// Copyright 2021 TIER IV, Inc. // // 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. #include "lidar_centerpoint/preprocess/voxel_generator.hpp" #include namespace centerpoint { VoxelGeneratorTemplate::VoxelGeneratorTemplate( const DensificationParam & param, const CenterPointConfig & config) : config_(config) { pd_ptr_ = std::make_unique(param); range_[0] = config.range_min_x_; range_[1] = config.range_min_y_; range_[2] = config.range_min_z_; range_[3] = config.range_max_x_; range_[4] = config.range_max_y_; range_[5] = config.range_max_z_; grid_size_[0] = config.grid_size_x_; grid_size_[1] = config.grid_size_y_; grid_size_[2] = config.grid_size_z_; recip_voxel_size_[0] = 1 / config.voxel_size_x_; recip_voxel_size_[1] = 1 / config.voxel_size_y_; recip_voxel_size_[2] = 1 / config.voxel_size_z_; } bool VoxelGeneratorTemplate::enqueuePointCloud( const sensor_msgs::msg::PointCloud2 & input_pointcloud_msg, const tf2_ros::Buffer & tf_buffer) { return pd_ptr_->enqueuePointCloud(input_pointcloud_msg, tf_buffer); } std::size_t VoxelGenerator::pointsToVoxels( std::vector & voxels, std::vector & coordinates, std::vector & num_points_per_voxel) { // voxels (float): (max_voxel_size * max_point_in_voxel_size * point_feature_size) // coordinates (int): (max_voxel_size * point_dim_size) // num_points_per_voxel (float): (max_voxel_size) const std::size_t grid_size = config_.grid_size_z_ * config_.grid_size_y_ * config_.grid_size_x_; std::vector coord_to_voxel_idx(grid_size, -1); std::size_t voxel_cnt = 0; // @return std::vector point; point.resize(config_.point_feature_size_); std::vector coord_zyx; coord_zyx.resize(config_.point_dim_size_); bool out_of_range; std::size_t point_cnt; int c, coord_idx, voxel_idx; Eigen::Vector3f point_current, point_past; for (auto pc_cache_iter = pd_ptr_->getPointCloudCacheIter(); !pd_ptr_->isCacheEnd(pc_cache_iter); pc_cache_iter++) { auto pc_msg = pc_cache_iter->pointcloud_msg; auto affine_past2current = pd_ptr_->getAffineWorldToCurrent() * pc_cache_iter->affine_past2world; float timelag = static_cast( pd_ptr_->getCurrentTimestamp() - rclcpp::Time(pc_msg.header.stamp).seconds()); for (sensor_msgs::PointCloud2ConstIterator x_iter(pc_msg, "x"), y_iter(pc_msg, "y"), z_iter(pc_msg, "z"); x_iter != x_iter.end(); ++x_iter, ++y_iter, ++z_iter) { point_past << *x_iter, *y_iter, *z_iter; point_current = affine_past2current * point_past; point[0] = point_current.x(); point[1] = point_current.y(); point[2] = point_current.z(); point[3] = timelag; out_of_range = false; for (std::size_t di = 0; di < config_.point_dim_size_; di++) { c = static_cast((point[di] - range_[di]) * recip_voxel_size_[di]); if (c < 0 || c >= grid_size_[di]) { out_of_range = true; break; } coord_zyx[config_.point_dim_size_ - di - 1] = c; } if (out_of_range) { continue; } coord_idx = coord_zyx[0] * config_.grid_size_y_ * config_.grid_size_x_ + coord_zyx[1] * config_.grid_size_x_ + coord_zyx[2]; voxel_idx = coord_to_voxel_idx[coord_idx]; if (voxel_idx == -1) { voxel_idx = voxel_cnt; if (voxel_cnt >= config_.max_voxel_size_) { continue; } voxel_cnt++; coord_to_voxel_idx[coord_idx] = voxel_idx; for (std::size_t di = 0; di < config_.point_dim_size_; di++) { coordinates[voxel_idx * config_.point_dim_size_ + di] = coord_zyx[di]; } } point_cnt = num_points_per_voxel[voxel_idx]; if (point_cnt < config_.max_point_in_voxel_size_) { for (std::size_t fi = 0; fi < config_.point_feature_size_; fi++) { voxels [voxel_idx * config_.max_point_in_voxel_size_ * config_.point_feature_size_ + point_cnt * config_.point_feature_size_ + fi] = point[fi]; } num_points_per_voxel[voxel_idx]++; } } } return voxel_cnt; } } // namespace centerpoint