From 68fae30258f7c048debe5366db226331104bdce4 Mon Sep 17 00:00:00 2001 From: vividf Date: Fri, 12 Apr 2024 15:15:37 +0900 Subject: [PATCH 01/14] implementation for transformations, radar_types and interfaces are done Signed-off-by: vividf --- .../CMakeLists.txt | 4 + .../marker_radar_lidar_calibrator.hpp | 53 +- .../sensor_residual.hpp | 59 ++ .../transformation_estimator.hpp | 66 ++ .../src/marker_radar_lidar_calibrator.cpp | 602 +++++++++++------- .../src/transformation_estimator.cpp | 183 ++++++ .../marker_radar_lidar_calibrator.launch.xml | 8 +- .../marker_radar_lidar_calibrator.launch.xml | 20 +- .../marker_radar_lidar_calibrator.launch.xml | 18 +- .../ground_plane_calibrator.launch.xml | 54 ++ ...ing_based_base_lidar_calibrator.launch.xml | 76 +++ ...ng_based_lidar_lidar_calibrator.launch.xml | 58 ++ .../marker_radar_lidar_calibrator.launch.xml | 47 ++ .../tag_based_pnp_calibrator.launch.xml | 84 +++ ...based_sfm_base_lidar_calibrator.launch.xml | 50 ++ .../calibrators/__init__.py | 1 + .../calibrators/xx1_gen2/__init__.py | 15 + .../xx1_gen2/ground_plane_calibrator.py | 61 ++ .../mapping_based_base_lidar_calibrator.py | 62 ++ .../mapping_based_lidar_lidar_calibrator.py | 97 +++ .../xx1_gen2/marker_radar_lidar_calibrator.py | 60 ++ .../xx1_gen2/tag_based_pnp_calibrator.py | 67 ++ .../tag_based_sfm_base_lidar_calibrator.py | 62 ++ 23 files changed, 1542 insertions(+), 265 deletions(-) create mode 100644 sensor/marker_radar_lidar_calibrator/include/marker_radar_lidar_calibrator/sensor_residual.hpp create mode 100644 sensor/marker_radar_lidar_calibrator/include/marker_radar_lidar_calibrator/transformation_estimator.hpp create mode 100644 sensor/marker_radar_lidar_calibrator/src/transformation_estimator.cpp create mode 100644 sensor/sensor_calibration_manager/launch/xx1_gen2/ground_plane_calibrator.launch.xml create mode 100644 sensor/sensor_calibration_manager/launch/xx1_gen2/mapping_based_base_lidar_calibrator.launch.xml create mode 100644 sensor/sensor_calibration_manager/launch/xx1_gen2/mapping_based_lidar_lidar_calibrator.launch.xml create mode 100644 sensor/sensor_calibration_manager/launch/xx1_gen2/marker_radar_lidar_calibrator.launch.xml create mode 100644 sensor/sensor_calibration_manager/launch/xx1_gen2/tag_based_pnp_calibrator.launch.xml create mode 100644 sensor/sensor_calibration_manager/launch/xx1_gen2/tag_based_sfm_base_lidar_calibrator.launch.xml create mode 100644 sensor/sensor_calibration_manager/sensor_calibration_manager/calibrators/xx1_gen2/__init__.py create mode 100644 sensor/sensor_calibration_manager/sensor_calibration_manager/calibrators/xx1_gen2/ground_plane_calibrator.py create mode 100644 sensor/sensor_calibration_manager/sensor_calibration_manager/calibrators/xx1_gen2/mapping_based_base_lidar_calibrator.py create mode 100644 sensor/sensor_calibration_manager/sensor_calibration_manager/calibrators/xx1_gen2/mapping_based_lidar_lidar_calibrator.py create mode 100644 sensor/sensor_calibration_manager/sensor_calibration_manager/calibrators/xx1_gen2/marker_radar_lidar_calibrator.py create mode 100644 sensor/sensor_calibration_manager/sensor_calibration_manager/calibrators/xx1_gen2/tag_based_pnp_calibrator.py create mode 100644 sensor/sensor_calibration_manager/sensor_calibration_manager/calibrators/xx1_gen2/tag_based_sfm_base_lidar_calibrator.py diff --git a/sensor/marker_radar_lidar_calibrator/CMakeLists.txt b/sensor/marker_radar_lidar_calibrator/CMakeLists.txt index abb003dd..57bd19f3 100644 --- a/sensor/marker_radar_lidar_calibrator/CMakeLists.txt +++ b/sensor/marker_radar_lidar_calibrator/CMakeLists.txt @@ -3,6 +3,8 @@ cmake_minimum_required(VERSION 3.5) project(marker_radar_lidar_calibrator) find_package(autoware_cmake REQUIRED) +find_package(OpenCV REQUIRED) +find_package(Ceres REQUIRED) autoware_package() @@ -15,12 +17,14 @@ ament_export_include_directories( ament_auto_add_executable(marker_radar_lidar_calibrator src/marker_radar_lidar_calibrator.cpp + src/transformation_estimator.cpp src/track.cpp src/main.cpp ) target_link_libraries(marker_radar_lidar_calibrator ${OpenCV_LIBS} + ${CERES_LIBRARIES} ) install(PROGRAMS diff --git a/sensor/marker_radar_lidar_calibrator/include/marker_radar_lidar_calibrator/marker_radar_lidar_calibrator.hpp b/sensor/marker_radar_lidar_calibrator/include/marker_radar_lidar_calibrator/marker_radar_lidar_calibrator.hpp index fd44ee99..32b1b27e 100644 --- a/sensor/marker_radar_lidar_calibrator/include/marker_radar_lidar_calibrator/marker_radar_lidar_calibrator.hpp +++ b/sensor/marker_radar_lidar_calibrator/include/marker_radar_lidar_calibrator/marker_radar_lidar_calibrator.hpp @@ -24,6 +24,7 @@ #include #include +#include #include #include #include @@ -58,6 +59,9 @@ class ExtrinsicReflectorBasedCalibrator : public rclcpp::Node public: using PointType = pcl::PointXYZ; using index_t = std::uint32_t; + enum class TransformationType { svd_2d, yaw_only_rotation_2d, svd_3d, roll_zero_3d }; + + enum class MsgType { radar_tracks, radar_scan }; explicit ExtrinsicReflectorBasedCalibrator(const rclcpp::NodeOptions & options); @@ -85,11 +89,20 @@ class ExtrinsicReflectorBasedCalibrator : public rclcpp::Node const std::shared_ptr response); void lidarCallback(const sensor_msgs::msg::PointCloud2::SharedPtr msg); - void radarCallback(const radar_msgs::msg::RadarTracks::SharedPtr msg); + + void radarTracksCallback(const radar_msgs::msg::RadarTracks::SharedPtr msg); + + void radarScanCallback(const radar_msgs::msg::RadarScan::SharedPtr msg); + + pcl::PointCloud::Ptr extractRadarPointcloud( + const radar_msgs::msg::RadarTracks::SharedPtr msg); + pcl::PointCloud::Ptr extractRadarPointcloud( + const radar_msgs::msg::RadarScan::SharedPtr msg); std::vector extractReflectors( const sensor_msgs::msg::PointCloud2::SharedPtr msg); - std::vector extractReflectors(const radar_msgs::msg::RadarTracks::SharedPtr msg); + std::vector extractReflectors( + pcl::PointCloud::Ptr radar_pointcloud_ptr); void extractBackgroundModel( const pcl::PointCloud::Ptr & sensor_pointcloud, @@ -119,19 +132,21 @@ class ExtrinsicReflectorBasedCalibrator : public rclcpp::Node const std::vector> & matches, builtin_interfaces::msg::Time & time); - std::tuple::Ptr, pcl::PointCloud::Ptr, double, double> - getPointsSetAndDelta(); + std::tuple::Ptr, pcl::PointCloud::Ptr> getPointsSet(); + std::tuple getDelta(std::vector converged_tracks, bool is_crossval); + std::pair computeCalibrationError( const Eigen::Isometry3d & radar_to_lidar_isometry); - void estimateTransformation( - pcl::PointCloud::Ptr lidar_points_pcs, - pcl::PointCloud::Ptr radar_points_rcs, double delta_cos_sum, double delta_sin_sum); + void estimateTransformation(); + void calculateCalibrationError(Eigen::Isometry3d calibrated_radar_to_lidar_transformation); + void crossValEvaluation(); void findCombinations( int n, int k, std::vector & curr, int first_num, std::vector> & combinations); - void crossValEvaluation( - pcl::PointCloud::Ptr lidar_points_pcs, - pcl::PointCloud::Ptr radar_points_rcs); + void selectCombinations( + int tracks_size, int num_of_samples, std::vector> & combinations); + void doEvaluation(std::vector> & combinations, int num_of_samples); + void publishMetrics(); void calibrateSensors(); void visualizationMarkers( @@ -149,8 +164,7 @@ class ExtrinsicReflectorBasedCalibrator : public rclcpp::Node struct Parameters { - std::string radar_parallel_frame; // frame that is assumed to be parallel to the radar (needed - // for radars that do not provide elevation) + std::string radar_parallel_frame; bool use_lidar_initial_crop_box_filter; double lidar_initial_crop_box_min_x; double lidar_initial_crop_box_min_y; @@ -213,7 +227,8 @@ class ExtrinsicReflectorBasedCalibrator : public rclcpp::Node rclcpp::Publisher::SharedPtr metrics_pub_; rclcpp::Subscription::SharedPtr lidar_sub_; - rclcpp::Subscription::SharedPtr radar_sub_; + rclcpp::Subscription::SharedPtr radar_tracks_sub_; + rclcpp::Subscription::SharedPtr radar_scan_sub_; rclcpp::Service::SharedPtr calibration_request_server_; @@ -237,6 +252,9 @@ class ExtrinsicReflectorBasedCalibrator : public rclcpp::Node geometry_msgs::msg::Transform radar_parallel_to_lidar_msg_; Eigen::Isometry3d radar_parallel_to_lidar_eigen_; + geometry_msgs::msg::Transform init_radar_to_radar_parallel_msg_; + Eigen::Isometry3d initial_radar_to_radar_parallel_eigen_; + bool got_initial_transform_{false}; bool broadcast_tf_{false}; bool calibration_valid_{false}; @@ -255,7 +273,8 @@ class ExtrinsicReflectorBasedCalibrator : public rclcpp::Node BackgroundModel lidar_background_model_; BackgroundModel radar_background_model_; - radar_msgs::msg::RadarTracks::SharedPtr latest_radar_msgs_; + radar_msgs::msg::RadarTracks::SharedPtr latest_radar_tracks_msgs_; + radar_msgs::msg::RadarScan::SharedPtr latest_radar_scan_msgs_; // Tracking bool tracking_active_{false}; @@ -264,9 +283,15 @@ class ExtrinsicReflectorBasedCalibrator : public rclcpp::Node std::vector active_tracks_; std::vector converged_tracks_; + // Coverged points + pcl::PointCloud::Ptr lidar_points_pcs_; + pcl::PointCloud::Ptr radar_points_rcs_; + // Metrics std::vector output_metrics_; + MsgType msg_type_; + TransformationType transformation_type_; static constexpr int MARKER_SIZE_PER_TRACK = 8; }; diff --git a/sensor/marker_radar_lidar_calibrator/include/marker_radar_lidar_calibrator/sensor_residual.hpp b/sensor/marker_radar_lidar_calibrator/include/marker_radar_lidar_calibrator/sensor_residual.hpp new file mode 100644 index 00000000..6c729b8b --- /dev/null +++ b/sensor/marker_radar_lidar_calibrator/include/marker_radar_lidar_calibrator/sensor_residual.hpp @@ -0,0 +1,59 @@ +// Copyright 2024 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. + +#ifndef MARKER_RADAR_LIDAR_CALIBRATOR__SENSOR_RESIDUAL_HPP_ +#define MARKER_RADAR_LIDAR_CALIBRATOR__SENSOR_RESIDUAL_HPP_ + +#include + +namespace marker_radar_lidar_calibrator +{ + +struct SensorResidual +{ + SensorResidual(const Eigen::Vector4d & radar_point, Eigen::Vector4d & lidar_point) + : radar_point_(radar_point), lidar_point_(lidar_point) + { + } + + template + bool operator()(T const * const params, T * s_residuals) const + { + // parmas: x, y, z, pitch, yaw. + Eigen::Matrix s_transformation = Eigen::Matrix::Identity(4, 4); + Eigen::Matrix rotation_matrix; + + s_transformation(0, 3) = T(params[0]); + s_transformation(1, 3) = T(params[1]); + s_transformation(2, 3) = T(params[2]); + rotation_matrix = (Eigen::AngleAxis(T(params[4]), Eigen::Vector3::UnitZ()) * + Eigen::AngleAxis(T(params[3]), Eigen::Vector3::UnitY()) * + Eigen::AngleAxis(T(0), Eigen::Vector3::UnitX())) + .matrix(); + + s_transformation.block(0, 0, 3, 3) = rotation_matrix; + + Eigen::Map> residuals(s_residuals); + + residuals = radar_point_.cast() - s_transformation * lidar_point_.cast(); + return true; + } + + Eigen::Vector4d radar_point_; + Eigen::Vector4d lidar_point_; +}; + +} // namespace marker_radar_lidar_calibrator + +#endif // MARKER_RADAR_LIDAR_CALIBRATOR__SENSOR_RESIDUAL_HPP_ diff --git a/sensor/marker_radar_lidar_calibrator/include/marker_radar_lidar_calibrator/transformation_estimator.hpp b/sensor/marker_radar_lidar_calibrator/include/marker_radar_lidar_calibrator/transformation_estimator.hpp new file mode 100644 index 00000000..9c1ea466 --- /dev/null +++ b/sensor/marker_radar_lidar_calibrator/include/marker_radar_lidar_calibrator/transformation_estimator.hpp @@ -0,0 +1,66 @@ +// Copyright 2024 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. + +#ifndef MARKER_RADAR_LIDAR_CALIBRATOR__TRANSFORMATION_ESTIMATOR_HPP_ +#define MARKER_RADAR_LIDAR_CALIBRATOR__TRANSFORMATION_ESTIMATOR_HPP_ + +#include +#include +#include +#include +#include + +#include + +#include +#include +#include +#include +#include + +namespace marker_radar_lidar_calibrator +{ + +class TransformationEstimator +{ +public: + using PointType = pcl::PointXYZ; + TransformationEstimator( + Eigen::Isometry3d initial_radar_to_lidar_eigen, + Eigen::Isometry3d initial_radar_to_radar_parallel_eigen, + Eigen::Isometry3d radar_parallel_to_lidar_eigen); + void setPoints( + pcl::PointCloud::Ptr lidar_points_pcs, + pcl::PointCloud::Ptr radar_points_rcs); + void setDelta(double delta_cos, double delta_sin); + void estimateYawOnlyTransformation(); + void estimateSVDTransformation( + ExtrinsicReflectorBasedCalibrator::TransformationType transformation_type); + void estimateRollZeroTransformation(); + Eigen::Isometry3d getTransformation(); + + double delta_cos_; + double delta_sin_; + pcl::PointCloud::Ptr lidar_points_pcs_; + pcl::PointCloud::Ptr radar_points_rcs_; + Eigen::Isometry3d calibrated_radar_to_lidar_transformation_; + + Eigen::Isometry3d initial_radar_to_lidar_eigen_; + Eigen::Isometry3d initial_radar_to_radar_parallel_eigen_; + Eigen::Isometry3d radar_parallel_to_lidar_eigen_; +}; + +} // namespace marker_radar_lidar_calibrator + +#endif // MARKER_RADAR_LIDAR_CALIBRATOR__TRANSFORMATION_ESTIMATOR_HPP_ diff --git a/sensor/marker_radar_lidar_calibrator/src/marker_radar_lidar_calibrator.cpp b/sensor/marker_radar_lidar_calibrator/src/marker_radar_lidar_calibrator.cpp index 0c81978c..dc4d9197 100644 --- a/sensor/marker_radar_lidar_calibrator/src/marker_radar_lidar_calibrator.cpp +++ b/sensor/marker_radar_lidar_calibrator/src/marker_radar_lidar_calibrator.cpp @@ -13,8 +13,9 @@ // limitations under the License. #include +#include +#include #include -#include #include #include @@ -22,7 +23,6 @@ #include #include #include -#include #include #include #include @@ -58,7 +58,6 @@ void update_param( namespace marker_radar_lidar_calibrator { - rcl_interfaces::msg::SetParametersResult ExtrinsicReflectorBasedCalibrator::paramCallback( const std::vector & parameters) { @@ -105,7 +104,7 @@ rcl_interfaces::msg::SetParametersResult ExtrinsicReflectorBasedCalibrator::para UPDATE_PARAM(p, max_matching_distance); UPDATE_PARAM(p, max_initial_calibration_translation_error); UPDATE_PARAM(p, max_initial_calibration_rotation_error); - + UPDATE_PARAM(p, max_number_of_combination_samples); // transaction succeeds, now assign values parameters_ = p; } catch (const rclcpp::exceptions::InvalidParameterTypeException & e) { @@ -196,6 +195,29 @@ ExtrinsicReflectorBasedCalibrator::ExtrinsicReflectorBasedCalibrator( parameters_.max_number_of_combination_samples = this->declare_parameter("max_number_of_combination_samples", 10000); + auto msg_type = this->declare_parameter("msg_type"); + auto transformation_type = this->declare_parameter("transformation_type"); + + if (msg_type == "radar_tracks") { + msg_type_ = MsgType::radar_tracks; + } else if (msg_type == "radar_scan") { + msg_type_ = MsgType::radar_scan; + } else { + throw std::runtime_error("Invalid param value: " + msg_type); + } + + if (transformation_type == "svd_2d") { + transformation_type_ = TransformationType::svd_2d; + } else if (transformation_type == "yaw_only_rotation_2d") { + transformation_type_ = TransformationType::yaw_only_rotation_2d; + } else if (transformation_type == "svd_3d") { + transformation_type_ = TransformationType::svd_3d; + } else if (transformation_type == "roll_zero_3d") { + transformation_type_ = TransformationType::roll_zero_3d; + } else { + throw std::runtime_error("Invalid param value: " + transformation_type); + } + double initial_lidar_cov = this->declare_parameter("initial_lidar_cov", 0.5); double initial_radar_cov = this->declare_parameter("initial_radar_cov", 2.0); double lidar_measurement_cov = this->declare_parameter("lidar_measurement_cov", 0.03); @@ -247,9 +269,17 @@ ExtrinsicReflectorBasedCalibrator::ExtrinsicReflectorBasedCalibrator( "input_lidar_pointcloud", rclcpp::SensorDataQoS(), std::bind(&ExtrinsicReflectorBasedCalibrator::lidarCallback, this, std::placeholders::_1)); - radar_sub_ = this->create_subscription( - "input_radar_objects", rclcpp::SensorDataQoS(), - std::bind(&ExtrinsicReflectorBasedCalibrator::radarCallback, this, std::placeholders::_1)); + if (msg_type_ == MsgType::radar_tracks) { + radar_tracks_sub_ = this->create_subscription( + "input_radar_msg", rclcpp::SensorDataQoS(), + std::bind( + &ExtrinsicReflectorBasedCalibrator::radarTracksCallback, this, std::placeholders::_1)); + } else if (msg_type_ == MsgType::radar_scan) { + radar_scan_sub_ = this->create_subscription( + "input_radar_msg", rclcpp::SensorDataQoS(), + std::bind( + &ExtrinsicReflectorBasedCalibrator::radarScanCallback, this, std::placeholders::_1)); + } // The service server runs in a dedicated thread calibration_api_srv_callback_group_ = @@ -368,7 +398,7 @@ void ExtrinsicReflectorBasedCalibrator::backgroundModelRequestCallback( } RCLCPP_WARN_THROTTLE( - this->get_logger(), *this->get_clock(), 5000, "Waiting for the calibration to end"); + this->get_logger(), *this->get_clock(), 5000, "Waiting for the extracting background model"); } RCLCPP_INFO(this->get_logger(), "Background model estimated"); @@ -437,15 +467,29 @@ void ExtrinsicReflectorBasedCalibrator::lidarCallback( const sensor_msgs::msg::PointCloud2::SharedPtr msg) { RCLCPP_INFO(this->get_logger(), "lidarCallback"); - if (!latest_radar_msgs_ || latest_radar_msgs_->tracks.size() == 0) { - RCLCPP_INFO(this->get_logger(), "There were no tracks"); - return; + std::vector radar_detections; + if (msg_type_ == MsgType::radar_tracks) { + if (!latest_radar_tracks_msgs_ || latest_radar_tracks_msgs_->tracks.size() == 0) { + RCLCPP_INFO(this->get_logger(), "There were no tracks"); + return; + } + pcl::PointCloud::Ptr radar_pointcloud_ptr = + extractRadarPointcloud(latest_radar_tracks_msgs_); + radar_detections = extractReflectors(radar_pointcloud_ptr); + latest_radar_tracks_msgs_->tracks.clear(); + } else { + if (!latest_radar_scan_msgs_ || latest_radar_scan_msgs_->returns.size() == 0) { + if (latest_radar_scan_msgs_->returns.size() == 0) + RCLCPP_INFO(this->get_logger(), "There were no scan"); + return; + } + pcl::PointCloud::Ptr radar_pointcloud_ptr = + extractRadarPointcloud(latest_radar_scan_msgs_); + radar_detections = extractReflectors(radar_pointcloud_ptr); + latest_radar_scan_msgs_->returns.clear(); } auto lidar_detections = extractReflectors(msg); - auto radar_detections = extractReflectors(latest_radar_msgs_); - latest_radar_msgs_->tracks.clear(); - auto matches = matchDetections(lidar_detections, radar_detections); bool is_track_converged = trackMatches(matches, msg->header.stamp); @@ -462,15 +506,27 @@ void ExtrinsicReflectorBasedCalibrator::lidarCallback( converged_tracks_.size()); } -void ExtrinsicReflectorBasedCalibrator::radarCallback( +void ExtrinsicReflectorBasedCalibrator::radarTracksCallback( const radar_msgs::msg::RadarTracks::SharedPtr msg) { - if (!latest_radar_msgs_) { - latest_radar_msgs_ = msg; + if (!latest_radar_tracks_msgs_) { + latest_radar_tracks_msgs_ = msg; } else { - latest_radar_msgs_->header = msg->header; - latest_radar_msgs_->tracks.insert( - latest_radar_msgs_->tracks.end(), msg->tracks.begin(), msg->tracks.end()); + latest_radar_tracks_msgs_->header = msg->header; + latest_radar_tracks_msgs_->tracks.insert( + latest_radar_tracks_msgs_->tracks.end(), msg->tracks.begin(), msg->tracks.end()); + } +} + +void ExtrinsicReflectorBasedCalibrator::radarScanCallback( + const radar_msgs::msg::RadarScan::SharedPtr msg) +{ + if (!latest_radar_scan_msgs_) { + latest_radar_scan_msgs_ = msg; + } else { + latest_radar_scan_msgs_->header = msg->header; + latest_radar_scan_msgs_->returns.insert( + latest_radar_scan_msgs_->returns.end(), msg->returns.begin(), msg->returns.end()); } } @@ -590,11 +646,49 @@ std::vector ExtrinsicReflectorBasedCalibrator::extractReflector return detections; } -std::vector ExtrinsicReflectorBasedCalibrator::extractReflectors( +pcl::PointCloud::Ptr +ExtrinsicReflectorBasedCalibrator::extractRadarPointcloud( const radar_msgs::msg::RadarTracks::SharedPtr msg) { radar_frame_ = msg->header.frame_id; radar_header_ = msg->header; + pcl::PointCloud::Ptr radar_pointcloud_ptr(new pcl::PointCloud); + radar_pointcloud_ptr->reserve(msg->tracks.size()); + + for (const auto & track : msg->tracks) { + radar_pointcloud_ptr->emplace_back(track.position.x, track.position.y, track.position.z); + } + + return radar_pointcloud_ptr; +} + +pcl::PointCloud::Ptr +ExtrinsicReflectorBasedCalibrator::extractRadarPointcloud( + const radar_msgs::msg::RadarScan::SharedPtr msg) +{ + radar_frame_ = msg->header.frame_id; + radar_header_ = msg->header; + pcl::PointCloud::Ptr radar_pointcloud_ptr(new pcl::PointCloud); + radar_pointcloud_ptr->reserve(msg->returns.size()); + + for (const auto & radar_return : msg->returns) { + float range = radar_return.range; + float azimuth = radar_return.azimuth; + float elevation = radar_return.elevation; + + float x, y, z; + x = range * std::cos(azimuth) * std::cos(elevation); + y = range * std::sin(azimuth) * std::cos(elevation); + z = range * std::sin(elevation); + radar_pointcloud_ptr->emplace_back(x, y, z); + } + + return radar_pointcloud_ptr; +} + +std::vector ExtrinsicReflectorBasedCalibrator::extractReflectors( + pcl::PointCloud::Ptr radar_pointcloud_ptr) +{ bool extract_background_model; bool valid_background_model; std::vector detections; @@ -605,13 +699,6 @@ std::vector ExtrinsicReflectorBasedCalibrator::extractReflector valid_background_model = radar_background_model_.valid_; } - pcl::PointCloud::Ptr radar_pointcloud_ptr(new pcl::PointCloud); - radar_pointcloud_ptr->reserve(msg->tracks.size()); - - for (const auto & track : msg->tracks) { - radar_pointcloud_ptr->emplace_back(track.position.x, track.position.y, track.position.z); - } - if (parameters_.use_radar_initial_crop_box_filter) { pcl::CropBox box_filter; pcl::PointCloud::Ptr tmp_radar_pointcloud_ptr(new pcl::PointCloud); @@ -628,7 +715,7 @@ std::vector ExtrinsicReflectorBasedCalibrator::extractReflector if (extract_background_model && !valid_background_model) { extractBackgroundModel( - radar_pointcloud_ptr, msg->header, latest_updated_radar_header_, first_radar_header_, + radar_pointcloud_ptr, radar_header_, latest_updated_radar_header_, first_radar_header_, radar_background_model_); return detections; } @@ -984,6 +1071,13 @@ bool ExtrinsicReflectorBasedCalibrator::checkInitialTransforms() radar_parallel_to_lidar_eigen_ = tf2::transformToEigen(radar_parallel_to_lidar_msg_); + init_radar_to_radar_parallel_msg_ = + tf_buffer_->lookupTransform(radar_frame_, parameters_.radar_parallel_frame, t, timeout) + .transform; + + initial_radar_to_radar_parallel_eigen_ = + tf2::transformToEigen(init_radar_to_radar_parallel_msg_); + got_initial_transform_ = true; } catch (tf2::TransformException & ex) { RCLCPP_WARN(this->get_logger(), "could not get initial tf. %s", ex.what()); @@ -1167,34 +1261,19 @@ bool ExtrinsicReflectorBasedCalibrator::trackMatches( return is_track_converged; } -std::tuple< - pcl::PointCloud::Ptr, - pcl::PointCloud::Ptr, double, double> -ExtrinsicReflectorBasedCalibrator::getPointsSetAndDelta() +std::tuple ExtrinsicReflectorBasedCalibrator::getDelta( + std::vector converged_tracks, bool is_crossval) { - // Define two sets of 2D points (just 3D points with z=0) - // Note: pcs=parallel coordinate system rcs=radar coordinate system - pcl::PointCloud::Ptr lidar_points_pcs(new pcl::PointCloud); - pcl::PointCloud::Ptr radar_points_rcs(new pcl::PointCloud); - lidar_points_pcs->reserve(converged_tracks_.size()); - radar_points_rcs->reserve(converged_tracks_.size()); - double delta_cos_sum = 0.0; double delta_sin_sum = 0.0; - auto eigen_to_pcl_2d = [](const auto & p) { return PointType(p.x(), p.y(), 0.0); }; - - for (std::size_t track_index = 0; track_index < converged_tracks_.size(); track_index++) { - auto track = converged_tracks_[track_index]; + for (std::size_t track_index = 0; track_index < converged_tracks.size(); track_index++) { + auto track = converged_tracks[track_index]; // lidar coordinates const auto & lidar_estimation = track.getLidarEstimation(); - // to radar parallel coordinates - const auto & lidar_estimation_pcs = radar_parallel_to_lidar_eigen_ * lidar_estimation; // to radar coordinates const auto & lidar_transformed_estimation = initial_radar_to_lidar_eigen_ * lidar_estimation; const auto & radar_estimation_rcs = track.getRadarEstimation(); - lidar_points_pcs->emplace_back(eigen_to_pcl_2d(lidar_estimation_pcs)); - radar_points_rcs->emplace_back(eigen_to_pcl_2d(radar_estimation_rcs)); const double lidar_transformed_norm = lidar_transformed_estimation.norm(); const double lidar_transformed_cos = lidar_transformed_estimation.x() / lidar_transformed_norm; @@ -1212,6 +1291,54 @@ ExtrinsicReflectorBasedCalibrator::getPointsSetAndDelta() delta_sin_sum += delta_angle_sin; delta_cos_sum += delta_angle_cos; + if (!is_crossval) { + // logging + RCLCPP_INFO_STREAM(this->get_logger(), "lidar_estimation:\n" << lidar_estimation.matrix()); + RCLCPP_INFO_STREAM( + this->get_logger(), "lidar_transformed_estimation:\n" + << lidar_transformed_estimation.matrix()); + RCLCPP_INFO_STREAM( + this->get_logger(), "radar_estimation_rcs:\n" + << radar_estimation_rcs.matrix()); + } + } + double delta_cos = delta_cos_sum / converged_tracks.size(); + double delta_sin = -delta_sin_sum / converged_tracks.size(); + + return {delta_cos, delta_sin}; +} + +std::tuple< + pcl::PointCloud::Ptr, + pcl::PointCloud::Ptr> +ExtrinsicReflectorBasedCalibrator::getPointsSet() +{ + // Note: pcs=paralell cordinate system rcs=radar coordinate system + pcl::PointCloud::Ptr lidar_points_pcs(new pcl::PointCloud); + pcl::PointCloud::Ptr radar_points_rcs(new pcl::PointCloud); + lidar_points_pcs->reserve(converged_tracks_.size()); + radar_points_rcs->reserve(converged_tracks_.size()); + + auto eigen_to_pcl_2d = [](const auto & p) { return PointType(p.x(), p.y(), 0.0); }; + auto eigen_to_pcl_3d = [](const auto & p) { return PointType(p.x(), p.y(), p.z()); }; + + for (std::size_t track_index = 0; track_index < converged_tracks_.size(); track_index++) { + auto track = converged_tracks_[track_index]; + // lidar coordinates + const auto & lidar_estimation = track.getLidarEstimation(); + // to radar parallel coordinates + const auto & lidar_estimation_pcs = radar_parallel_to_lidar_eigen_ * lidar_estimation; + // to radar coordinates + const auto & lidar_transformed_estimation = initial_radar_to_lidar_eigen_ * lidar_estimation; + const auto & radar_estimation_rcs = track.getRadarEstimation(); + + if (transformation_type_ == TransformationType::svd_2d) { + lidar_points_pcs->emplace_back(eigen_to_pcl_2d(lidar_estimation_pcs)); + radar_points_rcs->emplace_back(eigen_to_pcl_2d(radar_estimation_rcs)); + } else { + lidar_points_pcs->emplace_back(eigen_to_pcl_3d(lidar_estimation_pcs)); + radar_points_rcs->emplace_back(eigen_to_pcl_3d(radar_estimation_rcs)); + } // logging RCLCPP_INFO_STREAM(this->get_logger(), "lidar_estimation:\n" << lidar_estimation.matrix()); RCLCPP_INFO_STREAM( @@ -1221,7 +1348,7 @@ ExtrinsicReflectorBasedCalibrator::getPointsSetAndDelta() this->get_logger(), "radar_estimation_rcs:\n" << radar_estimation_rcs.matrix()); } - return {lidar_points_pcs, radar_points_rcs, delta_cos_sum, delta_sin_sum}; + return {lidar_points_pcs, radar_points_rcs}; } std::pair ExtrinsicReflectorBasedCalibrator::computeCalibrationError( @@ -1247,82 +1374,66 @@ std::pair ExtrinsicReflectorBasedCalibrator::computeCalibrationE return std::make_pair(distance_error, yaw_error); } -void ExtrinsicReflectorBasedCalibrator::estimateTransformation( - pcl::PointCloud::Ptr lidar_points_pcs, - pcl::PointCloud::Ptr radar_points_rcs, double delta_cos_sum, double delta_sin_sum) +void ExtrinsicReflectorBasedCalibrator::estimateTransformation() { - // Note: pcs=parallel coordinate system rcs=radar coordinate system - // Estimate full transformation using SVD - pcl::registration::TransformationEstimationSVD estimator; - Eigen::Matrix4f full_radar_to_radar_parallel_transformation; - estimator.estimateRigidTransformation( - *lidar_points_pcs, *radar_points_rcs, full_radar_to_radar_parallel_transformation); - Eigen::Isometry3d calibrated_2d_radar_to_radar_parallel_transformation( - full_radar_to_radar_parallel_transformation.cast()); - - // Check that it is actually a 2D transformation - auto calibrated_2d_radar_to_radar_parallel_rpy = tier4_autoware_utils::getRPY( - tf2::toMsg(calibrated_2d_radar_to_radar_parallel_transformation).orientation); - double calibrated_2d_radar_to_radar_parallel_z = - calibrated_2d_radar_to_radar_parallel_transformation.translation().z(); - double calibrated_2d_radar_to_radar_parallel_roll = calibrated_2d_radar_to_radar_parallel_rpy.x; - double calibrated_2d_radar_to_radar_parallel_pitch = calibrated_2d_radar_to_radar_parallel_rpy.y; - - if ( - calibrated_2d_radar_to_radar_parallel_z != 0.0 || - calibrated_2d_radar_to_radar_parallel_roll != 0.0 || - calibrated_2d_radar_to_radar_parallel_pitch != 0.0) { - RCLCPP_ERROR( - this->get_logger(), - "The estimated 2D translation was not really 2D. Continue at your own risk. z=%.3f roll=%.3f " - "pitch=%.3f", - calibrated_2d_radar_to_radar_parallel_z, calibrated_2d_radar_to_radar_parallel_roll, - calibrated_2d_radar_to_radar_parallel_pitch); - } + TransformationEstimator estimator( + initial_radar_to_lidar_eigen_, initial_radar_to_radar_parallel_eigen_, + radar_parallel_to_lidar_eigen_); + Eigen::Isometry3d calibrated_radar_to_lidar_transformation; + if (transformation_type_ == TransformationType::yaw_only_rotation_2d) { + auto [delta_cos, delta_sin] = getDelta(converged_tracks_, false); + estimator.setDelta(delta_cos, delta_sin); + estimator.estimateYawOnlyTransformation(); + calibrated_radar_to_lidar_transformation = estimator.getTransformation(); + RCLCPP_INFO_STREAM( + this->get_logger(), "Initial radar->lidar transform:\n" + << initial_radar_to_lidar_eigen_.matrix()); + RCLCPP_INFO_STREAM( + this->get_logger(), "Pure rotation calibration radar->lidar transform:\n" + << calibrated_radar_to_lidar_transformation.matrix()); + } else if (transformation_type_ == TransformationType::svd_2d) { + std::tie(lidar_points_pcs_, radar_points_rcs_) = getPointsSet(); + estimator.setPoints(lidar_points_pcs_, radar_points_rcs_); + estimator.estimateSVDTransformation(transformation_type_); + calibrated_radar_to_lidar_transformation = estimator.getTransformation(); + RCLCPP_INFO_STREAM( + this->get_logger(), "Initial radar->lidar transform:\n" + << initial_radar_to_lidar_eigen_.matrix()); + RCLCPP_INFO_STREAM( + this->get_logger(), "2D calibration radar->lidar transform:\n" + << calibrated_radar_to_lidar_transformation.matrix()); + } else if ( + transformation_type_ == TransformationType::svd_3d || + transformation_type_ == TransformationType::roll_zero_3d) { + std::tie(lidar_points_pcs_, radar_points_rcs_) = getPointsSet(); + estimator.setPoints(lidar_points_pcs_, radar_points_rcs_); - calibrated_2d_radar_to_radar_parallel_transformation.translation().z() = - (initial_radar_to_lidar_eigen_ * radar_parallel_to_lidar_eigen_.inverse()).translation().z(); - Eigen::Isometry3d calibrated_2d_radar_to_lidar_transformation = - calibrated_2d_radar_to_radar_parallel_transformation * radar_parallel_to_lidar_eigen_; + if (transformation_type_ == TransformationType::roll_zero_3d) + estimator.estimateRollZeroTransformation(); + else if (transformation_type_ == TransformationType::svd_3d) + estimator.estimateSVDTransformation(transformation_type_); - // Estimate the 2D transformation estimating only yaw - double delta_cos = delta_cos_sum / converged_tracks_.size(); - double delta_sin = -delta_sin_sum / converged_tracks_.size(); + calibrated_radar_to_lidar_transformation = estimator.getTransformation(); + RCLCPP_INFO_STREAM( + this->get_logger(), "Initial radar->lidar transform:\n" + << initial_radar_to_lidar_eigen_.matrix()); + RCLCPP_INFO_STREAM( + this->get_logger(), "3D calibration radar->lidar transform:\n" + << calibrated_radar_to_lidar_transformation.matrix()); + } - Eigen::Matrix3d delta_rotation; - delta_rotation << delta_cos, -delta_sin, 0.0, delta_sin, delta_cos, 0.0, 0.0, 0.0, 1.0; - Eigen::Isometry3d delta_transformation = Eigen::Isometry3d::Identity(); - delta_transformation.linear() = delta_rotation; - Eigen::Isometry3d calibrated_rotation_radar_to_lidar_transformation = - delta_transformation * initial_radar_to_lidar_eigen_; + calculateCalibrationError(calibrated_radar_to_lidar_transformation); +} +void ExtrinsicReflectorBasedCalibrator::calculateCalibrationError( + Eigen::Isometry3d calibrated_radar_to_lidar_transformation) +{ // Estimate the pre & post calibration error auto [initial_distance_error, initial_yaw_error] = computeCalibrationError(initial_radar_to_lidar_eigen_); - auto [calibrated_2d_distance_error, calibrated_2d_yaw_error] = - computeCalibrationError(calibrated_2d_radar_to_lidar_transformation); - auto [calibrated_rotation_distance_error, calibrated_rotation_yaw_error] = - computeCalibrationError(calibrated_rotation_radar_to_lidar_transformation); - - RCLCPP_INFO_STREAM( - this->get_logger(), "Initial radar->lidar transform:\n" - << initial_radar_to_lidar_eigen_.matrix()); - RCLCPP_INFO_STREAM( - this->get_logger(), "2D calibration radar->lidar transform:\n" - << calibrated_2d_radar_to_lidar_transformation.matrix()); - RCLCPP_INFO_STREAM( - this->get_logger(), "Pure rotation calibration radar->lidar transform:\n" - << calibrated_rotation_radar_to_lidar_transformation.matrix()); - - // Evaluate the different calibrations and decide on an output - auto compute_transformation_difference = - [](const Eigen::Isometry3d & t1, const Eigen::Isometry3d & t2) -> std::pair { - double translation_difference = (t2.inverse() * t1).translation().norm(); - double rotation_difference = - std::acos(std::min(1.0, 0.5 * ((t2.rotation().inverse() * t1.rotation()).trace() - 1.0))); + auto [calibrated_distance_error, calibrated_yaw_error] = + computeCalibrationError(calibrated_radar_to_lidar_transformation); - return std::make_pair(translation_difference, rotation_difference); - }; RCLCPP_INFO( this->get_logger(), "Initial calibration error: detection2detection.distance=%.4fm yaw=%.4f degrees", @@ -1330,51 +1441,40 @@ void ExtrinsicReflectorBasedCalibrator::estimateTransformation( RCLCPP_INFO( this->get_logger(), "Final calibration error: detection2detection.distance=%.4fm yaw=%.4f degrees", - calibrated_2d_distance_error, calibrated_2d_yaw_error); - RCLCPP_INFO( - this->get_logger(), - "Final calibration error (rotation only): detection2detection.distance=%.4fm yaw=%.4f degrees", - calibrated_rotation_distance_error, calibrated_rotation_yaw_error); + calibrated_distance_error, calibrated_yaw_error); - auto [calibrated_2d_translation_difference, calibrated_2d_rotation_difference] = - compute_transformation_difference( - initial_radar_to_lidar_eigen_, calibrated_2d_radar_to_lidar_transformation); - auto [calibrated_rotation_translation_difference, calibrated_rotation_rotation_difference] = + auto compute_transformation_difference = + [](const Eigen::Isometry3d & t1, const Eigen::Isometry3d & t2) -> std::pair { + double translation_difference = (t2.inverse() * t1).translation().norm(); + double rotation_difference = + std::acos(std::min(1.0, 0.5 * ((t2.rotation().inverse() * t1.rotation()).trace() - 1.0))); + + return std::make_pair(translation_difference, rotation_difference); + }; + + auto [calibrated_translation_difference, calibrated_rotation_difference] = compute_transformation_difference( - initial_radar_to_lidar_eigen_, calibrated_rotation_radar_to_lidar_transformation); + initial_radar_to_lidar_eigen_, calibrated_radar_to_lidar_transformation); std::unique_lock lock(mutex_); if ( - calibrated_2d_translation_difference < parameters_.max_initial_calibration_translation_error && - calibrated_2d_rotation_difference < parameters_.max_initial_calibration_rotation_error) { + calibrated_translation_difference < parameters_.max_initial_calibration_translation_error && + calibrated_rotation_difference < parameters_.max_initial_calibration_rotation_error) { RCLCPP_INFO( - this->get_logger(), "The 2D calibration pose was chosen as the output calibration pose"); - calibrated_radar_to_lidar_eigen_ = calibrated_2d_radar_to_lidar_transformation; - calibration_valid_ = true; - calibration_distance_score_ = calibrated_2d_distance_error; - calibration_yaw_score_ = calibrated_2d_yaw_error; - } else if ( - calibrated_rotation_translation_difference < - parameters_.max_initial_calibration_translation_error && - calibrated_rotation_rotation_difference < parameters_.max_initial_calibration_rotation_error) { - RCLCPP_WARN( - this->get_logger(), - "The pure rotation calibration pose was chosen as the output calibration pose. This may mean " - "you need to collect more points"); - calibrated_radar_to_lidar_eigen_ = calibrated_rotation_radar_to_lidar_transformation; + this->get_logger(), "The calibration pose was chosen as the output calibration pose"); + calibrated_radar_to_lidar_eigen_ = calibrated_radar_to_lidar_transformation; calibration_valid_ = true; - calibration_distance_score_ = calibrated_rotation_distance_error; - calibration_yaw_score_ = calibrated_rotation_yaw_error; + calibration_distance_score_ = calibrated_distance_error; + calibration_yaw_score_ = calibrated_yaw_error; } else { RCLCPP_WARN( this->get_logger(), "The calibrated poses differ considerably with the initial calibration. This may be either a " "fault of the algorithm or a bad calibration initialization"); } - output_metrics_.push_back(static_cast(converged_tracks_.size())); - output_metrics_.push_back(static_cast(calibrated_2d_distance_error)); - output_metrics_.push_back(static_cast(calibrated_2d_yaw_error)); + output_metrics_.push_back(static_cast(calibrated_distance_error)); + output_metrics_.push_back(static_cast(calibrated_yaw_error)); } void ExtrinsicReflectorBasedCalibrator::findCombinations( @@ -1400,108 +1500,124 @@ void ExtrinsicReflectorBasedCalibrator::findCombinations( return; } -void ExtrinsicReflectorBasedCalibrator::crossValEvaluation( - pcl::PointCloud::Ptr lidar_points_pcs, - pcl::PointCloud::Ptr radar_points_rcs) +void ExtrinsicReflectorBasedCalibrator::selectCombinations( + int tracks_size, int num_of_samples, std::vector> & combinations) { - // Note: pcs=parallel coordinate system rcs=radar coordinate system - int tracks_size = static_cast(converged_tracks_.size()); - if (tracks_size <= 3) return; - - pcl::PointCloud::Ptr crossval_lidar_points_pcs(new pcl::PointCloud); - pcl::PointCloud::Ptr crossval_radar_points_rcs(new pcl::PointCloud); - pcl::registration::TransformationEstimationSVD crossval_estimator; - Eigen::Matrix4f crossval_radar_to_radar_parallel_transformation; - Eigen::Isometry3d crossval_calibrated_2d_radar_to_radar_parallel_transformation; - Eigen::Isometry3d crossval_calibrated_2d_radar_to_lidar_transformation; - - for (int num_of_samples = 3; num_of_samples < tracks_size; num_of_samples++) { - crossval_lidar_points_pcs->reserve(num_of_samples); - crossval_radar_points_rcs->reserve(num_of_samples); - std::vector> combinations; - std::vector curr; - std::vector crossval_calibrated_2d_distance_error_vector; - std::vector crossval_calibrated_2d_yaw_error_vector; - double total_crossval_calibrated_2d_distance_error = 0.0; - double total_crossval_calibrated_2d_yaw_error = 0.0; - - findCombinations(tracks_size - 1, num_of_samples, curr, 0, combinations); + RCLCPP_INFO( + this->get_logger(), + "Current number of combinations is: %d, converged_tracks_size: %d, num_of_samples: %d", + static_cast(combinations.size()), tracks_size, num_of_samples); - RCLCPP_INFO( + // random select the combinations if the number of combinations is too large + if ( + combinations.size() > static_cast(parameters_.max_number_of_combination_samples)) { + std::random_device rd; + std::mt19937 mt(rd()); + std::shuffle(combinations.begin(), combinations.end(), mt); + combinations.resize(parameters_.max_number_of_combination_samples); + RCLCPP_WARN( this->get_logger(), - "The number of combinations is: %d, converged_tracks_size: %d, num_of_samples: %d", - static_cast(combinations.size()), tracks_size, num_of_samples); + "The number of combinations is set to: %d, because it exceeds the maximum number of " + "combination samples: %d", + static_cast(combinations.size()), parameters_.max_number_of_combination_samples); + } +} - // random select the combinations if the number of combinations is too large - if ( - combinations.size() > - static_cast(parameters_.max_number_of_combination_samples)) { - std::random_device rd; - std::mt19937 mt(rd()); - std::shuffle(combinations.begin(), combinations.end(), mt); - combinations.resize(parameters_.max_number_of_combination_samples); - RCLCPP_WARN( - this->get_logger(), - "The number of combinations is set to: %d, because it exceeds the maximum number of " - "combination samples: %d", - static_cast(combinations.size()), parameters_.max_number_of_combination_samples); - } +void ExtrinsicReflectorBasedCalibrator::doEvaluation( + std::vector> & combinations, int num_of_samples) +{ + TransformationEstimator crossval_estimator( + initial_radar_to_lidar_eigen_, initial_radar_to_radar_parallel_eigen_, + radar_parallel_to_lidar_eigen_); - for (const auto & combination : combinations) { - // clear the lidar radar pcs + pcl::PointCloud::Ptr crossval_lidar_points_pcs(new pcl::PointCloud); + pcl::PointCloud::Ptr crossval_radar_points_rcs(new pcl::PointCloud); + std::vector crossval_converged_tracks_; + crossval_lidar_points_pcs->reserve(num_of_samples); + crossval_radar_points_rcs->reserve(num_of_samples); + crossval_converged_tracks_.reserve(num_of_samples); + + double total_crossval_calibrated_distance_error = 0.0; + double total_crossval_calibrated_yaw_error = 0.0; + std::vector crossval_calibrated_distance_error_vector; + std::vector crossval_calibrated_yaw_error_vector; + + for (const auto & combination : combinations) { + if (transformation_type_ == TransformationType::yaw_only_rotation_2d) { + crossval_converged_tracks_.clear(); + + for (std::size_t i = 0; i < combination.size(); i++) { + crossval_converged_tracks_.push_back(converged_tracks_[i]); + } + auto [delta_cos, delta_sin] = getDelta(crossval_converged_tracks_, true); + + crossval_estimator.setDelta(delta_cos, delta_sin); + crossval_estimator.estimateYawOnlyTransformation(); + } else { crossval_lidar_points_pcs->clear(); crossval_radar_points_rcs->clear(); + // calculate the transformation. - for (int j = 0; j < num_of_samples; j++) { - crossval_lidar_points_pcs->emplace_back(lidar_points_pcs->points[combination[j]]); - crossval_radar_points_rcs->emplace_back(radar_points_rcs->points[combination[j]]); + for (std::size_t i = 0; i < combination.size(); i++) { + crossval_lidar_points_pcs->emplace_back(lidar_points_pcs_->points[combination[i]]); + crossval_radar_points_rcs->emplace_back(radar_points_rcs_->points[combination[i]]); } - crossval_estimator.estimateRigidTransformation( - *crossval_lidar_points_pcs, *crossval_radar_points_rcs, - crossval_radar_to_radar_parallel_transformation); - crossval_calibrated_2d_radar_to_radar_parallel_transformation = - crossval_radar_to_radar_parallel_transformation.cast(); - crossval_calibrated_2d_radar_to_radar_parallel_transformation.translation().z() = - (initial_radar_to_lidar_eigen_ * radar_parallel_to_lidar_eigen_.inverse()) - .translation() - .z(); - crossval_calibrated_2d_radar_to_lidar_transformation = - crossval_calibrated_2d_radar_to_radar_parallel_transformation * - radar_parallel_to_lidar_eigen_; - - // calculate the error. - auto [crossval_calibrated_2d_distance_error, crossval_calibrated_2d_yaw_error] = - computeCalibrationError(crossval_calibrated_2d_radar_to_lidar_transformation); - - total_crossval_calibrated_2d_distance_error += crossval_calibrated_2d_distance_error; - total_crossval_calibrated_2d_yaw_error += crossval_calibrated_2d_yaw_error; - crossval_calibrated_2d_distance_error_vector.push_back(crossval_calibrated_2d_distance_error); - crossval_calibrated_2d_yaw_error_vector.push_back(crossval_calibrated_2d_yaw_error); + crossval_estimator.setPoints(crossval_lidar_points_pcs, crossval_radar_points_rcs); + if (transformation_type_ == TransformationType::roll_zero_3d) + crossval_estimator.estimateRollZeroTransformation(); + else + crossval_estimator.estimateSVDTransformation(transformation_type_); } - auto calculate_std = [](std::vector & data, double mean) -> double { - double sum = 0.0; - for (size_t i = 0; i < data.size(); i++) { - sum += (data[i] - mean) * (data[i] - mean); - } - double variance = sum / data.size(); - return std::sqrt(variance); - }; - - double avg_crossval_calibrated_2d_distance_error = - total_crossval_calibrated_2d_distance_error / combinations.size(); - double avg_crossval_calibrated_2d_yaw_error = - total_crossval_calibrated_2d_yaw_error / combinations.size(); - output_metrics_.push_back(static_cast(num_of_samples)); - output_metrics_.push_back(static_cast(avg_crossval_calibrated_2d_distance_error)); - output_metrics_.push_back(static_cast(avg_crossval_calibrated_2d_yaw_error)); - - double std_crossval_calibrated_2d_distance_error = calculate_std( - crossval_calibrated_2d_distance_error_vector, avg_crossval_calibrated_2d_distance_error); - double std_crossval_calibrated_2d_yaw_error = - calculate_std(crossval_calibrated_2d_yaw_error_vector, avg_crossval_calibrated_2d_yaw_error); - output_metrics_.push_back(static_cast(std_crossval_calibrated_2d_distance_error)); - output_metrics_.push_back(static_cast(std_crossval_calibrated_2d_yaw_error)); + Eigen::Isometry3d crossval_calibrated_radar_to_lidar_transformation = + crossval_estimator.getTransformation(); + // calculate the error. + auto [crossval_calibrated_distance_error, crossval_calibrated_yaw_error] = + computeCalibrationError(crossval_calibrated_radar_to_lidar_transformation); + + total_crossval_calibrated_distance_error += crossval_calibrated_distance_error; + total_crossval_calibrated_yaw_error += crossval_calibrated_yaw_error; + crossval_calibrated_distance_error_vector.push_back(crossval_calibrated_distance_error); + crossval_calibrated_yaw_error_vector.push_back(crossval_calibrated_yaw_error); + } + + auto calculate_std = [](std::vector & data, double mean) -> double { + double sum = 0.0; + for (size_t i = 0; i < data.size(); i++) { + sum += (data[i] - mean) * (data[i] - mean); + } + double variance = sum / data.size(); + return std::sqrt(variance); + }; + + double avg_crossval_calibrated_distance_error = + total_crossval_calibrated_distance_error / combinations.size(); + double avg_crossval_calibrated_yaw_error = + total_crossval_calibrated_yaw_error / combinations.size(); + output_metrics_.push_back(static_cast(num_of_samples)); + output_metrics_.push_back(static_cast(avg_crossval_calibrated_distance_error)); + output_metrics_.push_back(static_cast(avg_crossval_calibrated_yaw_error)); + + double std_crossval_calibrated_distance_error = calculate_std( + crossval_calibrated_distance_error_vector, avg_crossval_calibrated_distance_error); + double std_crossval_calibrated_yaw_error = + calculate_std(crossval_calibrated_yaw_error_vector, avg_crossval_calibrated_yaw_error); + output_metrics_.push_back(static_cast(std_crossval_calibrated_distance_error)); + output_metrics_.push_back(static_cast(std_crossval_calibrated_yaw_error)); +} + +void ExtrinsicReflectorBasedCalibrator::crossValEvaluation() +{ + int tracks_size = static_cast(converged_tracks_.size()); + if (tracks_size <= 3) return; + + for (int num_of_samples = 3; num_of_samples < tracks_size; num_of_samples++) { + std::vector> combinations; + std::vector curr; + + findCombinations(tracks_size - 1, num_of_samples, curr, 0, combinations); + selectCombinations(tracks_size, num_of_samples, combinations); + doEvaluation(combinations, num_of_samples); } } @@ -1526,13 +1642,9 @@ void ExtrinsicReflectorBasedCalibrator::calibrateSensors() } return; } - output_metrics_.clear(); - - // Note: pcs=parallel coordinate system rcs=radar coordinate system - auto [lidar_points_pcs, radar_points_rcs, delta_cos_sum, delta_sin_sum] = getPointsSetAndDelta(); - estimateTransformation(lidar_points_pcs, radar_points_rcs, delta_cos_sum, delta_sin_sum); - crossValEvaluation(lidar_points_pcs, radar_points_rcs); + estimateTransformation(); + crossValEvaluation(); publishMetrics(); } @@ -1560,7 +1672,7 @@ void ExtrinsicReflectorBasedCalibrator::visualizationMarkers( marker.scale.y = parameters_.reflector_radius; marker.scale.z = parameters_.reflector_radius; marker.color.a = 0.6; - marker.color.r = 1.0; + marker.color.r = 0.0; marker.color.g = 0.0; marker.color.b = 1.0; lidar_detections_marker_array.markers.push_back(marker); diff --git a/sensor/marker_radar_lidar_calibrator/src/transformation_estimator.cpp b/sensor/marker_radar_lidar_calibrator/src/transformation_estimator.cpp new file mode 100644 index 00000000..6890189c --- /dev/null +++ b/sensor/marker_radar_lidar_calibrator/src/transformation_estimator.cpp @@ -0,0 +1,183 @@ +// Copyright 2024 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 +#include +#include + +#include + +namespace marker_radar_lidar_calibrator +{ + +TransformationEstimator::TransformationEstimator( + Eigen::Isometry3d initial_radar_to_lidar_eigen, + Eigen::Isometry3d initial_radar_to_radar_parallel_eigen, + Eigen::Isometry3d radar_parallel_to_lidar_eigen) +{ + initial_radar_to_lidar_eigen_ = initial_radar_to_lidar_eigen; + initial_radar_to_radar_parallel_eigen_ = initial_radar_to_radar_parallel_eigen; + radar_parallel_to_lidar_eigen_ = radar_parallel_to_lidar_eigen; +} + +void TransformationEstimator::setPoints( + pcl::PointCloud::Ptr lidar_points_pcs, + pcl::PointCloud::Ptr radar_points_rcs) +{ + lidar_points_pcs_ = lidar_points_pcs; + radar_points_rcs_ = radar_points_rcs; +} + +void TransformationEstimator::setDelta(double delta_cos, double delta_sin) +{ + delta_cos_ = delta_cos; + delta_sin_ = delta_sin; +} + +void TransformationEstimator::estimateYawOnlyTransformation() +{ + RCLCPP_INFO( + rclcpp::get_logger("marker_radar_lidar_calibrator"), "Estimate yaw only 2d transformation"); + Eigen::Matrix3d delta_rotation; + delta_rotation << delta_cos_, -delta_sin_, 0.0, delta_sin_, delta_cos_, 0.0, 0.0, 0.0, 1.0; + Eigen::Isometry3d delta_transformation = Eigen::Isometry3d::Identity(); + delta_transformation.linear() = delta_rotation; + + calibrated_radar_to_lidar_transformation_ = delta_transformation * initial_radar_to_lidar_eigen_; +} + +void TransformationEstimator::estimateSVDTransformation( + ExtrinsicReflectorBasedCalibrator::TransformationType transformation_type) +{ + if (transformation_type == ExtrinsicReflectorBasedCalibrator::TransformationType::svd_2d) { + RCLCPP_INFO( + rclcpp::get_logger("marker_radar_lidar_calibrator"), "Estimate 2D SVD transformation"); + } else { + RCLCPP_INFO( + rclcpp::get_logger("marker_radar_lidar_calibrator"), "Estimate 3D SVD transformation"); + } + + pcl::registration::TransformationEstimationSVD estimator; + Eigen::Matrix4f full_radar_to_radar_parallel_transformation; + estimator.estimateRigidTransformation( + *lidar_points_pcs_, *radar_points_rcs_, full_radar_to_radar_parallel_transformation); + Eigen::Isometry3d calibrated_radar_to_radar_parallel_transformation( + full_radar_to_radar_parallel_transformation.cast()); + + if (transformation_type == ExtrinsicReflectorBasedCalibrator::TransformationType::svd_2d) { + // Check that is is actually a 2D transformation + auto calibrated_radar_to_radar_parallel_rpy = tier4_autoware_utils::getRPY( + tf2::toMsg(calibrated_radar_to_radar_parallel_transformation).orientation); + double calibrated_radar_to_radar_parallel_z = + calibrated_radar_to_radar_parallel_transformation.translation().z(); + double calibrated_radar_to_radar_parallel_roll = calibrated_radar_to_radar_parallel_rpy.x; + double calibrated_radar_to_radar_parallel_pitch = calibrated_radar_to_radar_parallel_rpy.y; + + if ( + calibrated_radar_to_radar_parallel_z != 0.0 || + calibrated_radar_to_radar_parallel_roll != 0.0 || + calibrated_radar_to_radar_parallel_pitch != 0.0) { + RCLCPP_ERROR( + rclcpp::get_logger("marker_radar_lidar_calibrator"), + "The estimated 2D translation was not really 2D. Continue at your own risk. z=%.3f " + "roll=%.3f " + "pitch=%.3f", + calibrated_radar_to_radar_parallel_z, calibrated_radar_to_radar_parallel_roll, + calibrated_radar_to_radar_parallel_pitch); + } + + calibrated_radar_to_radar_parallel_transformation.translation().z() = + (initial_radar_to_lidar_eigen_ * radar_parallel_to_lidar_eigen_.inverse()).translation().z(); + } + + calibrated_radar_to_lidar_transformation_ = + calibrated_radar_to_radar_parallel_transformation * radar_parallel_to_lidar_eigen_; +} + +void TransformationEstimator::estimateRollZeroTransformation() +{ + RCLCPP_INFO( + rclcpp::get_logger("marker_radar_lidar_calibrator"), + "Estimate 3D transformation with roll is always zero"); + + ceres::Problem problem; + + Eigen::Vector3d translation = initial_radar_to_radar_parallel_eigen_.translation(); + Eigen::Matrix3d rotation = initial_radar_to_radar_parallel_eigen_.rotation(); + Eigen::Vector3d euler_angle = rotation.eulerAngles(0, 1, 2); + + // params: x, y, z, pitch, yaw + std::vector params = { + translation[0], translation[1], translation[2], euler_angle[1], euler_angle[2]}; + + std::string initial_params_str = std::accumulate( + std::next(params.begin()), params.end(), + std::to_string(params.front()), // Initialize with the first element + [](const std::string & a, const auto & b) { return a + " " + std::to_string(b); }); + std::string initial_params_msg = "initial params (x,y,z,pith,yaw): " + initial_params_str; + RCLCPP_INFO( + rclcpp::get_logger("marker_radar_lidar_calibrator"), "%s", initial_params_msg.c_str()); + + for (size_t i = 0; i < lidar_points_pcs_->points.size(); i++) { + auto lidar_point = lidar_points_pcs_->points[i]; + auto radar_point = radar_points_rcs_->points[i]; + + Eigen::Vector4d radar_point_eigen(radar_point.x, radar_point.y, radar_point.z, 1); + Eigen::Vector4d lidar_point_eigen(lidar_point.x, lidar_point.y, lidar_point.z, 1); + + ceres::CostFunction * cost_function = new ceres::AutoDiffCostFunction( + new SensorResidual(radar_point_eigen, lidar_point_eigen)); + problem.AddResidualBlock(cost_function, NULL, params.data()); + } + + // Solve + ceres::Solver::Options options; + options.linear_solver_type = ceres::DENSE_SCHUR; // cSpell:ignore schur + options.minimizer_progress_to_stdout = true; + options.max_num_iterations = 500; + ceres::Solver::Summary summary; + ceres::Solve(options, &problem, &summary); + + std::string report = summary.FullReport(); + RCLCPP_INFO(rclcpp::get_logger("marker_radar_lidar_calibrator"), "%s", report.c_str()); + + std::string calibrated_params_str = std::accumulate( + std::next(params.begin()), params.end(), + std::to_string(params.front()), // Initialize with the first element + [](const std::string & a, const auto & b) { return a + " " + std::to_string(b); }); + std::string calibrated_params_msg = + "calibrated params (x,y,z,pith,yaw): " + calibrated_params_str; + RCLCPP_INFO( + rclcpp::get_logger("marker_radar_lidar_calibrator"), "%s", calibrated_params_msg.c_str()); + + Eigen::Isometry3d calibrated_3d_radar_to_radar_parallel_transformation = + Eigen::Isometry3d::Identity(); + calibrated_3d_radar_to_radar_parallel_transformation.pretranslate( + Eigen::Vector3d(params[0], params[1], params[2])); + Eigen::Quaterniond q( + Eigen::AngleAxisd(params[4], Eigen::Vector3d::UnitZ()) * + Eigen::AngleAxisd(params[3], Eigen::Vector3d::UnitY()) * + Eigen::AngleAxisd(0, Eigen::Vector3d::UnitX())); + calibrated_3d_radar_to_radar_parallel_transformation.rotate(q); + + calibrated_radar_to_lidar_transformation_ = + calibrated_3d_radar_to_radar_parallel_transformation * radar_parallel_to_lidar_eigen_; +} + +Eigen::Isometry3d TransformationEstimator::getTransformation() +{ + return calibrated_radar_to_lidar_transformation_; +} + +} // namespace marker_radar_lidar_calibrator diff --git a/sensor/sensor_calibration_manager/launch/default_project/marker_radar_lidar_calibrator.launch.xml b/sensor/sensor_calibration_manager/launch/default_project/marker_radar_lidar_calibrator.launch.xml index 2393b0e7..20d8c051 100644 --- a/sensor/sensor_calibration_manager/launch/default_project/marker_radar_lidar_calibrator.launch.xml +++ b/sensor/sensor_calibration_manager/launch/default_project/marker_radar_lidar_calibrator.launch.xml @@ -5,8 +5,10 @@ + + - + @@ -17,6 +19,8 @@ - + + + diff --git a/sensor/sensor_calibration_manager/launch/rdv/marker_radar_lidar_calibrator.launch.xml b/sensor/sensor_calibration_manager/launch/rdv/marker_radar_lidar_calibrator.launch.xml index e4034e2e..17bde976 100644 --- a/sensor/sensor_calibration_manager/launch/rdv/marker_radar_lidar_calibrator.launch.xml +++ b/sensor/sensor_calibration_manager/launch/rdv/marker_radar_lidar_calibrator.launch.xml @@ -9,13 +9,27 @@ + + + + + + + + + + + + + + - + @@ -26,6 +40,8 @@ - + + + diff --git a/sensor/sensor_calibration_manager/launch/x2/marker_radar_lidar_calibrator.launch.xml b/sensor/sensor_calibration_manager/launch/x2/marker_radar_lidar_calibrator.launch.xml index 10b47c0a..2d5b856a 100644 --- a/sensor/sensor_calibration_manager/launch/x2/marker_radar_lidar_calibrator.launch.xml +++ b/sensor/sensor_calibration_manager/launch/x2/marker_radar_lidar_calibrator.launch.xml @@ -9,6 +9,18 @@ + + + + + + + + + + + + @@ -27,7 +39,7 @@ - + @@ -44,6 +56,8 @@ - + + + diff --git a/sensor/sensor_calibration_manager/launch/xx1_gen2/ground_plane_calibrator.launch.xml b/sensor/sensor_calibration_manager/launch/xx1_gen2/ground_plane_calibrator.launch.xml new file mode 100644 index 00000000..11b9c7ce --- /dev/null +++ b/sensor/sensor_calibration_manager/launch/xx1_gen2/ground_plane_calibrator.launch.xml @@ -0,0 +1,54 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/sensor/sensor_calibration_manager/launch/xx1_gen2/mapping_based_base_lidar_calibrator.launch.xml b/sensor/sensor_calibration_manager/launch/xx1_gen2/mapping_based_base_lidar_calibrator.launch.xml new file mode 100644 index 00000000..54d61d8e --- /dev/null +++ b/sensor/sensor_calibration_manager/launch/xx1_gen2/mapping_based_base_lidar_calibrator.launch.xml @@ -0,0 +1,76 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/sensor/sensor_calibration_manager/launch/xx1_gen2/mapping_based_lidar_lidar_calibrator.launch.xml b/sensor/sensor_calibration_manager/launch/xx1_gen2/mapping_based_lidar_lidar_calibrator.launch.xml new file mode 100644 index 00000000..de7e2855 --- /dev/null +++ b/sensor/sensor_calibration_manager/launch/xx1_gen2/mapping_based_lidar_lidar_calibrator.launch.xml @@ -0,0 +1,58 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/sensor/sensor_calibration_manager/launch/xx1_gen2/marker_radar_lidar_calibrator.launch.xml b/sensor/sensor_calibration_manager/launch/xx1_gen2/marker_radar_lidar_calibrator.launch.xml new file mode 100644 index 00000000..b3756c48 --- /dev/null +++ b/sensor/sensor_calibration_manager/launch/xx1_gen2/marker_radar_lidar_calibrator.launch.xml @@ -0,0 +1,47 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/sensor/sensor_calibration_manager/launch/xx1_gen2/tag_based_pnp_calibrator.launch.xml b/sensor/sensor_calibration_manager/launch/xx1_gen2/tag_based_pnp_calibrator.launch.xml new file mode 100644 index 00000000..dd9dfafd --- /dev/null +++ b/sensor/sensor_calibration_manager/launch/xx1_gen2/tag_based_pnp_calibrator.launch.xml @@ -0,0 +1,84 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/sensor/sensor_calibration_manager/launch/xx1_gen2/tag_based_sfm_base_lidar_calibrator.launch.xml b/sensor/sensor_calibration_manager/launch/xx1_gen2/tag_based_sfm_base_lidar_calibrator.launch.xml new file mode 100644 index 00000000..9bb0f7ba --- /dev/null +++ b/sensor/sensor_calibration_manager/launch/xx1_gen2/tag_based_sfm_base_lidar_calibrator.launch.xml @@ -0,0 +1,50 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/sensor/sensor_calibration_manager/sensor_calibration_manager/calibrators/__init__.py b/sensor/sensor_calibration_manager/sensor_calibration_manager/calibrators/__init__.py index 0d7af762..6b2e44a9 100644 --- a/sensor/sensor_calibration_manager/sensor_calibration_manager/calibrators/__init__.py +++ b/sensor/sensor_calibration_manager/sensor_calibration_manager/calibrators/__init__.py @@ -4,3 +4,4 @@ from .x2 import * # noqa: F401, F403 from .xx1 import * # noqa: F401, F403 from .xx1_15 import * # noqa: F401, F403 +from .xx1_gen2 import * # noqa: F401, F403 diff --git a/sensor/sensor_calibration_manager/sensor_calibration_manager/calibrators/xx1_gen2/__init__.py b/sensor/sensor_calibration_manager/sensor_calibration_manager/calibrators/xx1_gen2/__init__.py new file mode 100644 index 00000000..34ed79a9 --- /dev/null +++ b/sensor/sensor_calibration_manager/sensor_calibration_manager/calibrators/xx1_gen2/__init__.py @@ -0,0 +1,15 @@ +from .ground_plane_calibrator import GroundPlaneCalibrator +from .mapping_based_base_lidar_calibrator import MappingBasedBaseLidarCalibrator +from .mapping_based_lidar_lidar_calibrator import MappingBasedLidarLidarCalibrator +from .marker_radar_lidar_calibrator import MarkerRadarLidarCalibrator +from .tag_based_pnp_calibrator import TagBasedPNPCalibrator +from .tag_based_sfm_base_lidar_calibrator import TagBasedSfmBaseLidarCalibrator + +__all__ = [ + "GroundPlaneCalibrator", + "MappingBasedBaseLidarCalibrator", + "MappingBasedLidarLidarCalibrator", + "MarkerRadarLidarCalibrator", + "TagBasedPNPCalibrator", + "TagBasedSfmBaseLidarCalibrator", +] diff --git a/sensor/sensor_calibration_manager/sensor_calibration_manager/calibrators/xx1_gen2/ground_plane_calibrator.py b/sensor/sensor_calibration_manager/sensor_calibration_manager/calibrators/xx1_gen2/ground_plane_calibrator.py new file mode 100644 index 00000000..da41d6f2 --- /dev/null +++ b/sensor/sensor_calibration_manager/sensor_calibration_manager/calibrators/xx1_gen2/ground_plane_calibrator.py @@ -0,0 +1,61 @@ +#!/usr/bin/env python3 + +# Copyright 2024 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. + +from typing import Dict + +import numpy as np +from sensor_calibration_manager.calibrator_base import CalibratorBase +from sensor_calibration_manager.calibrator_registry import CalibratorRegistry +from sensor_calibration_manager.ros_interface import RosInterface +from sensor_calibration_manager.types import FramePair + + +@CalibratorRegistry.register_calibrator( + project_name="xx1_gen2", calibrator_name="ground_plane_calibrator" +) +class GroundPlaneCalibrator(CalibratorBase): + required_frames = [] + + def __init__(self, ros_interface: RosInterface, **kwargs): + super().__init__(ros_interface) + + self.base_frame = "base_link" + self.sensor_kit_frame = "sensor_kit_base_link" + self.lidar_frame = "hesai_top" + + self.required_frames.extend([self.base_frame, self.sensor_kit_frame, self.lidar_frame]) + + self.add_calibrator( + service_name="calibrate_base_lidar", + expected_calibration_frames=[ + FramePair(parent=self.base_frame, child=self.lidar_frame), + ], + ) + + def post_process(self, calibration_transforms: Dict[str, Dict[str, np.array]]): + base_to_lidar_transform = calibration_transforms[self.base_frame][self.lidar_frame] + + sensor_kit_to_lidar_transform = self.get_transform_matrix( + self.sensor_kit_frame, self.lidar_frame + ) + + base_to_sensor_kit_transform = base_to_lidar_transform @ np.linalg.inv( + sensor_kit_to_lidar_transform + ) + + result = {self.base_frame: {self.sensor_kit_frame: base_to_sensor_kit_transform}} + + return result diff --git a/sensor/sensor_calibration_manager/sensor_calibration_manager/calibrators/xx1_gen2/mapping_based_base_lidar_calibrator.py b/sensor/sensor_calibration_manager/sensor_calibration_manager/calibrators/xx1_gen2/mapping_based_base_lidar_calibrator.py new file mode 100644 index 00000000..60034cb4 --- /dev/null +++ b/sensor/sensor_calibration_manager/sensor_calibration_manager/calibrators/xx1_gen2/mapping_based_base_lidar_calibrator.py @@ -0,0 +1,62 @@ +#!/usr/bin/env python3 + +# Copyright 2024 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. + +from typing import Dict + +import numpy as np +from sensor_calibration_manager.calibrator_base import CalibratorBase +from sensor_calibration_manager.calibrator_registry import CalibratorRegistry +from sensor_calibration_manager.ros_interface import RosInterface +from sensor_calibration_manager.types import FramePair + + +@CalibratorRegistry.register_calibrator( + project_name="xx1_gen2", calibrator_name="mapping_based_base_lidar_calibrator" +) +class MappingBasedBaseLidarCalibrator(CalibratorBase): + required_frames = [] + + def __init__(self, ros_interface: RosInterface, **kwargs): + super().__init__(ros_interface) + + self.base_frame = "base_link" + self.sensor_kit_frame = "sensor_kit_base_link" + + self.mapping_lidar_frame = "hesai_top" + + self.required_frames.extend( + [self.base_frame, self.sensor_kit_frame, self.mapping_lidar_frame] + ) + + self.add_calibrator( + service_name="calibrate_base_lidar", + expected_calibration_frames=[ + FramePair(parent=self.mapping_lidar_frame, child=self.base_frame) + ], + ) + + def post_process(self, calibration_transforms: Dict[str, Dict[str, np.array]]): + sensor_kit_to_mapping_lidar_transform = self.get_transform_matrix( + self.sensor_kit_frame, self.mapping_lidar_frame + ) + + base_to_top_sensor_kit_transform = np.linalg.inv( + sensor_kit_to_mapping_lidar_transform + @ calibration_transforms[self.mapping_lidar_frame][self.base_frame] + ) + results = {self.base_frame: {self.sensor_kit_frame: base_to_top_sensor_kit_transform}} + + return results diff --git a/sensor/sensor_calibration_manager/sensor_calibration_manager/calibrators/xx1_gen2/mapping_based_lidar_lidar_calibrator.py b/sensor/sensor_calibration_manager/sensor_calibration_manager/calibrators/xx1_gen2/mapping_based_lidar_lidar_calibrator.py new file mode 100644 index 00000000..74359944 --- /dev/null +++ b/sensor/sensor_calibration_manager/sensor_calibration_manager/calibrators/xx1_gen2/mapping_based_lidar_lidar_calibrator.py @@ -0,0 +1,97 @@ +#!/usr/bin/env python3 + +# Copyright 2024 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. + +from typing import Dict + +import numpy as np +from sensor_calibration_manager.calibrator_base import CalibratorBase +from sensor_calibration_manager.calibrator_registry import CalibratorRegistry +from sensor_calibration_manager.ros_interface import RosInterface +from sensor_calibration_manager.types import FramePair + + +@CalibratorRegistry.register_calibrator( + project_name="xx1_gen2", calibrator_name="mapping_based_lidar_lidar_calibrator" +) +class MappingBasedLidarLidarCalibrator(CalibratorBase): + required_frames = [] + + def __init__(self, ros_interface: RosInterface, **kwargs): + super().__init__(ros_interface) + + self.sensor_kit_frame = "sensor_kit_base_link" + self.mapping_lidar_frame = "hesai_top" + self.calibration_lidar_frames = [ + "hesai_left", + "hesai_right", + "hesai_front_left", + "hesai_front_right", + ] + self.calibration_base_lidar_frames = [ + "hesai_left_base_link", + "hesai_right_base_link", + "hesai_front_left_base_link", + "hesai_front_right_base_link", + ] + + self.required_frames.extend( + [ + self.sensor_kit_frame, + self.mapping_lidar_frame, + *self.calibration_lidar_frames, + *self.calibration_base_lidar_frames, + ] + ) + + self.add_calibrator( + service_name="calibrate_lidar_lidar", + expected_calibration_frames=[ + FramePair(parent=self.mapping_lidar_frame, child=calibration_lidar_frame) + for calibration_lidar_frame in self.calibration_lidar_frames + ], + ) + + def post_process(self, calibration_transforms: Dict[str, Dict[str, np.array]]): + sensor_kit_to_lidar_transform = self.get_transform_matrix( + self.sensor_kit_frame, self.mapping_lidar_frame + ) + + calibration_lidar_to_base_lidar_transforms = [ + self.get_transform_matrix(calibration_lidar_frame, calibration_base_lidar_frame) + for calibration_lidar_frame, calibration_base_lidar_frame in zip( + self.calibration_lidar_frames, self.calibration_base_lidar_frames + ) + ] + + sensor_kit_to_calibration_lidar_transforms = [ + sensor_kit_to_lidar_transform + @ calibration_transforms[self.mapping_lidar_frame][calibration_lidar_frame] + @ calibration_lidar_to_base_lidar_transform + for calibration_lidar_frame, calibration_lidar_to_base_lidar_transform in zip( + self.calibration_lidar_frames, calibration_lidar_to_base_lidar_transforms + ) + ] + + result = { + self.sensor_kit_frame: { + calibration_base_lidar_frame: transform + for calibration_base_lidar_frame, transform in zip( + self.calibration_base_lidar_frames, sensor_kit_to_calibration_lidar_transforms + ) + } + } + + return result diff --git a/sensor/sensor_calibration_manager/sensor_calibration_manager/calibrators/xx1_gen2/marker_radar_lidar_calibrator.py b/sensor/sensor_calibration_manager/sensor_calibration_manager/calibrators/xx1_gen2/marker_radar_lidar_calibrator.py new file mode 100644 index 00000000..b63a7b1d --- /dev/null +++ b/sensor/sensor_calibration_manager/sensor_calibration_manager/calibrators/xx1_gen2/marker_radar_lidar_calibrator.py @@ -0,0 +1,60 @@ +#!/usr/bin/env python3 + +# Copyright 2024 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. + +from typing import Dict + +import numpy as np +from sensor_calibration_manager.calibrator_base import CalibratorBase +from sensor_calibration_manager.calibrator_registry import CalibratorRegistry +from sensor_calibration_manager.ros_interface import RosInterface +from sensor_calibration_manager.types import FramePair + + +@CalibratorRegistry.register_calibrator( + project_name="xx1_gen2", calibrator_name="marker_radar_lidar_calibrator" +) +class MarkerRadarLidarCalibrator(CalibratorBase): + required_frames = [] + + def __init__(self, ros_interface: RosInterface, **kwargs): + super().__init__(ros_interface) + + self.radar_parallel_frame = kwargs["radar_parallel_frame"] + self.radar_frame = kwargs["radar_frame"] + self.lidar_frame = kwargs["lidar_frame"] + + self.required_frames.extend([self.radar_parallel_frame, self.radar_frame, self.lidar_frame]) + + self.add_calibrator( + service_name="calibrate_radar_lidar", + expected_calibration_frames=[ + FramePair(parent=self.radar_frame, child=self.lidar_frame) + ], + ) + + def post_process(self, calibration_transforms: Dict[str, Dict[str, np.array]]): + lidar_to_radar_parallel_transform = self.get_transform_matrix( + self.lidar_frame, self.radar_parallel_frame + ) + + radar_parallel_to_radar_transform = np.linalg.inv( + calibration_transforms[self.radar_frame][self.lidar_frame] + @ lidar_to_radar_parallel_transform + ) + + results = {self.radar_parallel_frame: {self.radar_frame: radar_parallel_to_radar_transform}} + + return results diff --git a/sensor/sensor_calibration_manager/sensor_calibration_manager/calibrators/xx1_gen2/tag_based_pnp_calibrator.py b/sensor/sensor_calibration_manager/sensor_calibration_manager/calibrators/xx1_gen2/tag_based_pnp_calibrator.py new file mode 100644 index 00000000..9ed5e2e2 --- /dev/null +++ b/sensor/sensor_calibration_manager/sensor_calibration_manager/calibrators/xx1_gen2/tag_based_pnp_calibrator.py @@ -0,0 +1,67 @@ +#!/usr/bin/env python3 + +# Copyright 2024 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. + +from typing import Dict + +import numpy as np +from sensor_calibration_manager.calibrator_base import CalibratorBase +from sensor_calibration_manager.calibrator_registry import CalibratorRegistry +from sensor_calibration_manager.ros_interface import RosInterface +from sensor_calibration_manager.types import FramePair + + +@CalibratorRegistry.register_calibrator( + project_name="xx1_gen2", calibrator_name="tag_based_pnp_calibrator" +) +class TagBasedPNPCalibrator(CalibratorBase): + required_frames = ["sensor_kit_base_link", "hesai_top"] + + def __init__(self, ros_interface: RosInterface, **kwargs): + super().__init__(ros_interface) + + self.camera_name = kwargs["camera_name"] + self.required_frames.append(f"{self.camera_name}/camera_link") + self.required_frames.append(f"{self.camera_name}/camera_optical_link") + + self.add_calibrator( + service_name="calibrate_camera_lidar", + expected_calibration_frames=[ + FramePair(parent=f"{self.camera_name}/camera_optical_link", child="hesai_top"), + ], + ) + + def post_process(self, calibration_transforms: Dict[str, Dict[str, np.array]]): + camera_to_lidar_transform = calibration_transforms[ + f"{self.camera_name}/camera_optical_link" + ]["hesai_top"] + sensor_kit_to_lidar_transform = self.get_transform_matrix( + "sensor_kit_base_link", "hesai_top" + ) + camera_to_optical_link_transform = self.get_transform_matrix( + f"{self.camera_name}/camera_link", f"{self.camera_name}/camera_optical_link" + ) + sensor_kit_camera_link_transform = np.linalg.inv( + camera_to_optical_link_transform + @ camera_to_lidar_transform + @ np.linalg.inv(sensor_kit_to_lidar_transform) + ) + + result = { + "sensor_kit_base_link": { + f"{self.camera_name}/camera_link": sensor_kit_camera_link_transform + } + } + return result diff --git a/sensor/sensor_calibration_manager/sensor_calibration_manager/calibrators/xx1_gen2/tag_based_sfm_base_lidar_calibrator.py b/sensor/sensor_calibration_manager/sensor_calibration_manager/calibrators/xx1_gen2/tag_based_sfm_base_lidar_calibrator.py new file mode 100644 index 00000000..54f4c062 --- /dev/null +++ b/sensor/sensor_calibration_manager/sensor_calibration_manager/calibrators/xx1_gen2/tag_based_sfm_base_lidar_calibrator.py @@ -0,0 +1,62 @@ +#!/usr/bin/env python3 + +# Copyright 2024 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. + +from typing import Dict + +import numpy as np +from sensor_calibration_manager.calibrator_base import CalibratorBase +from sensor_calibration_manager.calibrator_registry import CalibratorRegistry +from sensor_calibration_manager.ros_interface import RosInterface +from sensor_calibration_manager.types import FramePair + + +@CalibratorRegistry.register_calibrator( + project_name="xx1_gen2", calibrator_name="tag_based_sfm_base_lidar_calibrator" +) +class TagBasedSfmBaseLidarCalibrator(CalibratorBase): + required_frames = [] + + def __init__(self, ros_interface: RosInterface, **kwargs): + super().__init__(ros_interface) + + self.base_frame = kwargs["base_frame"] + self.sensor_kit_frame = "sensor_kit_base_link" + + self.main_sensor_frame = kwargs["main_calibration_sensor_frame"] + + self.required_frames.extend( + [self.base_frame, self.sensor_kit_frame, self.main_sensor_frame] + ) + + self.add_calibrator( + service_name="calibrate_base_lidar", + expected_calibration_frames=[ + FramePair(parent=self.main_sensor_frame, child=self.base_frame) + ], + ) + + def post_process(self, calibration_transforms: Dict[str, Dict[str, np.array]]): + sensor_kit_to_mapping_lidar_transform = self.get_transform_matrix( + self.sensor_kit_frame, self.main_sensor_frame + ) + + base_to_top_sensor_kit_transform = np.linalg.inv( + sensor_kit_to_mapping_lidar_transform + @ calibration_transforms[self.main_sensor_frame][self.base_frame] + ) + results = {self.base_frame: {self.sensor_kit_frame: base_to_top_sensor_kit_transform}} + + return results From 3796ae3c6e4cac655618116aa6fb84fc05a4ea0a Mon Sep 17 00:00:00 2001 From: vividf Date: Fri, 12 Apr 2024 16:36:26 +0900 Subject: [PATCH 02/14] changed the name from radar_parallel to radar_optimization, x2 output changed to parent_to_radar Signed-off-by: vividf --- .../marker_radar_lidar_calibrator.hpp | 13 ++-- .../transformation_estimator.hpp | 8 +-- .../launch/calibrator.launch.xml | 4 +- .../src/marker_radar_lidar_calibrator.cpp | 31 +++++----- .../src/transformation_estimator.cpp | 60 ++++++++++--------- .../marker_radar_lidar_calibrator.launch.xml | 4 +- .../marker_radar_lidar_calibrator.launch.xml | 4 +- .../marker_radar_lidar_calibrator.launch.xml | 15 ++--- .../marker_radar_lidar_calibrator.launch.xml | 4 +- .../marker_radar_lidar_calibrator.py | 18 +++--- .../rdv/marker_radar_lidar_calibrator.py | 18 +++--- .../x2/marker_radar_lidar_calibrator.py | 32 +++++++--- .../xx1_gen2/marker_radar_lidar_calibrator.py | 18 +++--- 13 files changed, 134 insertions(+), 95 deletions(-) diff --git a/sensor/marker_radar_lidar_calibrator/include/marker_radar_lidar_calibrator/marker_radar_lidar_calibrator.hpp b/sensor/marker_radar_lidar_calibrator/include/marker_radar_lidar_calibrator/marker_radar_lidar_calibrator.hpp index 32b1b27e..f6ae6b1f 100644 --- a/sensor/marker_radar_lidar_calibrator/include/marker_radar_lidar_calibrator/marker_radar_lidar_calibrator.hpp +++ b/sensor/marker_radar_lidar_calibrator/include/marker_radar_lidar_calibrator/marker_radar_lidar_calibrator.hpp @@ -164,7 +164,9 @@ class ExtrinsicReflectorBasedCalibrator : public rclcpp::Node struct Parameters { - std::string radar_parallel_frame; + std::string radar_optimization_frame; // frame that is assumed to be parallel to the radar + // if estimating the transformation by 2d algorithms + // (needed for radars that do not provide elevation) bool use_lidar_initial_crop_box_filter; double lidar_initial_crop_box_min_x; double lidar_initial_crop_box_min_y; @@ -249,11 +251,12 @@ class ExtrinsicReflectorBasedCalibrator : public rclcpp::Node Eigen::Isometry3d initial_radar_to_lidar_eigen_; Eigen::Isometry3d calibrated_radar_to_lidar_eigen_; - geometry_msgs::msg::Transform radar_parallel_to_lidar_msg_; - Eigen::Isometry3d radar_parallel_to_lidar_eigen_; + // radar optimization is the frame that radar optimize the transformation to. + geometry_msgs::msg::Transform radar_optimization_to_lidar_msg_; + Eigen::Isometry3d radar_optimization_to_lidar_eigen_; - geometry_msgs::msg::Transform init_radar_to_radar_parallel_msg_; - Eigen::Isometry3d initial_radar_to_radar_parallel_eigen_; + geometry_msgs::msg::Transform init_radar_to_radar_optimization_msg_; + Eigen::Isometry3d initial_radar_to_radar_optimization_eigen_; bool got_initial_transform_{false}; bool broadcast_tf_{false}; diff --git a/sensor/marker_radar_lidar_calibrator/include/marker_radar_lidar_calibrator/transformation_estimator.hpp b/sensor/marker_radar_lidar_calibrator/include/marker_radar_lidar_calibrator/transformation_estimator.hpp index 9c1ea466..ec928946 100644 --- a/sensor/marker_radar_lidar_calibrator/include/marker_radar_lidar_calibrator/transformation_estimator.hpp +++ b/sensor/marker_radar_lidar_calibrator/include/marker_radar_lidar_calibrator/transformation_estimator.hpp @@ -38,8 +38,8 @@ class TransformationEstimator using PointType = pcl::PointXYZ; TransformationEstimator( Eigen::Isometry3d initial_radar_to_lidar_eigen, - Eigen::Isometry3d initial_radar_to_radar_parallel_eigen, - Eigen::Isometry3d radar_parallel_to_lidar_eigen); + Eigen::Isometry3d initial_radar_to_radar_optimization_eigen, + Eigen::Isometry3d radar_optimization_to_lidar_eigen); void setPoints( pcl::PointCloud::Ptr lidar_points_pcs, pcl::PointCloud::Ptr radar_points_rcs); @@ -57,8 +57,8 @@ class TransformationEstimator Eigen::Isometry3d calibrated_radar_to_lidar_transformation_; Eigen::Isometry3d initial_radar_to_lidar_eigen_; - Eigen::Isometry3d initial_radar_to_radar_parallel_eigen_; - Eigen::Isometry3d radar_parallel_to_lidar_eigen_; + Eigen::Isometry3d initial_radar_to_radar_optimization_eigen_; + Eigen::Isometry3d radar_optimization_to_lidar_eigen_; }; } // namespace marker_radar_lidar_calibrator diff --git a/sensor/marker_radar_lidar_calibrator/launch/calibrator.launch.xml b/sensor/marker_radar_lidar_calibrator/launch/calibrator.launch.xml index f6b11b6a..ef582575 100644 --- a/sensor/marker_radar_lidar_calibrator/launch/calibrator.launch.xml +++ b/sensor/marker_radar_lidar_calibrator/launch/calibrator.launch.xml @@ -4,7 +4,7 @@ - + @@ -29,7 +29,7 @@ - + diff --git a/sensor/marker_radar_lidar_calibrator/src/marker_radar_lidar_calibrator.cpp b/sensor/marker_radar_lidar_calibrator/src/marker_radar_lidar_calibrator.cpp index dc4d9197..dc8e3fb1 100644 --- a/sensor/marker_radar_lidar_calibrator/src/marker_radar_lidar_calibrator.cpp +++ b/sensor/marker_radar_lidar_calibrator/src/marker_radar_lidar_calibrator.cpp @@ -68,7 +68,7 @@ rcl_interfaces::msg::SetParametersResult ExtrinsicReflectorBasedCalibrator::para Parameters p = parameters_; try { - UPDATE_PARAM(p, radar_parallel_frame); + UPDATE_PARAM(p, radar_optimization_frame); UPDATE_PARAM(p, use_lidar_initial_crop_box_filter); UPDATE_PARAM(p, lidar_initial_crop_box_min_x); UPDATE_PARAM(p, lidar_initial_crop_box_min_y); @@ -121,7 +121,8 @@ ExtrinsicReflectorBasedCalibrator::ExtrinsicReflectorBasedCalibrator( { tf_buffer_ = std::make_shared(this->get_clock()); transform_listener_ = std::make_shared(*tf_buffer_); - parameters_.radar_parallel_frame = this->declare_parameter("radar_parallel_frame"); + parameters_.radar_optimization_frame = + this->declare_parameter("radar_optimization_frame"); parameters_.use_lidar_initial_crop_box_filter = this->declare_parameter("use_lidar_initial_crop_box_filter", true); @@ -1065,18 +1066,18 @@ bool ExtrinsicReflectorBasedCalibrator::checkInitialTransforms() initial_radar_to_lidar_eigen_ = tf2::transformToEigen(initial_radar_to_lidar_msg_); calibrated_radar_to_lidar_eigen_ = initial_radar_to_lidar_eigen_; - radar_parallel_to_lidar_msg_ = - tf_buffer_->lookupTransform(parameters_.radar_parallel_frame, lidar_frame_, t, timeout) + radar_optimization_to_lidar_msg_ = + tf_buffer_->lookupTransform(parameters_.radar_optimization_frame, lidar_frame_, t, timeout) .transform; - radar_parallel_to_lidar_eigen_ = tf2::transformToEigen(radar_parallel_to_lidar_msg_); + radar_optimization_to_lidar_eigen_ = tf2::transformToEigen(radar_optimization_to_lidar_msg_); - init_radar_to_radar_parallel_msg_ = - tf_buffer_->lookupTransform(radar_frame_, parameters_.radar_parallel_frame, t, timeout) + init_radar_to_radar_optimization_msg_ = + tf_buffer_->lookupTransform(radar_frame_, parameters_.radar_optimization_frame, t, timeout) .transform; - initial_radar_to_radar_parallel_eigen_ = - tf2::transformToEigen(init_radar_to_radar_parallel_msg_); + initial_radar_to_radar_optimization_eigen_ = + tf2::transformToEigen(init_radar_to_radar_optimization_msg_); got_initial_transform_ = true; } catch (tf2::TransformException & ex) { @@ -1326,8 +1327,8 @@ ExtrinsicReflectorBasedCalibrator::getPointsSet() auto track = converged_tracks_[track_index]; // lidar coordinates const auto & lidar_estimation = track.getLidarEstimation(); - // to radar parallel coordinates - const auto & lidar_estimation_pcs = radar_parallel_to_lidar_eigen_ * lidar_estimation; + // to radar optimization coordinates + const auto & lidar_estimation_pcs = radar_optimization_to_lidar_eigen_ * lidar_estimation; // to radar coordinates const auto & lidar_transformed_estimation = initial_radar_to_lidar_eigen_ * lidar_estimation; const auto & radar_estimation_rcs = track.getRadarEstimation(); @@ -1377,8 +1378,8 @@ std::pair ExtrinsicReflectorBasedCalibrator::computeCalibrationE void ExtrinsicReflectorBasedCalibrator::estimateTransformation() { TransformationEstimator estimator( - initial_radar_to_lidar_eigen_, initial_radar_to_radar_parallel_eigen_, - radar_parallel_to_lidar_eigen_); + initial_radar_to_lidar_eigen_, initial_radar_to_radar_optimization_eigen_, + radar_optimization_to_lidar_eigen_); Eigen::Isometry3d calibrated_radar_to_lidar_transformation; if (transformation_type_ == TransformationType::yaw_only_rotation_2d) { auto [delta_cos, delta_sin] = getDelta(converged_tracks_, false); @@ -1527,8 +1528,8 @@ void ExtrinsicReflectorBasedCalibrator::doEvaluation( std::vector> & combinations, int num_of_samples) { TransformationEstimator crossval_estimator( - initial_radar_to_lidar_eigen_, initial_radar_to_radar_parallel_eigen_, - radar_parallel_to_lidar_eigen_); + initial_radar_to_lidar_eigen_, initial_radar_to_radar_optimization_eigen_, + radar_optimization_to_lidar_eigen_); pcl::PointCloud::Ptr crossval_lidar_points_pcs(new pcl::PointCloud); pcl::PointCloud::Ptr crossval_radar_points_rcs(new pcl::PointCloud); diff --git a/sensor/marker_radar_lidar_calibrator/src/transformation_estimator.cpp b/sensor/marker_radar_lidar_calibrator/src/transformation_estimator.cpp index 6890189c..ae9abfc7 100644 --- a/sensor/marker_radar_lidar_calibrator/src/transformation_estimator.cpp +++ b/sensor/marker_radar_lidar_calibrator/src/transformation_estimator.cpp @@ -23,12 +23,12 @@ namespace marker_radar_lidar_calibrator TransformationEstimator::TransformationEstimator( Eigen::Isometry3d initial_radar_to_lidar_eigen, - Eigen::Isometry3d initial_radar_to_radar_parallel_eigen, - Eigen::Isometry3d radar_parallel_to_lidar_eigen) + Eigen::Isometry3d initial_radar_to_radar_optimization_eigen, + Eigen::Isometry3d radar_optimization_to_lidar_eigen) { initial_radar_to_lidar_eigen_ = initial_radar_to_lidar_eigen; - initial_radar_to_radar_parallel_eigen_ = initial_radar_to_radar_parallel_eigen; - radar_parallel_to_lidar_eigen_ = radar_parallel_to_lidar_eigen; + initial_radar_to_radar_optimization_eigen_ = initial_radar_to_radar_optimization_eigen; + radar_optimization_to_lidar_eigen_ = radar_optimization_to_lidar_eigen; } void TransformationEstimator::setPoints( @@ -69,40 +69,44 @@ void TransformationEstimator::estimateSVDTransformation( } pcl::registration::TransformationEstimationSVD estimator; - Eigen::Matrix4f full_radar_to_radar_parallel_transformation; + Eigen::Matrix4f full_radar_to_radar_optimization_transformation; estimator.estimateRigidTransformation( - *lidar_points_pcs_, *radar_points_rcs_, full_radar_to_radar_parallel_transformation); - Eigen::Isometry3d calibrated_radar_to_radar_parallel_transformation( - full_radar_to_radar_parallel_transformation.cast()); + *lidar_points_pcs_, *radar_points_rcs_, full_radar_to_radar_optimization_transformation); + Eigen::Isometry3d calibrated_radar_to_radar_optimization_transformation( + full_radar_to_radar_optimization_transformation.cast()); if (transformation_type == ExtrinsicReflectorBasedCalibrator::TransformationType::svd_2d) { // Check that is is actually a 2D transformation - auto calibrated_radar_to_radar_parallel_rpy = tier4_autoware_utils::getRPY( - tf2::toMsg(calibrated_radar_to_radar_parallel_transformation).orientation); - double calibrated_radar_to_radar_parallel_z = - calibrated_radar_to_radar_parallel_transformation.translation().z(); - double calibrated_radar_to_radar_parallel_roll = calibrated_radar_to_radar_parallel_rpy.x; - double calibrated_radar_to_radar_parallel_pitch = calibrated_radar_to_radar_parallel_rpy.y; + auto calibrated_radar_to_radar_optimization_rpy = tier4_autoware_utils::getRPY( + tf2::toMsg(calibrated_radar_to_radar_optimization_transformation).orientation); + double calibrated_radar_to_radar_optimization_z = + calibrated_radar_to_radar_optimization_transformation.translation().z(); + double calibrated_radar_to_radar_optimization_roll = + calibrated_radar_to_radar_optimization_rpy.x; + double calibrated_radar_to_radar_optimization_pitch = + calibrated_radar_to_radar_optimization_rpy.y; if ( - calibrated_radar_to_radar_parallel_z != 0.0 || - calibrated_radar_to_radar_parallel_roll != 0.0 || - calibrated_radar_to_radar_parallel_pitch != 0.0) { + calibrated_radar_to_radar_optimization_z != 0.0 || + calibrated_radar_to_radar_optimization_roll != 0.0 || + calibrated_radar_to_radar_optimization_pitch != 0.0) { RCLCPP_ERROR( rclcpp::get_logger("marker_radar_lidar_calibrator"), "The estimated 2D translation was not really 2D. Continue at your own risk. z=%.3f " "roll=%.3f " "pitch=%.3f", - calibrated_radar_to_radar_parallel_z, calibrated_radar_to_radar_parallel_roll, - calibrated_radar_to_radar_parallel_pitch); + calibrated_radar_to_radar_optimization_z, calibrated_radar_to_radar_optimization_roll, + calibrated_radar_to_radar_optimization_pitch); } - calibrated_radar_to_radar_parallel_transformation.translation().z() = - (initial_radar_to_lidar_eigen_ * radar_parallel_to_lidar_eigen_.inverse()).translation().z(); + calibrated_radar_to_radar_optimization_transformation.translation().z() = + (initial_radar_to_lidar_eigen_ * radar_optimization_to_lidar_eigen_.inverse()) + .translation() + .z(); } calibrated_radar_to_lidar_transformation_ = - calibrated_radar_to_radar_parallel_transformation * radar_parallel_to_lidar_eigen_; + calibrated_radar_to_radar_optimization_transformation * radar_optimization_to_lidar_eigen_; } void TransformationEstimator::estimateRollZeroTransformation() @@ -113,8 +117,8 @@ void TransformationEstimator::estimateRollZeroTransformation() ceres::Problem problem; - Eigen::Vector3d translation = initial_radar_to_radar_parallel_eigen_.translation(); - Eigen::Matrix3d rotation = initial_radar_to_radar_parallel_eigen_.rotation(); + Eigen::Vector3d translation = initial_radar_to_radar_optimization_eigen_.translation(); + Eigen::Matrix3d rotation = initial_radar_to_radar_optimization_eigen_.rotation(); Eigen::Vector3d euler_angle = rotation.eulerAngles(0, 1, 2); // params: x, y, z, pitch, yaw @@ -161,18 +165,18 @@ void TransformationEstimator::estimateRollZeroTransformation() RCLCPP_INFO( rclcpp::get_logger("marker_radar_lidar_calibrator"), "%s", calibrated_params_msg.c_str()); - Eigen::Isometry3d calibrated_3d_radar_to_radar_parallel_transformation = + Eigen::Isometry3d calibrated_3d_radar_to_radar_optimization_transformation = Eigen::Isometry3d::Identity(); - calibrated_3d_radar_to_radar_parallel_transformation.pretranslate( + calibrated_3d_radar_to_radar_optimization_transformation.pretranslate( Eigen::Vector3d(params[0], params[1], params[2])); Eigen::Quaterniond q( Eigen::AngleAxisd(params[4], Eigen::Vector3d::UnitZ()) * Eigen::AngleAxisd(params[3], Eigen::Vector3d::UnitY()) * Eigen::AngleAxisd(0, Eigen::Vector3d::UnitX())); - calibrated_3d_radar_to_radar_parallel_transformation.rotate(q); + calibrated_3d_radar_to_radar_optimization_transformation.rotate(q); calibrated_radar_to_lidar_transformation_ = - calibrated_3d_radar_to_radar_parallel_transformation * radar_parallel_to_lidar_eigen_; + calibrated_3d_radar_to_radar_optimization_transformation * radar_optimization_to_lidar_eigen_; } Eigen::Isometry3d TransformationEstimator::getTransformation() diff --git a/sensor/sensor_calibration_manager/launch/default_project/marker_radar_lidar_calibrator.launch.xml b/sensor/sensor_calibration_manager/launch/default_project/marker_radar_lidar_calibrator.launch.xml index 20d8c051..310278af 100644 --- a/sensor/sensor_calibration_manager/launch/default_project/marker_radar_lidar_calibrator.launch.xml +++ b/sensor/sensor_calibration_manager/launch/default_project/marker_radar_lidar_calibrator.launch.xml @@ -2,7 +2,7 @@ - + @@ -17,7 +17,7 @@ - + diff --git a/sensor/sensor_calibration_manager/launch/rdv/marker_radar_lidar_calibrator.launch.xml b/sensor/sensor_calibration_manager/launch/rdv/marker_radar_lidar_calibrator.launch.xml index 17bde976..8bc5f426 100644 --- a/sensor/sensor_calibration_manager/launch/rdv/marker_radar_lidar_calibrator.launch.xml +++ b/sensor/sensor_calibration_manager/launch/rdv/marker_radar_lidar_calibrator.launch.xml @@ -23,7 +23,7 @@ - + @@ -38,7 +38,7 @@ - + diff --git a/sensor/sensor_calibration_manager/launch/x2/marker_radar_lidar_calibrator.launch.xml b/sensor/sensor_calibration_manager/launch/x2/marker_radar_lidar_calibrator.launch.xml index 2d5b856a..32e3bcfc 100644 --- a/sensor/sensor_calibration_manager/launch/x2/marker_radar_lidar_calibrator.launch.xml +++ b/sensor/sensor_calibration_manager/launch/x2/marker_radar_lidar_calibrator.launch.xml @@ -23,12 +23,13 @@ - - - - - - + + + + + + + @@ -54,7 +55,7 @@ - + diff --git a/sensor/sensor_calibration_manager/launch/xx1_gen2/marker_radar_lidar_calibrator.launch.xml b/sensor/sensor_calibration_manager/launch/xx1_gen2/marker_radar_lidar_calibrator.launch.xml index b3756c48..f67cf9a8 100644 --- a/sensor/sensor_calibration_manager/launch/xx1_gen2/marker_radar_lidar_calibrator.launch.xml +++ b/sensor/sensor_calibration_manager/launch/xx1_gen2/marker_radar_lidar_calibrator.launch.xml @@ -23,7 +23,7 @@ - + @@ -38,7 +38,7 @@ - + diff --git a/sensor/sensor_calibration_manager/sensor_calibration_manager/calibrators/default_project/marker_radar_lidar_calibrator.py b/sensor/sensor_calibration_manager/sensor_calibration_manager/calibrators/default_project/marker_radar_lidar_calibrator.py index c0165fe6..c5671dbc 100644 --- a/sensor/sensor_calibration_manager/sensor_calibration_manager/calibrators/default_project/marker_radar_lidar_calibrator.py +++ b/sensor/sensor_calibration_manager/sensor_calibration_manager/calibrators/default_project/marker_radar_lidar_calibrator.py @@ -32,11 +32,13 @@ class MarkerRadarLidarCalibrator(CalibratorBase): def __init__(self, ros_interface: RosInterface, **kwargs): super().__init__(ros_interface) - self.radar_parallel_frame = kwargs["radar_parallel_frame"] + self.radar_optimization_frame = kwargs["radar_optimization_frame"] self.radar_frame = kwargs["radar_frame"] self.lidar_frame = kwargs["lidar_frame"] - self.required_frames.extend([self.radar_parallel_frame, self.radar_frame, self.lidar_frame]) + self.required_frames.extend( + [self.radar_optimization_frame, self.radar_frame, self.lidar_frame] + ) self.add_calibrator( service_name="calibrate_radar_lidar", @@ -46,15 +48,17 @@ def __init__(self, ros_interface: RosInterface, **kwargs): ) def post_process(self, calibration_transforms: Dict[str, Dict[str, np.array]]): - lidar_to_radar_parallel_transform = self.get_transform_matrix( - self.lidar_frame, self.radar_parallel_frame + lidar_to_radar_optimization_transform = self.get_transform_matrix( + self.lidar_frame, self.radar_optimization_frame ) - radar_parallel_to_radar_transform = np.linalg.inv( + radar_optimization_to_radar_transform = np.linalg.inv( calibration_transforms[self.radar_frame][self.lidar_frame] - @ lidar_to_radar_parallel_transform + @ lidar_to_radar_optimization_transform ) - results = {self.radar_parallel_frame: {self.radar_frame: radar_parallel_to_radar_transform}} + results = { + self.radar_optimization_frame: {self.radar_frame: radar_optimization_to_radar_transform} + } return results diff --git a/sensor/sensor_calibration_manager/sensor_calibration_manager/calibrators/rdv/marker_radar_lidar_calibrator.py b/sensor/sensor_calibration_manager/sensor_calibration_manager/calibrators/rdv/marker_radar_lidar_calibrator.py index 45fbb11f..944b7f66 100644 --- a/sensor/sensor_calibration_manager/sensor_calibration_manager/calibrators/rdv/marker_radar_lidar_calibrator.py +++ b/sensor/sensor_calibration_manager/sensor_calibration_manager/calibrators/rdv/marker_radar_lidar_calibrator.py @@ -32,11 +32,13 @@ class MarkerRadarLidarCalibrator(CalibratorBase): def __init__(self, ros_interface: RosInterface, **kwargs): super().__init__(ros_interface) - self.radar_parallel_frame = kwargs["radar_parallel_frame"] + self.radar_optimization_frame = kwargs["radar_optimization_frame"] self.radar_frame = kwargs["radar_frame"] self.lidar_frame = kwargs["lidar_frame"] - self.required_frames.extend([self.radar_parallel_frame, self.radar_frame, self.lidar_frame]) + self.required_frames.extend( + [self.radar_optimization_frame, self.radar_frame, self.lidar_frame] + ) self.add_calibrator( service_name="calibrate_radar_lidar", @@ -46,15 +48,17 @@ def __init__(self, ros_interface: RosInterface, **kwargs): ) def post_process(self, calibration_transforms: Dict[str, Dict[str, np.array]]): - lidar_to_radar_parallel_transform = self.get_transform_matrix( - self.lidar_frame, self.radar_parallel_frame + lidar_to_radar_optimization_transform = self.get_transform_matrix( + self.lidar_frame, self.radar_optimization_frame ) - radar_parallel_to_radar_transform = np.linalg.inv( + radar_optimization_to_radar_transform = np.linalg.inv( calibration_transforms[self.radar_frame][self.lidar_frame] - @ lidar_to_radar_parallel_transform + @ lidar_to_radar_optimization_transform ) - results = {self.radar_parallel_frame: {self.radar_frame: radar_parallel_to_radar_transform}} + results = { + self.radar_optimization_frame: {self.radar_frame: radar_optimization_to_radar_transform} + } return results diff --git a/sensor/sensor_calibration_manager/sensor_calibration_manager/calibrators/x2/marker_radar_lidar_calibrator.py b/sensor/sensor_calibration_manager/sensor_calibration_manager/calibrators/x2/marker_radar_lidar_calibrator.py index 96188498..7c0aa013 100644 --- a/sensor/sensor_calibration_manager/sensor_calibration_manager/calibrators/x2/marker_radar_lidar_calibrator.py +++ b/sensor/sensor_calibration_manager/sensor_calibration_manager/calibrators/x2/marker_radar_lidar_calibrator.py @@ -32,11 +32,14 @@ class MarkerRadarLidarCalibrator(CalibratorBase): def __init__(self, ros_interface: RosInterface, **kwargs): super().__init__(ros_interface) - self.radar_parallel_frame = kwargs["radar_parallel_frame"] + self.radar_optimization_frame = kwargs["radar_optimization_frame"] + self.radar_parent_frame = kwargs["radar_parent_frame"] self.radar_frame = kwargs["radar_frame"] self.lidar_frame = kwargs["lidar_frame"] - self.required_frames.extend([self.radar_parallel_frame, self.radar_frame, self.lidar_frame]) + self.required_frames.extend( + [self.radar_optimization_frame, self.radar_frame, self.lidar_frame] + ) self.add_calibrator( service_name="calibrate_radar_lidar", @@ -46,15 +49,30 @@ def __init__(self, ros_interface: RosInterface, **kwargs): ) def post_process(self, calibration_transforms: Dict[str, Dict[str, np.array]]): - lidar_to_radar_parallel_transform = self.get_transform_matrix( - self.lidar_frame, self.radar_parallel_frame + lidar_to_radar_optimization_transform = self.get_transform_matrix( + self.lidar_frame, self.radar_optimization_frame ) - radar_parallel_to_radar_transform = np.linalg.inv( + radar_optimization_to_radar_transform = np.linalg.inv( calibration_transforms[self.radar_frame][self.lidar_frame] - @ lidar_to_radar_parallel_transform + @ lidar_to_radar_optimization_transform ) - results = {self.radar_parallel_frame: {self.radar_frame: radar_parallel_to_radar_transform}} + if self.radar_optimization_frame == self.radar_parent_frame: + results = { + self.radar_optimization_frame: { + self.radar_frame: radar_optimization_to_radar_transform + } + } + else: + radar_parent_to_radar_transform = np.linalg( + calibration_transforms[self.radar_parent_frame][self.radar_optimization_frame] + @ radar_optimization_to_radar_transform + ) + results = {self.radar_parent_frame: {self.radar_frame: radar_parent_to_radar_transform}} + + results = { + self.radar_optimization_frame: {self.radar_frame: radar_optimization_to_radar_transform} + } return results diff --git a/sensor/sensor_calibration_manager/sensor_calibration_manager/calibrators/xx1_gen2/marker_radar_lidar_calibrator.py b/sensor/sensor_calibration_manager/sensor_calibration_manager/calibrators/xx1_gen2/marker_radar_lidar_calibrator.py index b63a7b1d..b9caaac4 100644 --- a/sensor/sensor_calibration_manager/sensor_calibration_manager/calibrators/xx1_gen2/marker_radar_lidar_calibrator.py +++ b/sensor/sensor_calibration_manager/sensor_calibration_manager/calibrators/xx1_gen2/marker_radar_lidar_calibrator.py @@ -32,11 +32,13 @@ class MarkerRadarLidarCalibrator(CalibratorBase): def __init__(self, ros_interface: RosInterface, **kwargs): super().__init__(ros_interface) - self.radar_parallel_frame = kwargs["radar_parallel_frame"] + self.radar_optimization_frame = kwargs["radar_optimization_frame"] self.radar_frame = kwargs["radar_frame"] self.lidar_frame = kwargs["lidar_frame"] - self.required_frames.extend([self.radar_parallel_frame, self.radar_frame, self.lidar_frame]) + self.required_frames.extend( + [self.radar_optimization_frame, self.radar_frame, self.lidar_frame] + ) self.add_calibrator( service_name="calibrate_radar_lidar", @@ -46,15 +48,17 @@ def __init__(self, ros_interface: RosInterface, **kwargs): ) def post_process(self, calibration_transforms: Dict[str, Dict[str, np.array]]): - lidar_to_radar_parallel_transform = self.get_transform_matrix( - self.lidar_frame, self.radar_parallel_frame + lidar_to_radar_optimization_transform = self.get_transform_matrix( + self.lidar_frame, self.radar_optimization_frame ) - radar_parallel_to_radar_transform = np.linalg.inv( + radar_optimization_to_radar_transform = np.linalg.inv( calibration_transforms[self.radar_frame][self.lidar_frame] - @ lidar_to_radar_parallel_transform + @ lidar_to_radar_optimization_transform ) - results = {self.radar_parallel_frame: {self.radar_frame: radar_parallel_to_radar_transform}} + results = { + self.radar_optimization_frame: {self.radar_frame: radar_optimization_to_radar_transform} + } return results From 69c956259866ba97b8701871aa6d0781a85efe4a Mon Sep 17 00:00:00 2001 From: vividf Date: Tue, 16 Apr 2024 18:45:38 +0900 Subject: [PATCH 03/14] integrate with x2, still need to adapt to other Signed-off-by: vividf --- .../launch/calibrator.launch.xml | 8 +++-- .../marker_radar_lidar_calibrator.launch.xml | 6 ++-- .../marker_radar_lidar_calibrator.launch.xml | 7 +++-- .../marker_radar_lidar_calibrator.launch.xml | 6 ++-- .../x2/marker_radar_lidar_calibrator.py | 29 ++++++++++++------- 5 files changed, 37 insertions(+), 19 deletions(-) diff --git a/sensor/marker_radar_lidar_calibrator/launch/calibrator.launch.xml b/sensor/marker_radar_lidar_calibrator/launch/calibrator.launch.xml index ef582575..bef9419a 100644 --- a/sensor/marker_radar_lidar_calibrator/launch/calibrator.launch.xml +++ b/sensor/marker_radar_lidar_calibrator/launch/calibrator.launch.xml @@ -6,7 +6,9 @@ - + + + @@ -30,10 +32,12 @@ + + - + diff --git a/sensor/sensor_calibration_manager/launch/rdv/marker_radar_lidar_calibrator.launch.xml b/sensor/sensor_calibration_manager/launch/rdv/marker_radar_lidar_calibrator.launch.xml index 8bc5f426..2caa5ea9 100644 --- a/sensor/sensor_calibration_manager/launch/rdv/marker_radar_lidar_calibrator.launch.xml +++ b/sensor/sensor_calibration_manager/launch/rdv/marker_radar_lidar_calibrator.launch.xml @@ -9,7 +9,7 @@ - + @@ -29,7 +29,9 @@ - + + + diff --git a/sensor/sensor_calibration_manager/launch/x2/marker_radar_lidar_calibrator.launch.xml b/sensor/sensor_calibration_manager/launch/x2/marker_radar_lidar_calibrator.launch.xml index 32e3bcfc..8bee9372 100644 --- a/sensor/sensor_calibration_manager/launch/x2/marker_radar_lidar_calibrator.launch.xml +++ b/sensor/sensor_calibration_manager/launch/x2/marker_radar_lidar_calibrator.launch.xml @@ -9,7 +9,7 @@ - + @@ -23,7 +23,7 @@ - + @@ -40,7 +40,8 @@ - + + diff --git a/sensor/sensor_calibration_manager/launch/xx1_gen2/marker_radar_lidar_calibrator.launch.xml b/sensor/sensor_calibration_manager/launch/xx1_gen2/marker_radar_lidar_calibrator.launch.xml index f67cf9a8..32d6c75c 100644 --- a/sensor/sensor_calibration_manager/launch/xx1_gen2/marker_radar_lidar_calibrator.launch.xml +++ b/sensor/sensor_calibration_manager/launch/xx1_gen2/marker_radar_lidar_calibrator.launch.xml @@ -9,7 +9,7 @@ - + @@ -29,7 +29,9 @@ - + + + diff --git a/sensor/sensor_calibration_manager/sensor_calibration_manager/calibrators/x2/marker_radar_lidar_calibrator.py b/sensor/sensor_calibration_manager/sensor_calibration_manager/calibrators/x2/marker_radar_lidar_calibrator.py index 7c0aa013..979b3073 100644 --- a/sensor/sensor_calibration_manager/sensor_calibration_manager/calibrators/x2/marker_radar_lidar_calibrator.py +++ b/sensor/sensor_calibration_manager/sensor_calibration_manager/calibrators/x2/marker_radar_lidar_calibrator.py @@ -37,9 +37,19 @@ def __init__(self, ros_interface: RosInterface, **kwargs): self.radar_frame = kwargs["radar_frame"] self.lidar_frame = kwargs["lidar_frame"] - self.required_frames.extend( - [self.radar_optimization_frame, self.radar_frame, self.lidar_frame] - ) + if self.radar_optimization_frame == self.radar_parent_frame: + self.required_frames.extend( + [self.radar_optimization_frame, self.radar_frame, self.lidar_frame] + ) + else: + self.required_frames.extend( + [ + self.radar_optimization_frame, + self.radar_parent_frame, + self.radar_frame, + self.lidar_frame, + ] + ) self.add_calibrator( service_name="calibrate_radar_lidar", @@ -65,14 +75,13 @@ def post_process(self, calibration_transforms: Dict[str, Dict[str, np.array]]): } } else: - radar_parent_to_radar_transform = np.linalg( - calibration_transforms[self.radar_parent_frame][self.radar_optimization_frame] - @ radar_optimization_to_radar_transform + radar_parent_to_radar_optimization_transform = self.get_transform_matrix( + self.radar_parent_frame, self.radar_optimization_frame ) - results = {self.radar_parent_frame: {self.radar_frame: radar_parent_to_radar_transform}} - results = { - self.radar_optimization_frame: {self.radar_frame: radar_optimization_to_radar_transform} - } + radar_parent_to_radar_transform = ( + radar_parent_to_radar_optimization_transform @ radar_optimization_to_radar_transform + ) + results = {self.radar_parent_frame: {self.radar_frame: radar_parent_to_radar_transform}} return results From 7c1d646e513c84eb9cb88ad43e97acd2e58680fb Mon Sep 17 00:00:00 2001 From: vividf Date: Tue, 16 Apr 2024 20:18:59 +0900 Subject: [PATCH 04/14] add comment for x2 project Signed-off-by: vividf --- .../launch/x2/marker_radar_lidar_calibrator.launch.xml | 1 + 1 file changed, 1 insertion(+) diff --git a/sensor/sensor_calibration_manager/launch/x2/marker_radar_lidar_calibrator.launch.xml b/sensor/sensor_calibration_manager/launch/x2/marker_radar_lidar_calibrator.launch.xml index 8bee9372..1497fa5a 100644 --- a/sensor/sensor_calibration_manager/launch/x2/marker_radar_lidar_calibrator.launch.xml +++ b/sensor/sensor_calibration_manager/launch/x2/marker_radar_lidar_calibrator.launch.xml @@ -23,6 +23,7 @@ + From ebddd280ae80f5b39cdfd3b5d10979137fd7609d Mon Sep 17 00:00:00 2001 From: vividf Date: Wed, 17 Apr 2024 10:49:15 +0900 Subject: [PATCH 05/14] fix spell check Signed-off-by: vividf --- .../marker_radar_lidar_calibrator.hpp | 2 +- .../include/marker_radar_lidar_calibrator/sensor_residual.hpp | 2 +- .../launch/x2/marker_radar_lidar_calibrator.launch.xml | 2 +- .../launch/xx1_gen2/tag_based_pnp_calibrator.launch.xml | 2 +- 4 files changed, 4 insertions(+), 4 deletions(-) diff --git a/sensor/marker_radar_lidar_calibrator/include/marker_radar_lidar_calibrator/marker_radar_lidar_calibrator.hpp b/sensor/marker_radar_lidar_calibrator/include/marker_radar_lidar_calibrator/marker_radar_lidar_calibrator.hpp index f6ae6b1f..4c0d51a8 100644 --- a/sensor/marker_radar_lidar_calibrator/include/marker_radar_lidar_calibrator/marker_radar_lidar_calibrator.hpp +++ b/sensor/marker_radar_lidar_calibrator/include/marker_radar_lidar_calibrator/marker_radar_lidar_calibrator.hpp @@ -286,7 +286,7 @@ class ExtrinsicReflectorBasedCalibrator : public rclcpp::Node std::vector active_tracks_; std::vector converged_tracks_; - // Coverged points + // Converged points pcl::PointCloud::Ptr lidar_points_pcs_; pcl::PointCloud::Ptr radar_points_rcs_; diff --git a/sensor/marker_radar_lidar_calibrator/include/marker_radar_lidar_calibrator/sensor_residual.hpp b/sensor/marker_radar_lidar_calibrator/include/marker_radar_lidar_calibrator/sensor_residual.hpp index 6c729b8b..114bcd70 100644 --- a/sensor/marker_radar_lidar_calibrator/include/marker_radar_lidar_calibrator/sensor_residual.hpp +++ b/sensor/marker_radar_lidar_calibrator/include/marker_radar_lidar_calibrator/sensor_residual.hpp @@ -30,7 +30,7 @@ struct SensorResidual template bool operator()(T const * const params, T * s_residuals) const { - // parmas: x, y, z, pitch, yaw. + // parameters: x, y, z, pitch, yaw. Eigen::Matrix s_transformation = Eigen::Matrix::Identity(4, 4); Eigen::Matrix rotation_matrix; diff --git a/sensor/sensor_calibration_manager/launch/x2/marker_radar_lidar_calibrator.launch.xml b/sensor/sensor_calibration_manager/launch/x2/marker_radar_lidar_calibrator.launch.xml index 1497fa5a..00a187e0 100644 --- a/sensor/sensor_calibration_manager/launch/x2/marker_radar_lidar_calibrator.launch.xml +++ b/sensor/sensor_calibration_manager/launch/x2/marker_radar_lidar_calibrator.launch.xml @@ -23,7 +23,7 @@ - + diff --git a/sensor/sensor_calibration_manager/launch/xx1_gen2/tag_based_pnp_calibrator.launch.xml b/sensor/sensor_calibration_manager/launch/xx1_gen2/tag_based_pnp_calibrator.launch.xml index dd9dfafd..f6e0e462 100644 --- a/sensor/sensor_calibration_manager/launch/xx1_gen2/tag_based_pnp_calibrator.launch.xml +++ b/sensor/sensor_calibration_manager/launch/xx1_gen2/tag_based_pnp_calibrator.launch.xml @@ -30,7 +30,7 @@ - + From f3667a60b597989b9f358f4b2dc69359201f4d1c Mon Sep 17 00:00:00 2001 From: vividf Date: Wed, 17 Apr 2024 11:06:00 +0900 Subject: [PATCH 06/14] fix spell error! Signed-off-by: vividf --- .../src/transformation_estimator.cpp | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/sensor/marker_radar_lidar_calibrator/src/transformation_estimator.cpp b/sensor/marker_radar_lidar_calibrator/src/transformation_estimator.cpp index ae9abfc7..c49a32d1 100644 --- a/sensor/marker_radar_lidar_calibrator/src/transformation_estimator.cpp +++ b/sensor/marker_radar_lidar_calibrator/src/transformation_estimator.cpp @@ -161,7 +161,7 @@ void TransformationEstimator::estimateRollZeroTransformation() std::to_string(params.front()), // Initialize with the first element [](const std::string & a, const auto & b) { return a + " " + std::to_string(b); }); std::string calibrated_params_msg = - "calibrated params (x,y,z,pith,yaw): " + calibrated_params_str; + "calibrated params (x,y,z,pitch,yaw): " + calibrated_params_str; RCLCPP_INFO( rclcpp::get_logger("marker_radar_lidar_calibrator"), "%s", calibrated_params_msg.c_str()); From 756eb81e0fbb31ec64c3b522c16018c0b59ef01f Mon Sep 17 00:00:00 2001 From: vividf Date: Thu, 25 Apr 2024 21:41:57 +0900 Subject: [PATCH 07/14] simplify cmake Signed-off-by: vividf --- .../marker_radar_lidar_calibrator/CMakeLists.txt | 15 ++------------- 1 file changed, 2 insertions(+), 13 deletions(-) diff --git a/sensor/marker_radar_lidar_calibrator/CMakeLists.txt b/sensor/marker_radar_lidar_calibrator/CMakeLists.txt index 57bd19f3..6bd3c480 100644 --- a/sensor/marker_radar_lidar_calibrator/CMakeLists.txt +++ b/sensor/marker_radar_lidar_calibrator/CMakeLists.txt @@ -3,17 +3,11 @@ cmake_minimum_required(VERSION 3.5) project(marker_radar_lidar_calibrator) find_package(autoware_cmake REQUIRED) -find_package(OpenCV REQUIRED) -find_package(Ceres REQUIRED) - autoware_package() -ament_python_install_package(${PROJECT_NAME}) +find_package(Ceres REQUIRED) -ament_export_include_directories( - include - ${OpenCV_INCLUDE_DIRS} -) +ament_python_install_package(${PROJECT_NAME}) ament_auto_add_executable(marker_radar_lidar_calibrator src/marker_radar_lidar_calibrator.cpp @@ -23,16 +17,11 @@ ament_auto_add_executable(marker_radar_lidar_calibrator ) target_link_libraries(marker_radar_lidar_calibrator - ${OpenCV_LIBS} ${CERES_LIBRARIES} ) install(PROGRAMS scripts/calibrator_ui_node.py - DESTINATION lib/${PROJECT_NAME} -) - -install(PROGRAMS scripts/metrics_plotter_node.py DESTINATION lib/${PROJECT_NAME} ) From f2c0e02c43e460b52bd512e6ea1fc8785d92cad2 Mon Sep 17 00:00:00 2001 From: vividf Date: Fri, 26 Apr 2024 11:57:13 +0900 Subject: [PATCH 08/14] fix the residuals from 4d to 3d Signed-off-by: vividf --- .../sensor_residual.hpp | 18 ++++++++++-------- .../src/transformation_estimator.cpp | 2 +- 2 files changed, 11 insertions(+), 9 deletions(-) diff --git a/sensor/marker_radar_lidar_calibrator/include/marker_radar_lidar_calibrator/sensor_residual.hpp b/sensor/marker_radar_lidar_calibrator/include/marker_radar_lidar_calibrator/sensor_residual.hpp index 114bcd70..01ebe097 100644 --- a/sensor/marker_radar_lidar_calibrator/include/marker_radar_lidar_calibrator/sensor_residual.hpp +++ b/sensor/marker_radar_lidar_calibrator/include/marker_radar_lidar_calibrator/sensor_residual.hpp @@ -22,7 +22,7 @@ namespace marker_radar_lidar_calibrator struct SensorResidual { - SensorResidual(const Eigen::Vector4d & radar_point, Eigen::Vector4d & lidar_point) + SensorResidual(const Eigen::Vector4d & radar_point, const Eigen::Vector4d & lidar_point) : radar_point_(radar_point), lidar_point_(lidar_point) { } @@ -31,22 +31,24 @@ struct SensorResidual bool operator()(T const * const params, T * s_residuals) const { // parameters: x, y, z, pitch, yaw. - Eigen::Matrix s_transformation = Eigen::Matrix::Identity(4, 4); + Eigen::Matrix transformation_matrix = Eigen::Matrix::Identity(4, 4); Eigen::Matrix rotation_matrix; - s_transformation(0, 3) = T(params[0]); - s_transformation(1, 3) = T(params[1]); - s_transformation(2, 3) = T(params[2]); + transformation_matrix(0, 3) = T(params[0]); + transformation_matrix(1, 3) = T(params[1]); + transformation_matrix(2, 3) = T(params[2]); rotation_matrix = (Eigen::AngleAxis(T(params[4]), Eigen::Vector3::UnitZ()) * Eigen::AngleAxis(T(params[3]), Eigen::Vector3::UnitY()) * Eigen::AngleAxis(T(0), Eigen::Vector3::UnitX())) .matrix(); - s_transformation.block(0, 0, 3, 3) = rotation_matrix; + transformation_matrix.block(0, 0, 3, 3) = rotation_matrix; - Eigen::Map> residuals(s_residuals); + Eigen::Map> residuals(s_residuals); + Eigen::Matrix residuals4d = + radar_point_.cast() - transformation_matrix * lidar_point_.cast(); + residuals = residuals4d.block(0, 0, 3, 1); - residuals = radar_point_.cast() - s_transformation * lidar_point_.cast(); return true; } diff --git a/sensor/marker_radar_lidar_calibrator/src/transformation_estimator.cpp b/sensor/marker_radar_lidar_calibrator/src/transformation_estimator.cpp index c49a32d1..838bccef 100644 --- a/sensor/marker_radar_lidar_calibrator/src/transformation_estimator.cpp +++ b/sensor/marker_radar_lidar_calibrator/src/transformation_estimator.cpp @@ -140,7 +140,7 @@ void TransformationEstimator::estimateRollZeroTransformation() Eigen::Vector4d radar_point_eigen(radar_point.x, radar_point.y, radar_point.z, 1); Eigen::Vector4d lidar_point_eigen(lidar_point.x, lidar_point.y, lidar_point.z, 1); - ceres::CostFunction * cost_function = new ceres::AutoDiffCostFunction( + ceres::CostFunction * cost_function = new ceres::AutoDiffCostFunction( new SensorResidual(radar_point_eigen, lidar_point_eigen)); problem.AddResidualBlock(cost_function, NULL, params.data()); } From 6f8296d4327d1f76883c2ae140a7a4187534c237 Mon Sep 17 00:00:00 2001 From: vividf Date: Fri, 26 Apr 2024 12:44:55 +0900 Subject: [PATCH 09/14] fix variable name and add comment Signed-off-by: vividf --- .../marker_radar_lidar_calibrator.hpp | 4 +- .../sensor_residual.hpp | 3 ++ .../transformation_estimator.hpp | 6 +-- .../src/marker_radar_lidar_calibrator.cpp | 46 +++++++++---------- .../src/transformation_estimator.cpp | 12 ++--- .../marker_radar_lidar_calibrator.launch.xml | 2 +- .../marker_radar_lidar_calibrator.launch.xml | 2 +- .../marker_radar_lidar_calibrator.launch.xml | 2 +- 8 files changed, 40 insertions(+), 37 deletions(-) diff --git a/sensor/marker_radar_lidar_calibrator/include/marker_radar_lidar_calibrator/marker_radar_lidar_calibrator.hpp b/sensor/marker_radar_lidar_calibrator/include/marker_radar_lidar_calibrator/marker_radar_lidar_calibrator.hpp index 4c0d51a8..21ab2ddd 100644 --- a/sensor/marker_radar_lidar_calibrator/include/marker_radar_lidar_calibrator/marker_radar_lidar_calibrator.hpp +++ b/sensor/marker_radar_lidar_calibrator/include/marker_radar_lidar_calibrator/marker_radar_lidar_calibrator.hpp @@ -59,7 +59,7 @@ class ExtrinsicReflectorBasedCalibrator : public rclcpp::Node public: using PointType = pcl::PointXYZ; using index_t = std::uint32_t; - enum class TransformationType { svd_2d, yaw_only_rotation_2d, svd_3d, roll_zero_3d }; + enum class TransformationType { svd_2d, yaw_only_rotation_2d, svd_3d, zero_roll_3d }; enum class MsgType { radar_tracks, radar_scan }; @@ -287,7 +287,7 @@ class ExtrinsicReflectorBasedCalibrator : public rclcpp::Node std::vector converged_tracks_; // Converged points - pcl::PointCloud::Ptr lidar_points_pcs_; + pcl::PointCloud::Ptr lidar_points_ocs_; pcl::PointCloud::Ptr radar_points_rcs_; // Metrics diff --git a/sensor/marker_radar_lidar_calibrator/include/marker_radar_lidar_calibrator/sensor_residual.hpp b/sensor/marker_radar_lidar_calibrator/include/marker_radar_lidar_calibrator/sensor_residual.hpp index 01ebe097..1d136181 100644 --- a/sensor/marker_radar_lidar_calibrator/include/marker_radar_lidar_calibrator/sensor_residual.hpp +++ b/sensor/marker_radar_lidar_calibrator/include/marker_radar_lidar_calibrator/sensor_residual.hpp @@ -37,6 +37,9 @@ struct SensorResidual transformation_matrix(0, 3) = T(params[0]); transformation_matrix(1, 3) = T(params[1]); transformation_matrix(2, 3) = T(params[2]); + + // This rotation matrix is rotate from radar to optimization frames (usually base_link). + // To avoid make sure that the Y axis does not approaches 90 degrees to avoid gimbal lock. rotation_matrix = (Eigen::AngleAxis(T(params[4]), Eigen::Vector3::UnitZ()) * Eigen::AngleAxis(T(params[3]), Eigen::Vector3::UnitY()) * Eigen::AngleAxis(T(0), Eigen::Vector3::UnitX())) diff --git a/sensor/marker_radar_lidar_calibrator/include/marker_radar_lidar_calibrator/transformation_estimator.hpp b/sensor/marker_radar_lidar_calibrator/include/marker_radar_lidar_calibrator/transformation_estimator.hpp index ec928946..dadc17c3 100644 --- a/sensor/marker_radar_lidar_calibrator/include/marker_radar_lidar_calibrator/transformation_estimator.hpp +++ b/sensor/marker_radar_lidar_calibrator/include/marker_radar_lidar_calibrator/transformation_estimator.hpp @@ -41,18 +41,18 @@ class TransformationEstimator Eigen::Isometry3d initial_radar_to_radar_optimization_eigen, Eigen::Isometry3d radar_optimization_to_lidar_eigen); void setPoints( - pcl::PointCloud::Ptr lidar_points_pcs, + pcl::PointCloud::Ptr lidar_points_ocs, pcl::PointCloud::Ptr radar_points_rcs); void setDelta(double delta_cos, double delta_sin); void estimateYawOnlyTransformation(); void estimateSVDTransformation( ExtrinsicReflectorBasedCalibrator::TransformationType transformation_type); - void estimateRollZeroTransformation(); + void estimateZeroRollTransformation(); Eigen::Isometry3d getTransformation(); double delta_cos_; double delta_sin_; - pcl::PointCloud::Ptr lidar_points_pcs_; + pcl::PointCloud::Ptr lidar_points_ocs_; pcl::PointCloud::Ptr radar_points_rcs_; Eigen::Isometry3d calibrated_radar_to_lidar_transformation_; diff --git a/sensor/marker_radar_lidar_calibrator/src/marker_radar_lidar_calibrator.cpp b/sensor/marker_radar_lidar_calibrator/src/marker_radar_lidar_calibrator.cpp index dc8e3fb1..8e121098 100644 --- a/sensor/marker_radar_lidar_calibrator/src/marker_radar_lidar_calibrator.cpp +++ b/sensor/marker_radar_lidar_calibrator/src/marker_radar_lidar_calibrator.cpp @@ -213,8 +213,8 @@ ExtrinsicReflectorBasedCalibrator::ExtrinsicReflectorBasedCalibrator( transformation_type_ = TransformationType::yaw_only_rotation_2d; } else if (transformation_type == "svd_3d") { transformation_type_ = TransformationType::svd_3d; - } else if (transformation_type == "roll_zero_3d") { - transformation_type_ = TransformationType::roll_zero_3d; + } else if (transformation_type == "zero_roll_3d") { + transformation_type_ = TransformationType::zero_roll_3d; } else { throw std::runtime_error("Invalid param value: " + transformation_type); } @@ -1314,10 +1314,10 @@ std::tuple< pcl::PointCloud::Ptr> ExtrinsicReflectorBasedCalibrator::getPointsSet() { - // Note: pcs=paralell cordinate system rcs=radar coordinate system - pcl::PointCloud::Ptr lidar_points_pcs(new pcl::PointCloud); + // Note: ocs=radar optimization coordinate system rcs=radar coordinate system + pcl::PointCloud::Ptr lidar_points_ocs(new pcl::PointCloud); pcl::PointCloud::Ptr radar_points_rcs(new pcl::PointCloud); - lidar_points_pcs->reserve(converged_tracks_.size()); + lidar_points_ocs->reserve(converged_tracks_.size()); radar_points_rcs->reserve(converged_tracks_.size()); auto eigen_to_pcl_2d = [](const auto & p) { return PointType(p.x(), p.y(), 0.0); }; @@ -1328,16 +1328,16 @@ ExtrinsicReflectorBasedCalibrator::getPointsSet() // lidar coordinates const auto & lidar_estimation = track.getLidarEstimation(); // to radar optimization coordinates - const auto & lidar_estimation_pcs = radar_optimization_to_lidar_eigen_ * lidar_estimation; + const auto & lidar_estimation_ocs = radar_optimization_to_lidar_eigen_ * lidar_estimation; // to radar coordinates const auto & lidar_transformed_estimation = initial_radar_to_lidar_eigen_ * lidar_estimation; const auto & radar_estimation_rcs = track.getRadarEstimation(); if (transformation_type_ == TransformationType::svd_2d) { - lidar_points_pcs->emplace_back(eigen_to_pcl_2d(lidar_estimation_pcs)); + lidar_points_ocs->emplace_back(eigen_to_pcl_2d(lidar_estimation_ocs)); radar_points_rcs->emplace_back(eigen_to_pcl_2d(radar_estimation_rcs)); } else { - lidar_points_pcs->emplace_back(eigen_to_pcl_3d(lidar_estimation_pcs)); + lidar_points_ocs->emplace_back(eigen_to_pcl_3d(lidar_estimation_ocs)); radar_points_rcs->emplace_back(eigen_to_pcl_3d(radar_estimation_rcs)); } // logging @@ -1349,7 +1349,7 @@ ExtrinsicReflectorBasedCalibrator::getPointsSet() this->get_logger(), "radar_estimation_rcs:\n" << radar_estimation_rcs.matrix()); } - return {lidar_points_pcs, radar_points_rcs}; + return {lidar_points_ocs, radar_points_rcs}; } std::pair ExtrinsicReflectorBasedCalibrator::computeCalibrationError( @@ -1393,8 +1393,8 @@ void ExtrinsicReflectorBasedCalibrator::estimateTransformation() this->get_logger(), "Pure rotation calibration radar->lidar transform:\n" << calibrated_radar_to_lidar_transformation.matrix()); } else if (transformation_type_ == TransformationType::svd_2d) { - std::tie(lidar_points_pcs_, radar_points_rcs_) = getPointsSet(); - estimator.setPoints(lidar_points_pcs_, radar_points_rcs_); + std::tie(lidar_points_ocs_, radar_points_rcs_) = getPointsSet(); + estimator.setPoints(lidar_points_ocs_, radar_points_rcs_); estimator.estimateSVDTransformation(transformation_type_); calibrated_radar_to_lidar_transformation = estimator.getTransformation(); RCLCPP_INFO_STREAM( @@ -1405,12 +1405,12 @@ void ExtrinsicReflectorBasedCalibrator::estimateTransformation() << calibrated_radar_to_lidar_transformation.matrix()); } else if ( transformation_type_ == TransformationType::svd_3d || - transformation_type_ == TransformationType::roll_zero_3d) { - std::tie(lidar_points_pcs_, radar_points_rcs_) = getPointsSet(); - estimator.setPoints(lidar_points_pcs_, radar_points_rcs_); + transformation_type_ == TransformationType::zero_roll_3d) { + std::tie(lidar_points_ocs_, radar_points_rcs_) = getPointsSet(); + estimator.setPoints(lidar_points_ocs_, radar_points_rcs_); - if (transformation_type_ == TransformationType::roll_zero_3d) - estimator.estimateRollZeroTransformation(); + if (transformation_type_ == TransformationType::zero_roll_3d) + estimator.estimateZeroRollTransformation(); else if (transformation_type_ == TransformationType::svd_3d) estimator.estimateSVDTransformation(transformation_type_); @@ -1531,10 +1531,10 @@ void ExtrinsicReflectorBasedCalibrator::doEvaluation( initial_radar_to_lidar_eigen_, initial_radar_to_radar_optimization_eigen_, radar_optimization_to_lidar_eigen_); - pcl::PointCloud::Ptr crossval_lidar_points_pcs(new pcl::PointCloud); + pcl::PointCloud::Ptr crossval_lidar_points_ocs(new pcl::PointCloud); pcl::PointCloud::Ptr crossval_radar_points_rcs(new pcl::PointCloud); std::vector crossval_converged_tracks_; - crossval_lidar_points_pcs->reserve(num_of_samples); + crossval_lidar_points_ocs->reserve(num_of_samples); crossval_radar_points_rcs->reserve(num_of_samples); crossval_converged_tracks_.reserve(num_of_samples); @@ -1555,17 +1555,17 @@ void ExtrinsicReflectorBasedCalibrator::doEvaluation( crossval_estimator.setDelta(delta_cos, delta_sin); crossval_estimator.estimateYawOnlyTransformation(); } else { - crossval_lidar_points_pcs->clear(); + crossval_lidar_points_ocs->clear(); crossval_radar_points_rcs->clear(); // calculate the transformation. for (std::size_t i = 0; i < combination.size(); i++) { - crossval_lidar_points_pcs->emplace_back(lidar_points_pcs_->points[combination[i]]); + crossval_lidar_points_ocs->emplace_back(lidar_points_ocs_->points[combination[i]]); crossval_radar_points_rcs->emplace_back(radar_points_rcs_->points[combination[i]]); } - crossval_estimator.setPoints(crossval_lidar_points_pcs, crossval_radar_points_rcs); - if (transformation_type_ == TransformationType::roll_zero_3d) - crossval_estimator.estimateRollZeroTransformation(); + crossval_estimator.setPoints(crossval_lidar_points_ocs, crossval_radar_points_rcs); + if (transformation_type_ == TransformationType::zero_roll_3d) + crossval_estimator.estimateZeroRollTransformation(); else crossval_estimator.estimateSVDTransformation(transformation_type_); } diff --git a/sensor/marker_radar_lidar_calibrator/src/transformation_estimator.cpp b/sensor/marker_radar_lidar_calibrator/src/transformation_estimator.cpp index 838bccef..8d92d579 100644 --- a/sensor/marker_radar_lidar_calibrator/src/transformation_estimator.cpp +++ b/sensor/marker_radar_lidar_calibrator/src/transformation_estimator.cpp @@ -32,10 +32,10 @@ TransformationEstimator::TransformationEstimator( } void TransformationEstimator::setPoints( - pcl::PointCloud::Ptr lidar_points_pcs, + pcl::PointCloud::Ptr lidar_points_ocs, pcl::PointCloud::Ptr radar_points_rcs) { - lidar_points_pcs_ = lidar_points_pcs; + lidar_points_ocs_ = lidar_points_ocs; radar_points_rcs_ = radar_points_rcs; } @@ -71,7 +71,7 @@ void TransformationEstimator::estimateSVDTransformation( pcl::registration::TransformationEstimationSVD estimator; Eigen::Matrix4f full_radar_to_radar_optimization_transformation; estimator.estimateRigidTransformation( - *lidar_points_pcs_, *radar_points_rcs_, full_radar_to_radar_optimization_transformation); + *lidar_points_ocs_, *radar_points_rcs_, full_radar_to_radar_optimization_transformation); Eigen::Isometry3d calibrated_radar_to_radar_optimization_transformation( full_radar_to_radar_optimization_transformation.cast()); @@ -109,7 +109,7 @@ void TransformationEstimator::estimateSVDTransformation( calibrated_radar_to_radar_optimization_transformation * radar_optimization_to_lidar_eigen_; } -void TransformationEstimator::estimateRollZeroTransformation() +void TransformationEstimator::estimateZeroRollTransformation() { RCLCPP_INFO( rclcpp::get_logger("marker_radar_lidar_calibrator"), @@ -133,8 +133,8 @@ void TransformationEstimator::estimateRollZeroTransformation() RCLCPP_INFO( rclcpp::get_logger("marker_radar_lidar_calibrator"), "%s", initial_params_msg.c_str()); - for (size_t i = 0; i < lidar_points_pcs_->points.size(); i++) { - auto lidar_point = lidar_points_pcs_->points[i]; + for (size_t i = 0; i < lidar_points_ocs_->points.size(); i++) { + auto lidar_point = lidar_points_ocs_->points[i]; auto radar_point = radar_points_rcs_->points[i]; Eigen::Vector4d radar_point_eigen(radar_point.x, radar_point.y, radar_point.z, 1); diff --git a/sensor/sensor_calibration_manager/launch/rdv/marker_radar_lidar_calibrator.launch.xml b/sensor/sensor_calibration_manager/launch/rdv/marker_radar_lidar_calibrator.launch.xml index 2caa5ea9..da6244e1 100644 --- a/sensor/sensor_calibration_manager/launch/rdv/marker_radar_lidar_calibrator.launch.xml +++ b/sensor/sensor_calibration_manager/launch/rdv/marker_radar_lidar_calibrator.launch.xml @@ -18,7 +18,7 @@ - + diff --git a/sensor/sensor_calibration_manager/launch/x2/marker_radar_lidar_calibrator.launch.xml b/sensor/sensor_calibration_manager/launch/x2/marker_radar_lidar_calibrator.launch.xml index 00a187e0..18675ecb 100644 --- a/sensor/sensor_calibration_manager/launch/x2/marker_radar_lidar_calibrator.launch.xml +++ b/sensor/sensor_calibration_manager/launch/x2/marker_radar_lidar_calibrator.launch.xml @@ -18,7 +18,7 @@ - + diff --git a/sensor/sensor_calibration_manager/launch/xx1_gen2/marker_radar_lidar_calibrator.launch.xml b/sensor/sensor_calibration_manager/launch/xx1_gen2/marker_radar_lidar_calibrator.launch.xml index 32d6c75c..47cf9d79 100644 --- a/sensor/sensor_calibration_manager/launch/xx1_gen2/marker_radar_lidar_calibrator.launch.xml +++ b/sensor/sensor_calibration_manager/launch/xx1_gen2/marker_radar_lidar_calibrator.launch.xml @@ -18,7 +18,7 @@ - + From 93df98f51f0ffd897fe5e2e787ea6f5eb680925d Mon Sep 17 00:00:00 2001 From: vividf Date: Wed, 26 Jun 2024 17:33:29 +0900 Subject: [PATCH 10/14] fix: fix transformation optimization and add support for radar input pointcloud Signed-off-by: vividf --- .../marker_radar_lidar_calibrator.hpp | 16 ++++-- .../sensor_residual.hpp | 2 +- .../transformation_estimator.hpp | 2 +- .../src/marker_radar_lidar_calibrator.cpp | 56 +++++++++++++++---- .../src/transformation_estimator.cpp | 17 +++--- .../marker_radar_lidar_calibrator.launch.xml | 2 + 6 files changed, 68 insertions(+), 27 deletions(-) diff --git a/sensor/marker_radar_lidar_calibrator/include/marker_radar_lidar_calibrator/marker_radar_lidar_calibrator.hpp b/sensor/marker_radar_lidar_calibrator/include/marker_radar_lidar_calibrator/marker_radar_lidar_calibrator.hpp index 21ab2ddd..164221ff 100644 --- a/sensor/marker_radar_lidar_calibrator/include/marker_radar_lidar_calibrator/marker_radar_lidar_calibrator.hpp +++ b/sensor/marker_radar_lidar_calibrator/include/marker_radar_lidar_calibrator/marker_radar_lidar_calibrator.hpp @@ -61,7 +61,7 @@ class ExtrinsicReflectorBasedCalibrator : public rclcpp::Node using index_t = std::uint32_t; enum class TransformationType { svd_2d, yaw_only_rotation_2d, svd_3d, zero_roll_3d }; - enum class MsgType { radar_tracks, radar_scan }; + enum class MsgType { radar_tracks, radar_scan, radar_cloud }; explicit ExtrinsicReflectorBasedCalibrator(const rclcpp::NodeOptions & options); @@ -94,14 +94,18 @@ class ExtrinsicReflectorBasedCalibrator : public rclcpp::Node void radarScanCallback(const radar_msgs::msg::RadarScan::SharedPtr msg); + void radarCloudCallback(const sensor_msgs::msg::PointCloud2::SharedPtr msg); + pcl::PointCloud::Ptr extractRadarPointcloud( const radar_msgs::msg::RadarTracks::SharedPtr msg); pcl::PointCloud::Ptr extractRadarPointcloud( const radar_msgs::msg::RadarScan::SharedPtr msg); + pcl::PointCloud::Ptr extractRadarPointcloud( + const sensor_msgs::msg::PointCloud2::SharedPtr msg); - std::vector extractReflectors( + std::vector extractLidarReflectors( const sensor_msgs::msg::PointCloud2::SharedPtr msg); - std::vector extractReflectors( + std::vector extractRadarReflectors( pcl::PointCloud::Ptr radar_pointcloud_ptr); void extractBackgroundModel( @@ -231,6 +235,7 @@ class ExtrinsicReflectorBasedCalibrator : public rclcpp::Node rclcpp::Subscription::SharedPtr lidar_sub_; rclcpp::Subscription::SharedPtr radar_tracks_sub_; rclcpp::Subscription::SharedPtr radar_scan_sub_; + rclcpp::Subscription::SharedPtr radar_cloud_sub_; rclcpp::Service::SharedPtr calibration_request_server_; @@ -255,8 +260,8 @@ class ExtrinsicReflectorBasedCalibrator : public rclcpp::Node geometry_msgs::msg::Transform radar_optimization_to_lidar_msg_; Eigen::Isometry3d radar_optimization_to_lidar_eigen_; - geometry_msgs::msg::Transform init_radar_to_radar_optimization_msg_; - Eigen::Isometry3d initial_radar_to_radar_optimization_eigen_; + geometry_msgs::msg::Transform init_radar_optimization_to_radar_msg_; + Eigen::Isometry3d initial_radar_optimization_to_radar_eigen_; bool got_initial_transform_{false}; bool broadcast_tf_{false}; @@ -278,6 +283,7 @@ class ExtrinsicReflectorBasedCalibrator : public rclcpp::Node radar_msgs::msg::RadarTracks::SharedPtr latest_radar_tracks_msgs_; radar_msgs::msg::RadarScan::SharedPtr latest_radar_scan_msgs_; + sensor_msgs::msg::PointCloud2::SharedPtr latest_radar_cloud_msgs_; // Tracking bool tracking_active_{false}; diff --git a/sensor/marker_radar_lidar_calibrator/include/marker_radar_lidar_calibrator/sensor_residual.hpp b/sensor/marker_radar_lidar_calibrator/include/marker_radar_lidar_calibrator/sensor_residual.hpp index 1d136181..93beda2b 100644 --- a/sensor/marker_radar_lidar_calibrator/include/marker_radar_lidar_calibrator/sensor_residual.hpp +++ b/sensor/marker_radar_lidar_calibrator/include/marker_radar_lidar_calibrator/sensor_residual.hpp @@ -49,7 +49,7 @@ struct SensorResidual Eigen::Map> residuals(s_residuals); Eigen::Matrix residuals4d = - radar_point_.cast() - transformation_matrix * lidar_point_.cast(); + lidar_point_.cast() - transformation_matrix * radar_point_.cast(); residuals = residuals4d.block(0, 0, 3, 1); return true; diff --git a/sensor/marker_radar_lidar_calibrator/include/marker_radar_lidar_calibrator/transformation_estimator.hpp b/sensor/marker_radar_lidar_calibrator/include/marker_radar_lidar_calibrator/transformation_estimator.hpp index dadc17c3..780b9d99 100644 --- a/sensor/marker_radar_lidar_calibrator/include/marker_radar_lidar_calibrator/transformation_estimator.hpp +++ b/sensor/marker_radar_lidar_calibrator/include/marker_radar_lidar_calibrator/transformation_estimator.hpp @@ -57,7 +57,7 @@ class TransformationEstimator Eigen::Isometry3d calibrated_radar_to_lidar_transformation_; Eigen::Isometry3d initial_radar_to_lidar_eigen_; - Eigen::Isometry3d initial_radar_to_radar_optimization_eigen_; + Eigen::Isometry3d initial_radar_optimization_to_radar_eigen_; Eigen::Isometry3d radar_optimization_to_lidar_eigen_; }; diff --git a/sensor/marker_radar_lidar_calibrator/src/marker_radar_lidar_calibrator.cpp b/sensor/marker_radar_lidar_calibrator/src/marker_radar_lidar_calibrator.cpp index 8e121098..c6934ec5 100644 --- a/sensor/marker_radar_lidar_calibrator/src/marker_radar_lidar_calibrator.cpp +++ b/sensor/marker_radar_lidar_calibrator/src/marker_radar_lidar_calibrator.cpp @@ -203,6 +203,8 @@ ExtrinsicReflectorBasedCalibrator::ExtrinsicReflectorBasedCalibrator( msg_type_ = MsgType::radar_tracks; } else if (msg_type == "radar_scan") { msg_type_ = MsgType::radar_scan; + } else if (msg_type == "radar_cloud") { + msg_type_ = MsgType::radar_cloud; } else { throw std::runtime_error("Invalid param value: " + msg_type); } @@ -280,6 +282,11 @@ ExtrinsicReflectorBasedCalibrator::ExtrinsicReflectorBasedCalibrator( "input_radar_msg", rclcpp::SensorDataQoS(), std::bind( &ExtrinsicReflectorBasedCalibrator::radarScanCallback, this, std::placeholders::_1)); + } else if (msg_type_ == MsgType::radar_cloud) { + radar_cloud_sub_ = this->create_subscription( + "input_radar_msg", rclcpp::SensorDataQoS(), + std::bind( + &ExtrinsicReflectorBasedCalibrator::radarCloudCallback, this, std::placeholders::_1)); } // The service server runs in a dedicated thread @@ -476,9 +483,9 @@ void ExtrinsicReflectorBasedCalibrator::lidarCallback( } pcl::PointCloud::Ptr radar_pointcloud_ptr = extractRadarPointcloud(latest_radar_tracks_msgs_); - radar_detections = extractReflectors(radar_pointcloud_ptr); + radar_detections = extractRadarReflectors(radar_pointcloud_ptr); latest_radar_tracks_msgs_->tracks.clear(); - } else { + } else if (msg_type_ == MsgType::radar_scan) { if (!latest_radar_scan_msgs_ || latest_radar_scan_msgs_->returns.size() == 0) { if (latest_radar_scan_msgs_->returns.size() == 0) RCLCPP_INFO(this->get_logger(), "There were no scan"); @@ -486,11 +493,19 @@ void ExtrinsicReflectorBasedCalibrator::lidarCallback( } pcl::PointCloud::Ptr radar_pointcloud_ptr = extractRadarPointcloud(latest_radar_scan_msgs_); - radar_detections = extractReflectors(radar_pointcloud_ptr); + radar_detections = extractRadarReflectors(radar_pointcloud_ptr); latest_radar_scan_msgs_->returns.clear(); + } else { + if (!latest_radar_cloud_msgs_) { + RCLCPP_INFO(this->get_logger(), "There were no radar pointlcoud"); + return; + } + pcl::PointCloud::Ptr radar_pointcloud_ptr = + extractRadarPointcloud(latest_radar_cloud_msgs_); + radar_detections = extractRadarReflectors(radar_pointcloud_ptr); } - auto lidar_detections = extractReflectors(msg); + auto lidar_detections = extractLidarReflectors(msg); auto matches = matchDetections(lidar_detections, radar_detections); bool is_track_converged = trackMatches(matches, msg->header.stamp); @@ -531,7 +546,13 @@ void ExtrinsicReflectorBasedCalibrator::radarScanCallback( } } -std::vector ExtrinsicReflectorBasedCalibrator::extractReflectors( +void ExtrinsicReflectorBasedCalibrator::radarCloudCallback( + const sensor_msgs::msg::PointCloud2::SharedPtr msg) +{ + latest_radar_cloud_msgs_ = msg; +} + +std::vector ExtrinsicReflectorBasedCalibrator::extractLidarReflectors( const sensor_msgs::msg::PointCloud2::SharedPtr msg) { lidar_frame_ = msg->header.frame_id; @@ -687,7 +708,18 @@ ExtrinsicReflectorBasedCalibrator::extractRadarPointcloud( return radar_pointcloud_ptr; } -std::vector ExtrinsicReflectorBasedCalibrator::extractReflectors( +pcl::PointCloud::Ptr +ExtrinsicReflectorBasedCalibrator::extractRadarPointcloud( + const sensor_msgs::msg::PointCloud2::SharedPtr msg) +{ + radar_frame_ = msg->header.frame_id; + radar_header_ = msg->header; + pcl::PointCloud::Ptr radar_pointcloud_ptr(new pcl::PointCloud); + pcl::fromROSMsg(*msg, *radar_pointcloud_ptr); + return radar_pointcloud_ptr; +} + +std::vector ExtrinsicReflectorBasedCalibrator::extractRadarReflectors( pcl::PointCloud::Ptr radar_pointcloud_ptr) { bool extract_background_model; @@ -1072,12 +1104,12 @@ bool ExtrinsicReflectorBasedCalibrator::checkInitialTransforms() radar_optimization_to_lidar_eigen_ = tf2::transformToEigen(radar_optimization_to_lidar_msg_); - init_radar_to_radar_optimization_msg_ = - tf_buffer_->lookupTransform(radar_frame_, parameters_.radar_optimization_frame, t, timeout) + init_radar_optimization_to_radar_msg_ = + tf_buffer_->lookupTransform(parameters_.radar_optimization_frame, radar_frame_, t, timeout) .transform; - initial_radar_to_radar_optimization_eigen_ = - tf2::transformToEigen(init_radar_to_radar_optimization_msg_); + initial_radar_optimization_to_radar_eigen_ = + tf2::transformToEigen(init_radar_optimization_to_radar_msg_); got_initial_transform_ = true; } catch (tf2::TransformException & ex) { @@ -1378,7 +1410,7 @@ std::pair ExtrinsicReflectorBasedCalibrator::computeCalibrationE void ExtrinsicReflectorBasedCalibrator::estimateTransformation() { TransformationEstimator estimator( - initial_radar_to_lidar_eigen_, initial_radar_to_radar_optimization_eigen_, + initial_radar_to_lidar_eigen_, initial_radar_optimization_to_radar_eigen_, radar_optimization_to_lidar_eigen_); Eigen::Isometry3d calibrated_radar_to_lidar_transformation; if (transformation_type_ == TransformationType::yaw_only_rotation_2d) { @@ -1528,7 +1560,7 @@ void ExtrinsicReflectorBasedCalibrator::doEvaluation( std::vector> & combinations, int num_of_samples) { TransformationEstimator crossval_estimator( - initial_radar_to_lidar_eigen_, initial_radar_to_radar_optimization_eigen_, + initial_radar_to_lidar_eigen_, initial_radar_optimization_to_radar_eigen_, radar_optimization_to_lidar_eigen_); pcl::PointCloud::Ptr crossval_lidar_points_ocs(new pcl::PointCloud); diff --git a/sensor/marker_radar_lidar_calibrator/src/transformation_estimator.cpp b/sensor/marker_radar_lidar_calibrator/src/transformation_estimator.cpp index 8d92d579..10269a5b 100644 --- a/sensor/marker_radar_lidar_calibrator/src/transformation_estimator.cpp +++ b/sensor/marker_radar_lidar_calibrator/src/transformation_estimator.cpp @@ -23,11 +23,11 @@ namespace marker_radar_lidar_calibrator TransformationEstimator::TransformationEstimator( Eigen::Isometry3d initial_radar_to_lidar_eigen, - Eigen::Isometry3d initial_radar_to_radar_optimization_eigen, + Eigen::Isometry3d initial_radar_optimization_to_radar_eigen, Eigen::Isometry3d radar_optimization_to_lidar_eigen) { initial_radar_to_lidar_eigen_ = initial_radar_to_lidar_eigen; - initial_radar_to_radar_optimization_eigen_ = initial_radar_to_radar_optimization_eigen; + initial_radar_optimization_to_radar_eigen_ = initial_radar_optimization_to_radar_eigen; radar_optimization_to_lidar_eigen_ = radar_optimization_to_lidar_eigen; } @@ -117,8 +117,8 @@ void TransformationEstimator::estimateZeroRollTransformation() ceres::Problem problem; - Eigen::Vector3d translation = initial_radar_to_radar_optimization_eigen_.translation(); - Eigen::Matrix3d rotation = initial_radar_to_radar_optimization_eigen_.rotation(); + Eigen::Vector3d translation = initial_radar_optimization_to_radar_eigen_.translation(); + Eigen::Matrix3d rotation = initial_radar_optimization_to_radar_eigen_.rotation(); Eigen::Vector3d euler_angle = rotation.eulerAngles(0, 1, 2); // params: x, y, z, pitch, yaw @@ -165,18 +165,19 @@ void TransformationEstimator::estimateZeroRollTransformation() RCLCPP_INFO( rclcpp::get_logger("marker_radar_lidar_calibrator"), "%s", calibrated_params_msg.c_str()); - Eigen::Isometry3d calibrated_3d_radar_to_radar_optimization_transformation = + Eigen::Isometry3d calibrated_3d_radar_optimization_to_radar_transformation = Eigen::Isometry3d::Identity(); - calibrated_3d_radar_to_radar_optimization_transformation.pretranslate( + calibrated_3d_radar_optimization_to_radar_transformation.pretranslate( Eigen::Vector3d(params[0], params[1], params[2])); Eigen::Quaterniond q( Eigen::AngleAxisd(params[4], Eigen::Vector3d::UnitZ()) * Eigen::AngleAxisd(params[3], Eigen::Vector3d::UnitY()) * Eigen::AngleAxisd(0, Eigen::Vector3d::UnitX())); - calibrated_3d_radar_to_radar_optimization_transformation.rotate(q); + calibrated_3d_radar_optimization_to_radar_transformation.rotate(q); calibrated_radar_to_lidar_transformation_ = - calibrated_3d_radar_to_radar_optimization_transformation * radar_optimization_to_lidar_eigen_; + calibrated_3d_radar_optimization_to_radar_transformation.inverse() * + radar_optimization_to_lidar_eigen_; } Eigen::Isometry3d TransformationEstimator::getTransformation() diff --git a/sensor/sensor_calibration_manager/launch/xx1_gen2/marker_radar_lidar_calibrator.launch.xml b/sensor/sensor_calibration_manager/launch/xx1_gen2/marker_radar_lidar_calibrator.launch.xml index 47cf9d79..c4ec2de4 100644 --- a/sensor/sensor_calibration_manager/launch/xx1_gen2/marker_radar_lidar_calibrator.launch.xml +++ b/sensor/sensor_calibration_manager/launch/xx1_gen2/marker_radar_lidar_calibrator.launch.xml @@ -12,6 +12,7 @@ + @@ -31,6 +32,7 @@ + From 63d9577352c0ece0d245c6eda1e0ec0c56b42f57 Mon Sep 17 00:00:00 2001 From: vividf Date: Wed, 10 Jul 2024 18:18:55 +0900 Subject: [PATCH 11/14] chore: remove almost deprecated function Signed-off-by: vividf --- .../scripts/metrics_plotter_node.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/sensor/marker_radar_lidar_calibrator/scripts/metrics_plotter_node.py b/sensor/marker_radar_lidar_calibrator/scripts/metrics_plotter_node.py index dc0e9be2..d7a6c592 100755 --- a/sensor/marker_radar_lidar_calibrator/scripts/metrics_plotter_node.py +++ b/sensor/marker_radar_lidar_calibrator/scripts/metrics_plotter_node.py @@ -30,7 +30,7 @@ def __init__(self): self.subplot1 = self.axes[0, 1] self.subplot2 = self.axes[1, 0] self.subplot3 = self.axes[1, 1] - plt.gcf().canvas.set_window_title("Metrics plotter") + self.fig.canvas.manager.set_window_title("Metrics plotter") self.color_distance_o = "C0o-" self.color_yaw_o = "C1o-" From 3cf1228e2cf427b16c2ecf8725528cdf1ce57cdf Mon Sep 17 00:00:00 2001 From: vividf Date: Wed, 10 Jul 2024 18:53:01 +0900 Subject: [PATCH 12/14] chore: add dependency Signed-off-by: vividf --- sensor/marker_radar_lidar_calibrator/package.xml | 1 + 1 file changed, 1 insertion(+) diff --git a/sensor/marker_radar_lidar_calibrator/package.xml b/sensor/marker_radar_lidar_calibrator/package.xml index 3c4059b9..9920efbb 100644 --- a/sensor/marker_radar_lidar_calibrator/package.xml +++ b/sensor/marker_radar_lidar_calibrator/package.xml @@ -16,6 +16,7 @@ eigen geometry_msgs kalman_filter + libceres-dev pcl_conversions pcl_ros radar_msgs From efb5c591dd5cf5a04f4dc3a1d4848920f9bce736 Mon Sep 17 00:00:00 2001 From: vividf Date: Wed, 10 Jul 2024 19:57:45 +0900 Subject: [PATCH 13/14] feat: use template for radar input msg Signed-off-by: vividf --- .../marker_radar_lidar_calibrator.hpp | 8 +-- .../src/marker_radar_lidar_calibrator.cpp | 68 ++++++++----------- 2 files changed, 30 insertions(+), 46 deletions(-) diff --git a/sensor/marker_radar_lidar_calibrator/include/marker_radar_lidar_calibrator/marker_radar_lidar_calibrator.hpp b/sensor/marker_radar_lidar_calibrator/include/marker_radar_lidar_calibrator/marker_radar_lidar_calibrator.hpp index 164221ff..64cc94e0 100644 --- a/sensor/marker_radar_lidar_calibrator/include/marker_radar_lidar_calibrator/marker_radar_lidar_calibrator.hpp +++ b/sensor/marker_radar_lidar_calibrator/include/marker_radar_lidar_calibrator/marker_radar_lidar_calibrator.hpp @@ -96,12 +96,8 @@ class ExtrinsicReflectorBasedCalibrator : public rclcpp::Node void radarCloudCallback(const sensor_msgs::msg::PointCloud2::SharedPtr msg); - pcl::PointCloud::Ptr extractRadarPointcloud( - const radar_msgs::msg::RadarTracks::SharedPtr msg); - pcl::PointCloud::Ptr extractRadarPointcloud( - const radar_msgs::msg::RadarScan::SharedPtr msg); - pcl::PointCloud::Ptr extractRadarPointcloud( - const sensor_msgs::msg::PointCloud2::SharedPtr msg); + template + pcl::PointCloud::Ptr extractRadarPointcloud(const std::shared_ptr & msg); std::vector extractLidarReflectors( const sensor_msgs::msg::PointCloud2::SharedPtr msg); diff --git a/sensor/marker_radar_lidar_calibrator/src/marker_radar_lidar_calibrator.cpp b/sensor/marker_radar_lidar_calibrator/src/marker_radar_lidar_calibrator.cpp index c6934ec5..f4e0cb18 100644 --- a/sensor/marker_radar_lidar_calibrator/src/marker_radar_lidar_calibrator.cpp +++ b/sensor/marker_radar_lidar_calibrator/src/marker_radar_lidar_calibrator.cpp @@ -668,57 +668,45 @@ std::vector ExtrinsicReflectorBasedCalibrator::extractLidarRefl return detections; } +template pcl::PointCloud::Ptr -ExtrinsicReflectorBasedCalibrator::extractRadarPointcloud( - const radar_msgs::msg::RadarTracks::SharedPtr msg) +ExtrinsicReflectorBasedCalibrator::extractRadarPointcloud(const std::shared_ptr & msg) { - radar_frame_ = msg->header.frame_id; - radar_header_ = msg->header; - pcl::PointCloud::Ptr radar_pointcloud_ptr(new pcl::PointCloud); - radar_pointcloud_ptr->reserve(msg->tracks.size()); + static_assert( + std::is_same::value || + std::is_same::value || + std::is_same::value, + "Unsupported message type"); - for (const auto & track : msg->tracks) { - radar_pointcloud_ptr->emplace_back(track.position.x, track.position.y, track.position.z); - } - - return radar_pointcloud_ptr; -} - -pcl::PointCloud::Ptr -ExtrinsicReflectorBasedCalibrator::extractRadarPointcloud( - const radar_msgs::msg::RadarScan::SharedPtr msg) -{ radar_frame_ = msg->header.frame_id; radar_header_ = msg->header; - pcl::PointCloud::Ptr radar_pointcloud_ptr(new pcl::PointCloud); - radar_pointcloud_ptr->reserve(msg->returns.size()); + auto radar_pointcloud_ptr = std::make_shared>(); - for (const auto & radar_return : msg->returns) { - float range = radar_return.range; - float azimuth = radar_return.azimuth; - float elevation = radar_return.elevation; - - float x, y, z; - x = range * std::cos(azimuth) * std::cos(elevation); - y = range * std::sin(azimuth) * std::cos(elevation); - z = range * std::sin(elevation); - radar_pointcloud_ptr->emplace_back(x, y, z); + if constexpr (std::is_same::value) { + radar_pointcloud_ptr->reserve(msg->tracks.size()); + for (const auto & track : msg->tracks) { + radar_pointcloud_ptr->emplace_back(track.position.x, track.position.y, track.position.z); + } + } else if constexpr (std::is_same::value) { + radar_pointcloud_ptr->reserve(msg->returns.size()); + for (const auto & radar_return : msg->returns) { + float range = radar_return.range; + float azimuth = radar_return.azimuth; + float elevation = radar_return.elevation; + + float x = range * std::cos(azimuth) * std::cos(elevation); + float y = range * std::sin(azimuth) * std::cos(elevation); + float z = range * std::sin(elevation); + + radar_pointcloud_ptr->emplace_back(x, y, z); + } + } else if constexpr (std::is_same::value) { + pcl::fromROSMsg(*msg, *radar_pointcloud_ptr); } return radar_pointcloud_ptr; } -pcl::PointCloud::Ptr -ExtrinsicReflectorBasedCalibrator::extractRadarPointcloud( - const sensor_msgs::msg::PointCloud2::SharedPtr msg) -{ - radar_frame_ = msg->header.frame_id; - radar_header_ = msg->header; - pcl::PointCloud::Ptr radar_pointcloud_ptr(new pcl::PointCloud); - pcl::fromROSMsg(*msg, *radar_pointcloud_ptr); - return radar_pointcloud_ptr; -} - std::vector ExtrinsicReflectorBasedCalibrator::extractRadarReflectors( pcl::PointCloud::Ptr radar_pointcloud_ptr) { From d7670f01e44aabb44486574fba3a2783999e95ad Mon Sep 17 00:00:00 2001 From: vividf Date: Tue, 16 Jul 2024 13:06:57 +0900 Subject: [PATCH 14/14] chore: merge docs branch Signed-off-by: vividf --- .cspell.json | 3 + .../build-and-test-differential.yaml | 30 - .github/workflows/build-and-test.yaml | 4 - .github/workflows/check-build-depends.yaml | 22 +- README.md | 400 +++++++- build_depends.repos | 8 +- ....repos => calibration_tools_autoware.repos | 0 calibration_tools_standalone.repos | 49 + .../COLCON_IGNORE => calibrators/README.md | 0 .../board_configuration.png | 0 .../calibration_data_sampling.png | Bin .../calibration_data_statistics.png | Bin 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calibrators}/ground_plane_calibrator/src/main.cpp (100%) rename {sensor/intrinsic_camera_calibrator/intrinsic_camera_calibrator/intrinsic_camera_calibrator => calibrators/interactive_camera_lidar_calibrator/interactive_camera_lidar_calibrator}/__init__.py (100%) rename {sensor => calibrators}/interactive_camera_lidar_calibrator/interactive_camera_lidar_calibrator/calibrator.py (100%) rename {sensor => calibrators}/interactive_camera_lidar_calibrator/interactive_camera_lidar_calibrator/image_view.py (100%) rename {sensor => calibrators}/interactive_camera_lidar_calibrator/interactive_camera_lidar_calibrator/interactive_calibrator.py (100%) rename {sensor => calibrators}/interactive_camera_lidar_calibrator/interactive_camera_lidar_calibrator/ros_interface.py (100%) rename {sensor => calibrators}/interactive_camera_lidar_calibrator/interactive_camera_lidar_calibrator/utils.py (100%) rename {sensor => calibrators}/interactive_camera_lidar_calibrator/package.xml (100%) rename {sensor => 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--git a/.cspell.json b/.cspell.json index 4cb33a5a..7f5a192a 100644 --- a/.cspell.json +++ b/.cspell.json @@ -76,7 +76,10 @@ "representer", "reprojected", "reprojection", + "reprojections", "rosbag", + "ros2", + "ROS2", "rosidl", "ruamel", "rvec", diff --git a/.github/workflows/build-and-test-differential.yaml b/.github/workflows/build-and-test-differential.yaml index 469af9da..3c662f63 100644 --- a/.github/workflows/build-and-test-differential.yaml +++ b/.github/workflows/build-and-test-differential.yaml @@ -11,12 +11,8 @@ jobs: fail-fast: false matrix: rosdistro: - - galactic - humble include: - - rosdistro: galactic - container: ros:galactic - build-depends-repos: build_depends.repos - rosdistro: humble container: ros:humble build-depends-repos: build_depends.repos @@ -61,29 +57,3 @@ jobs: fail_ci_if_error: false verbose: true flags: differential - - clang-tidy-differential: - runs-on: ubuntu-latest - container: ros:galactic - needs: build-and-test-differential - steps: - - name: Check out repository - uses: actions/checkout@v4 - with: - fetch-depth: 0 - - - name: Remove exec_depend - uses: autowarefoundation/autoware-github-actions/remove-exec-depend@v1 - - - name: Get modified packages - id: get-modified-packages - uses: autowarefoundation/autoware-github-actions/get-modified-packages@v1 - - - name: Run clang-tidy - if: ${{ steps.get-modified-packages.outputs.modified-packages != '' }} - uses: autowarefoundation/autoware-github-actions/clang-tidy@v1 - with: - rosdistro: galactic - target-packages: ${{ steps.get-modified-packages.outputs.modified-packages }} - clang-tidy-config-url: https://raw.githubusercontent.com/autowarefoundation/autoware/main/.clang-tidy - build-depends-repos: build_depends.repos diff --git a/.github/workflows/build-and-test.yaml b/.github/workflows/build-and-test.yaml index f631c3d6..228b547e 100644 --- a/.github/workflows/build-and-test.yaml +++ b/.github/workflows/build-and-test.yaml @@ -15,12 +15,8 @@ jobs: fail-fast: false matrix: rosdistro: - - galactic - humble include: - - rosdistro: galactic - container: ros:galactic - build-depends-repos: build_depends.repos - rosdistro: humble container: ros:humble build-depends-repos: build_depends.repos diff --git a/.github/workflows/check-build-depends.yaml b/.github/workflows/check-build-depends.yaml index f712275d..81618a1d 100644 --- a/.github/workflows/check-build-depends.yaml +++ b/.github/workflows/check-build-depends.yaml @@ -3,18 +3,24 @@ name: check-build-depends on: pull_request: paths: - - build_depends.repos + - build_depends*.repos jobs: check-build-depends: runs-on: ubuntu-latest - container: ros:galactic + container: ${{ matrix.container }} + strategy: + fail-fast: false + matrix: + rosdistro: + - humble + include: + - rosdistro: humble + container: ros:humble + build-depends-repos: build_depends.repos steps: - - name: Cancel previous runs - uses: styfle/cancel-workflow-action@0.12.1 - - name: Check out repository - uses: actions/checkout@v4 + uses: actions/checkout@v3 - name: Remove exec_depend uses: autowarefoundation/autoware-github-actions/remove-exec-depend@v1 @@ -26,6 +32,6 @@ jobs: - name: Build uses: autowarefoundation/autoware-github-actions/colcon-build@v1 with: - rosdistro: galactic + rosdistro: ${{ matrix.rosdistro }} target-packages: ${{ steps.get-self-packages.outputs.self-packages }} - build-depends-repos: build_depends.repos + build-depends-repos: ${{ matrix.build-depends-repos }} diff --git a/README.md b/README.md index aa79ee42..3af33255 100644 --- a/README.md +++ b/README.md @@ -1,34 +1,406 @@ -# calibration_tools +# Sensor Calibration Tools -Calibration tools used for autonomous driving +Calibration tools for sensors used in autonomous driving and robotics (camera, lidar, and radar). -## Requirement +## Table of contents -- Ubuntu22.04 -- Ros Humble +- [Sensor Calibration Tools](#sensor-calibration-tools) + - [Table of contents](#table-of-contents) + - [Installation](#installation) + - [Requirements](#requirements) + - [Installation alongside autoware](#installation-alongside-autoware) + - [Standalone installation (for non-autoware users)](#standalone-installation-for-non-autoware-users) + - [Standalone installation using Docker (for non-autoware users)](#standalone-installation-using-docker-for-non-autoware-users) + - [Implemented tools](#implemented-tools) + - [Extrinsic calibration tools](#extrinsic-calibration-tools) + - [Intrinsic calibration tools](#intrinsic-calibration-tools) + - [Design](#design) + - [Calibrator node](#calibrator-node) + - [Sensor calibration manager](#sensor-calibration-manager) + - [Projects and calibrators](#projects-and-calibrators) + - [Calibrator interface](#calibrator-interface) + - [Launch files](#launch-files) + - [Launching the sensor calibration manager](#launching-the-sensor-calibration-manager) + - [Integration](#integration) + - [Using your vehicle/robot](#using-your-vehiclerobot) + - [Create a new project](#create-a-new-project) + - [Integrate a new calibrator](#integrate-a-new-calibrator) -## Installation procedures +## Installation + +### Requirements + +- Ubuntu 22.04 +- ROS2 Humble + +### Installation alongside autoware After installing [autoware](https://github.com/tier4/autoware) (please see [source-installation](https://autowarefoundation.github.io/autoware-documentation/main/installation/autoware/source-installation/) page), execute the following commands: ```bash cd autoware -wget https://raw.githubusercontent.com/tier4/CalibrationTools/tier4/universe/calibration_tools.repos +wget https://raw.githubusercontent.com/tier4/CalibrationTools/tier4/universe/calibration_tools_autoware.repos vcs import src < calibration_tools.repos rosdep install -y --from-paths src --ignore-src --rosdistro $ROS_DISTRO colcon build --symlink-install --cmake-args -DCMAKE_BUILD_TYPE=Release ``` -## Implemented calibration tools +### Standalone installation (for non-autoware users) + +The sensor calibration tools are usually used as part of the autoware ecosystem. However, they can also be used for projects outside autoware, or even outside autonomous driving. Note: due to its use in autoware, even if it is possible to use the sensor calibration tools independently, due to some light dependencies, parts of autoware still need to be downloaded, even if they are not all compiled. + +The following commands present an example of how to install the calibration tools and their dependencies assuming you have a ROS2 workspace called `workspace`: + +```bash +# Install vcs (if needed, follow the instructions from https://github.com/dirk-thomas/vcstool) +sudo apt-get install python3-vcstool + +# Download the calibration tools and its dependencies +cd workspace +wget https://raw.githubusercontent.com/tier4/CalibrationTools/tier4/universe/calibration_tools_standalone.repos +vcs import src < calibration_tools_standalone.repos + +# Install all the dependencies from rosdep +rosdep install -y --from-paths `colcon list --packages-up-to sensor_calibration_tools -p` --ignore-src + +# Build the sensor calibration tools +colcon build --symlink-install --cmake-args -DCMAKE_BUILD_TYPE=Release --packages-up-to sensor_calibration_tools +``` + +### Standalone installation using Docker (for non-autoware users) + +With a similar motivation to that of the previous Section, in some cases, a native build is not possible nor convenient. To accommodate those situations, we also offer the sensor calibration tools as a docker image: + +```bash +# Build +DOCKER_BUILDKIT=1 docker build --ssh default -t ghcr.io/tier4/calibration-tools:2.0 -f docker/Dockerfile .. + +# Run - Modify if needed +docker run --gpus all --net=host -e ROS_DOMAIN_ID=$ROS_DOMAIN_ID -e DISPLAY=$DISPLAY -v /tmp/.X11-unix:/tmp/.X11-unix --device=/dev/dri:/dev/dri -it ghcr.io/tier4/calibration-tools:2.0 /bin/bash + +# If user encounters issues like "Authorization required", use one of the alternatives below. +# Solution 1 (Not recommended): +xhost +local:docker + +# Solution 2: +touch /tmp/.docker.xauth +chmod a+r /tmp/.docker.xauth + +xauth nlist $DISPLAY | sed -e 's/^..../ffff/' | xauth -f /tmp/.docker.xauth nmerge - + +docker run --gpus all --net=host \ + -e ROS_DOMAIN_ID=$ROS_DOMAIN_ID \ + -e DISPLAY=$DISPLAY \ + -e XAUTHORITY=/tmp/.docker.xauth \ + -v /tmp/.X11-unix:/tmp/.X11-unix \ + -v /tmp/.docker.xauth:/tmp/.docker.xauth \ + --device=/dev/dri:/dev/dri \ + -it ghcr.io/tier4/calibration-tools:2.0 /bin/bash +``` + +## Implemented tools + +### Extrinsic calibration tools + +| Name | Sensors calibrated | Feature type | Calibration type | Documentation | Tutorial | +| ----------------------------------- | ------------------ | --------------------------- | ------------------ | ----------------------------------------------------------- | ------------------------------------------------------------------- | +| ground plane calibrator | base-lidar | ground | roll, pitch, z | | N/A | +| interactive camera-lidar calibrator | camera-lidar | manual correspondences | full pose | Link | N/A | +| lidar-lidar 2d calibrator | lidar-lidar | natural features | x, y, yaw | Link | N/A | +| mapping calibrator (lidar-lidar) | lidar-lidar | natural features | full pose | [Link](calibrators/mapping_based_calibrator/README.md) | [Link](calibrators/docs/tutorials/mapping_based_calibrator.md) | +| mapping calibrator (base-lidar) | base-lidar | natural features and ground | roll, pitch, and z | Link | N/A | +| marker radar-lidar calibrator | radar-lidar | marker | x, y, yaw | [Link](calibrators/marker_radar_lidar_calibrator/README.md) | [Link](calibrators/docs/tutorials/marker_radar_lidar_calibrator.md) | +| tag-based PnP calibrator | camera-lidar | marker | full pose | [Link](calibrators/tag_based_pnp_calibrator/README.md) | [Link](calibrators/docs/tutorials/tag_based_pnp_calibrator.md) | +| tag-based SfM calibrator | camera-lidar-base | marker | full pose | [Link](calibrators/tag_based_sfm_calibrator/README.md) | [Link](calibrators/docs/tutorials/tag_based_sfm_calibrator.md) | + +### Intrinsic calibration tools + +| Name | Sensors calibrated | Feature type | Calibration type | Demo | +| ---------------------------- | ------------------ | ------------------ | ------------------- | ---- | +| camera intrinsics calibrator | camera intrinsics | calibration boards | OpenCV camera model | N/A | + +## Design + +The sensor calibration tools repository provides different alternatives for both intrinsic and extrinsic calibration. That being said, this document focuses only on extrinsic calibration since camera intrinsic calibration is a fairly simple and easy-to-understand process. + +The architecture of the extrinsic calibration process consists of two entities: the calibrator node itself and the sensor calibration manager (additional nodes may be used, but they do not participate directly in the calibration process). In what follows, we proceed to detail the roles of each one of these elements. + +### Calibrator node + +The calibrator node is a regular node that implements the [ExtrinsicCalibrator](common/tier4_calibration_msgs/srv/ExtrinsicCalibrator.srv) service: + +```text +--- +tier4_calibration_msgs/CalibrationResult[] results +``` + +where [CalibrationResult](common/tier4_calibration_msgs/msg/CalibrationResult.msg) contains a transformation between frames, a status flag, and optional scores and text messages for evaluation and debug purposes. + +```text +geometry_msgs/TransformStamped transform_stamped +bool success +float32 score +std_msgs/String message +``` + +The design is intended to decouple the calibrator node and its internal logic as much as possible from the details of a particular calibration use-case and the `tf` structure used. +The code of the calibrator itself is agnostic to everything other than its particular task, with the service request not even containing the frames to calibrate. This way, all the configuration needs to happen in the external node configuration and the sensor calibration manager (optional) to achieve a high level of separation of concerns. + +### Sensor calibration manager + +Although the calibrator process can be performed directly via launching the calibrator node and using the service interface using the CLI, it is highly recommended to automate the process using the sensor calibration manager. +The sensor calibrator manager consists of a UI that allows the user to select a particular combination of project and calibrator, make sure that the required `tf` and services are available, and process/save the calibration results. + +#### Projects and calibrators + +At Tier IV we currently run several projects that use several types of sensors. Due to this, we do not create calibrators for each particular project, and instead reuse the same code, only modifying the parameters and helper nodes. For this reason, in the sensor calibration manager, we introduce the concepts of projects and calibrators. In this context, a project consists of a list of calibrators, with the same calibrator (semantically) being able to belong to multiple projects. + +An example of this structure is as follows: + +```text +calibrators/ +calibrators/projectA/ +calibrators/projectA/calibratorA.py +calibrators/projectA/calibratorB.py +calibrators/projectB/ +calibrators/projectB/calibratorA.py +calibrators/projectB/calibratorB.py +calibrators/projectC/ +calibrators/projectC/calibratorC.py +``` + +#### Calibrator interface + +A calibrator interface is the representation of the calibration process inside the sensor calibration manager. It specifies its project, the calibrator name, the `tf` that are required during the calibration process, and the expected frames that the calibrator node should return. + +Following the previous example, the `calibratorA.py` could be implemented as follows: + +```python +@CalibratorRegistry.register_calibrator( + project_name="projectA", calibrator_name="calibratorA" +) +class CalibratorA(CalibratorBase): + required_frames = ["calibration_parent_frame", "calibration_child_frame", "auxiliar_frame"] + + def __init__(self, ros_interface: RosInterface, **kwargs): + super().__init__(ros_interface) + + self.add_calibrator( + service_name="the_name_of_the_calibration_service", + expected_calibration_frames=[ + FramePair(parent="calibration_parent_frame", child="calibration_child_frame"), + ], + ) + +``` + +In addition to specifying `required_frames` and `services_name`, the calibrator interfaces are also used to post-process the calibration results if needed to conform to robotics frame conventions and other project-specific requirements. +For example, camera-lidar calibration returns the `tf` from the optical link to the lidar itself. However, in most scenarios instead of the optical link, the camera link is preferred in configuration files (the camera link has different axes), and some lidars prefer to use their `base_link` (footprint). + +For example, at Tier IV, most sensors are mounted in a structure called `sensor_kit`, and then the sensor calibration is represented as a `sensor_kit_base_link -> sensor_frame`. In particular, for the case of camera-lidar, the `tf` that represents the camera-lidar calibration in most of our projects is `sensor_kit_base_link -> cameraX/camera_link`. To transform the `tf` that the calibrator returns (`lidar -> cameraX/camera_optical_link`) to the one we need to save, the post-process step can be implemented as follows: + +```python +# Taken from sensor_calibration_manager/sensor_calibration_manager/calibrators/xx1/tag_based_pnp_calibrator.py +def post_process(self, calibration_transforms: Dict[str, Dict[str, np.array]]): + optical_link_to_lidar_transform = calibration_transforms[ + f"{self.camera_name}/camera_optical_link" + ]["velodyne_top"] + sensor_kit_to_lidar_transform = self.get_transform_matrix( + "sensor_kit_base_link", "velodyne_top" + ) + camera_to_optical_link_transform = self.get_transform_matrix( + f"{self.camera_name}/camera_link", f"{self.camera_name}/camera_optical_link" + ) + sensor_kit_camera_link_transform = np.linalg.inv( + camera_to_optical_link_transform + @ optical_link_to_lidar_transform + @ np.linalg.inv(sensor_kit_to_lidar_transform) + ) + + result = { + "sensor_kit_base_link": { + f"{self.camera_name}/camera_link": sensor_kit_camera_link_transform + } + } + return result +``` + +#### Launch files -### sensor +The calibrator interface does not implement any of the ROS logic in terms of the involved nodes. This part of the process is implemented by regular launch files that are called by the sensor calibration manager. -We provide calibration tool for sensor pairs like LiDAR - LiDAR, LiDAR - Camera, etc. +Following the previous example, the launcher structure would be as follows: -[README](sensor/README.md) +```text +launch/ +launch/projectA/ +launch/projectA/calibratorA.launch.xml +launch/projectA/calibratorB.launch.xml +launch/projectB/ +launch/projectB/calibratorA.launch.xml +launch/projectB/calibratorB.launch.xml +launch/projectC/ +launch/projectC/calibratorC.launch.xml +``` + +The launch file can have arguments with and without default arguments that will be automatically transformed into a configurable UI so the user can set them during start-up. +One point of note is that the service specified in the calibrator interface must be offered by a node in the launch file. + +#### Launching the sensor calibration manager + +To execute the calibration manager, the user just the to run the following (after sourcing the ROS workspace): + +```bash +ros2 run sensor_calibration_manager sensor_calibration_manager +``` + +Upon executing the last command, the following UI should appear: + +

+ initial_menu +

+ +Then, the user must select a combination of project and calibrator and press `Continue`. +After this, the following UI should be displayed: + +

+ launcher_configuration +

+ +Here, the user must configure the launcher arguments as required. Since we are using the combination of `default_project` and `tag_based_pnp_calibrator`, the launcher file being parameterized under the hood is `sensor_calibration_manager/launch/default_project/tag_based_pnp_calibrator.launch.xml`. Once the user finishes setting the parameter he must click the `Launch` button. + +After this, the sensor calibrator manager will execute the previous launch file with the corresponding parameters and internally use `sensor_calibration_manager/sensor_calibration_manager/calibrators/default_project/tag_based_pnp_calibrator.py` as its calibrator interface. The following window will be displayed: + +

+ main_window +

+ +If the calibrator node launches successfully, its service becomes available, and the required `tf` are all present, the `calibrate` button should become enabled. Clicking this calls the calibration service, and starts the process. + +For visualization purposes, the sensor calibration manager displays the required `tf` specified in the calibrator interface as shown in the following image: + +

+ initial_tf +

+ +Once the calibration finishes, the result from the `ExtrinsicCalibrator` is displayed in the `Calibration tree` widget as shown in the following image: + +

+ calibrated_tf +

+ +If the calibrator interface had post-processing steps, the `Final TF tree` widget would show the processed results. In this case, since there is not a post-process step, both widgets are the same. + +Finally, to save the results, press the `save calibration` button. + +

+ result +

+ +## Integration + +### Using your vehicle/robot + +Although we provide several projects and examples, in most cases the user would need to modify several parts of this repository to create their calibration projects. To ease this process, we also created a `default_project` that exposes most of each calibrator's parameters so that users can use this repository without creating any new files. In turn, however, they must properly configure most of the calibrator's options in the `Launcher configuration` widget, which is mostly done automatically in our internal projects. + +### Create a new project + +If the default project is not enough or does not meet the needs of the user (for example, if they are going to start projects that require running the tools frequently), it is relatively easy to create new projects and calibrator interfaces. In what follows, we will create a new project titled `my_new_project` with a calibrator called `my_new_calibrator`. + +First, to make sure that the sensor calibration manager knows of the existence of the calibrator, add the following line to `sensor_calibration_manager/sensor_calibration_manager/calibrators/__init__.py`: + +```python +from .my_new_project import * # noqa: F401, F403 +``` + +Then, create a file called `sensor_calibration_manager/sensor_calibration_manager/calibrators/my_new_project/__init__.py`. + +```python +from .my_new_calibrator import MyNewCalibrator + +__all__ = [ + "MyNewCalibrator", +] +``` + +After this, create a file called `sensor_calibration_manager/sensor_calibration_manager/calibrators/xx1_15/tag_based_pnp_calibrator.py` with the following contents: + +```python +from sensor_calibration_manager.calibrator_base import CalibratorBase +from sensor_calibration_manager.calibrator_registry import CalibratorRegistry +from sensor_calibration_manager.ros_interface import RosInterface +from sensor_calibration_manager.types import FramePair + + +@CalibratorRegistry.register_calibrator( + project_name="my_new_project", calibrator_name="my_new_calibrator" +) +class MyNewCalibrator(CalibratorBase): + required_frames = [] + + def __init__(self, ros_interface: RosInterface, **kwargs): + super().__init__(ros_interface) + + self.source_frame: str = kwargs["source_frame"] + self.target_frame: str = kwargs["target_frame"] + + self.required_frames.extend([self.base_frame, self.source_frame, self.target_frame]) + + self.add_calibrator( + service_name="calibrate_service_name", + expected_calibration_frames=[ + FramePair(parent=self.target_frame, child=self.source_frame), + ], + ) + +``` -### system - tunable static tf broadcaster +This calibrator will expect a calibrator between `source_frame` and `target_frame`, which are parameters provided by the user through the launcher file. -GUI to modify the parameters of generic TFs. +Finally, the user must create the correspondent launch file `sensor_calibration_manager/launch/my_new_project/my_new_calibrator.launch.xml`. +The launcher itself must contain the following arguments to match the calibrator interface: + +```xml + + +``` + +Default values are optional, and somewhere inside the launch file, the user needs to execute a node that provides the `calibrate_service_name` to match the calibrator interface. + +### Integrate a new calibrator + +In the previous Section, we created a new calibrator interface and added it to the sensor calibration manager. However, that assumes that the user will use one of the calibrator packages offered by the sensor calibration tools. + +In the case the user wants to integrate his algorithms, he must follow the instructions, which assume the reader knows and is used to creating ROS2 packages. + +- Create a ROS2 package called `my_new_calibrator_package`. The node itself needs to be part of a multi-thread executor with at least two threads. +- Add a dependency to the `tier4_calibration_msgs` package to use the calibration services. +- In the node's header file add a calibration service. +- In most cases, creating a group exclusive to the services is also required. + +In the header file: + +```c++ +... +rclcpp::Service::SharedPtr service_server_; +rclcpp::CallbackGroup::SharedPtr srv_callback_group_ +... +``` + +In the source file: + +```c++ +... +// The service server runs in a dedicated thread since it is a blocking call +srv_callback_group_ = create_callback_group(rclcpp::CallbackGroupType::MutuallyExclusive); + +service_server_ = this->create_service( + "extrinsic_calibration_service_name", + std::bind( + &MyNewCalibratorPackage::requestReceivedCallback, this, std::placeholders::_1, + std::placeholders::_2), + rmw_qos_profile_services_default, srv_callback_group_); + ... +``` -[README](system/tunable_static_tf_broadcaster/README.md) +In addition to this, the user must implement `requestReceivedCallback` to comply with the interface. diff --git a/build_depends.repos b/build_depends.repos index ceb76596..eed3d7d1 100644 --- a/build_depends.repos +++ b/build_depends.repos @@ -5,16 +5,12 @@ repositories: version: main autoware/universe: type: git - url: https://github.com/tier4/autoware.universe.git - version: tier4/main + url: https://github.com/autowarefoundation/autoware.universe.git + version: main autoware/tier4_autoware_msgs: type: git url: https://github.com/tier4/tier4_autoware_msgs.git version: tier4/universe - autoware/auto_msgs: - type: git - url: https://github.com/tier4/autoware_auto_msgs.git - version: tier4/main missing_packages/astuff_sensor_msgs: type: git url: https://github.com/astuff/astuff_sensor_msgs.git diff --git a/calibration_tools.repos b/calibration_tools_autoware.repos similarity index 100% rename from calibration_tools.repos rename to calibration_tools_autoware.repos diff --git a/calibration_tools_standalone.repos b/calibration_tools_standalone.repos new file mode 100644 index 00000000..54bdad32 --- /dev/null +++ b/calibration_tools_standalone.repos @@ -0,0 +1,49 @@ +repositories: + calibration_tools: + type: git + url: https://github.com/tier4/CalibrationTools.git + version: tier4/universe + autoware/common: + type: git + url: https://github.com/autowarefoundation/autoware_common.git + version: main + autoware/autoware_internal_msgs: + type: git + url: https://github.com/autowarefoundation/autoware_internal_msgs.git + version: main + autoware/autoware_msgs: + type: git + url: https://github.com/autowarefoundation/autoware_msgs.git + version: main + autoware/tier4_autoware_msgs: + type: git + url: https://github.com/tier4/tier4_autoware_msgs.git + version: tier4/universe + autoware/universe: + type: git + url: https://github.com/autowarefoundation/autoware.universe.git + version: main + vendor/lidartag: + type: git + url: https://github.com/tier4/LiDARTag.git + version: humble + vendor/lidartag_msgs: + type: git + url: https://github.com/tier4/LiDARTag_msgs.git + version: tier4/universe + vendor/apriltag_msgs: + type: git + url: https://github.com/christianrauch/apriltag_msgs.git + version: 2.0.0 + vendor/apriltag_ros: + type: git + url: https://github.com/christianrauch/apriltag_ros.git + version: e814e9e5d5f1bfb60a4aa685d30977c632bbc540 + vendor/ros2_numpy: + type: git + url: https://github.com/Box-Robotics/ros2_numpy.git + version: humble + vendor/ndt_omp: + type: git + url: https://github.com/tier4/ndt_omp.git + version: tier4/main diff --git a/sensor/extrinsic_manual_calibrator/COLCON_IGNORE b/calibrators/README.md similarity index 100% rename from sensor/extrinsic_manual_calibrator/COLCON_IGNORE rename to calibrators/README.md diff --git a/sensor/docs/images/camera-intrinsics/board_configuration.png b/calibrators/docs/images/intrinsic_camera_calibrator/board_configuration.png similarity index 100% rename from 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static landmark/object
static landmark/object
static landmark/object
static landmark/object
Mapping lidar
Mapping lidar
Calibration lidar
Calibration lidar
Mapping lidar
Mapping lidar
Calibration lidar
Calibration lidar
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    radar
    lidar
    Object's from radar
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    radar
    lidar
    Bird's-eye-view of 
    radar reflector + tripod
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