaseTwo(const PointsBatch& batch); // Third phase produces the output containing all inliers. We consider each // hit an inlier if it is inside a voxel that has a sufficiently high // hit-to-ray ratio. void ProcessInPhaseThree(std::unique_ptr batch); const double voxel_size_; const double miss_per_hit_limit_; PointsProcessor* const next_; State state_; mapping::HybridGridBase voxels_; }; } // namespace io } // namespace cartographer #endif // CARTOGRAPHER_IO_OUTLIER_REMOVING_POINTS_PROCESSOR_H_