Files
clover/aruco_pose/src/aruco_detect.cpp

446 lines
15 KiB
C++

/*
* Detecting and pose estimation of ArUco markers
* Copyright (C) 2018 Copter Express Technologies
*
* Author: Oleg Kalachev <okalachev@gmail.com>
*
* Distributed under MIT License (available at https://opensource.org/licenses/MIT).
* The above copyright notice and this permission notice shall be included in all
* copies or substantial portions of the Software.
*/
/*
* Code is based on https://github.com/UbiquityRobotics/fiducials, which is distributed
* under the BSD license.
*/
#include <math.h>
#include <vector>
#include <string>
#include <map>
#include <unordered_map>
#include <unordered_set>
#include <ros/ros.h>
#include <nodelet/nodelet.h>
#include <pluginlib/class_list_macros.h>
#include <tf/transform_datatypes.h>
#include <tf2_ros/buffer.h>
#include <tf2_ros/transform_listener.h>
#include <tf2_ros/transform_broadcaster.h>
#include <tf2_geometry_msgs/tf2_geometry_msgs.h>
#include <image_transport/image_transport.h>
#include <cv_bridge/cv_bridge.h>
#include <dynamic_reconfigure/server.h>
#include <geometry_msgs/Vector3.h>
#include <geometry_msgs/Pose.h>
#include <geometry_msgs/PoseStamped.h>
#include <geometry_msgs/PoseWithCovarianceStamped.h>
#include <geometry_msgs/TransformStamped.h>
#include <visualization_msgs/Marker.h>
#include <visualization_msgs/MarkerArray.h>
#include <opencv2/opencv.hpp>
#include <opencv2/highgui.hpp>
#include <opencv2/aruco.hpp>
#include <opencv2/imgproc/imgproc.hpp>
#include <opencv2/calib3d/calib3d.hpp>
#include <aruco_pose/Marker.h>
#include <aruco_pose/MarkerArray.h>
#include <aruco_pose/DetectorConfig.h>
#include <aruco_pose/SetMarkers.h>
#include "utils.h"
#include <memory>
#include <functional>
using std::vector;
using cv::Mat;
class ArucoDetect : public nodelet::Nodelet {
private:
std::unique_ptr<tf2_ros::TransformBroadcaster> br_;
std::unique_ptr<tf2_ros::Buffer> tf_buffer_;
std::unique_ptr<tf2_ros::TransformListener> tf_listener_;
std::shared_ptr<dynamic_reconfigure::Server<aruco_pose::DetectorConfig>> dyn_srv_;
bool enabled_ = true;
cv::Ptr<cv::aruco::Dictionary> dictionary_;
cv::Ptr<cv::aruco::DetectorParameters> parameters_;
image_transport::Publisher debug_pub_;
image_transport::CameraSubscriber img_sub_;
ros::Publisher markers_pub_, vis_markers_pub_;
ros::Subscriber map_markers_sub_;
ros::ServiceServer set_markers_srv_;
bool estimate_poses_, send_tf_, auto_flip_, use_map_markers_;
bool waiting_for_map_;
double length_;
ros::Duration transform_timeout_;
std::unordered_map<int, double> length_override_;
std::string frame_id_prefix_, known_tilt_;
Mat camera_matrix_, dist_coeffs_;
aruco_pose::MarkerArray array_;
std::unordered_set<int> map_markers_ids_;
visualization_msgs::MarkerArray vis_array_;
public:
virtual void onInit()
{
ros::NodeHandle& nh_ = getNodeHandle();
ros::NodeHandle& nh_priv_ = getPrivateNodeHandle();
br_.reset(new tf2_ros::TransformBroadcaster());
tf_buffer_.reset(new tf2_ros::Buffer());
tf_listener_.reset(new tf2_ros::TransformListener(*tf_buffer_, nh_));
int dictionary;
dictionary = nh_priv_.param("dictionary", 2);
estimate_poses_ = nh_priv_.param("estimate_poses", true);
send_tf_ = nh_priv_.param("send_tf", true);
use_map_markers_ = nh_priv_.param("use_map_markers", false);
waiting_for_map_ = use_map_markers_;
if (estimate_poses_ && !nh_priv_.getParam("length", length_)) {
NODELET_FATAL("can't estimate marker's poses as ~length parameter is not defined");
ros::shutdown();
}
readLengthOverride(nh_priv_);
transform_timeout_ = ros::Duration(nh_priv_.param("transform_timeout", 0.02));
known_tilt_ = nh_priv_.param<std::string>("known_tilt", "");
auto_flip_ = nh_priv_.param("auto_flip", false);
frame_id_prefix_ = nh_priv_.param<std::string>("frame_id_prefix", "aruco_");
camera_matrix_ = cv::Mat::zeros(3, 3, CV_64F);
dictionary_ = cv::aruco::getPredefinedDictionary(static_cast<cv::aruco::PREDEFINED_DICTIONARY_NAME>(dictionary));
parameters_ = cv::aruco::DetectorParameters::create();
image_transport::ImageTransport it(nh_);
image_transport::ImageTransport it_priv(nh_priv_);
dyn_srv_ = std::make_shared<dynamic_reconfigure::Server<aruco_pose::DetectorConfig>>(nh_priv_);
dyn_srv_->setCallback(std::bind(&ArucoDetect::paramCallback, this, std::placeholders::_1, std::placeholders::_2));
set_markers_srv_ = nh_priv_.advertiseService("set_length_override", &ArucoDetect::setMarkers, this);
debug_pub_ = it_priv.advertise("debug", 1);
markers_pub_ = nh_priv_.advertise<aruco_pose::MarkerArray>("markers", 1);
vis_markers_pub_ = nh_priv_.advertise<visualization_msgs::MarkerArray>("visualization", 1);
img_sub_ = it.subscribeCamera("image_raw", 1, &ArucoDetect::imageCallback, this);
map_markers_sub_ = nh_.subscribe("map_markers", 1, &ArucoDetect::mapMarkersCallback, this);
NODELET_INFO("ready");
}
private:
void imageCallback(const sensor_msgs::ImageConstPtr& msg, const sensor_msgs::CameraInfoConstPtr &cinfo)
{
if (!enabled_) return;
if (waiting_for_map_) return;
Mat image = cv_bridge::toCvShare(msg, "bgr8")->image;
vector<int> ids;
vector<vector<cv::Point2f>> corners, rejected;
vector<cv::Vec3d> rvecs, tvecs;
vector<cv::Point3f> obj_points;
geometry_msgs::TransformStamped snap_to;
// Detect markers
cv::aruco::detectMarkers(image, dictionary_, corners, ids, parameters_, rejected);
array_.header.stamp = msg->header.stamp;
array_.header.frame_id = msg->header.frame_id;
array_.markers.clear();
if (ids.size() != 0) {
parseCameraInfo(cinfo, camera_matrix_, dist_coeffs_);
// Estimate individual markers' poses
if (estimate_poses_) {
cv::aruco::estimatePoseSingleMarkers(corners, length_, camera_matrix_, dist_coeffs_,
rvecs, tvecs);
// process length override, TODO: efficiency
if (!length_override_.empty()) {
for (unsigned int i = 0; i < ids.size(); i++) {
int id = ids[i];
auto item = length_override_.find(id);
if (item != length_override_.end()) { // found override
vector<cv::Vec3d> rvecs_current, tvecs_current;
vector<vector<cv::Point2f>> corners_current;
corners_current.push_back(corners[i]);
cv::aruco::estimatePoseSingleMarkers(corners_current, item->second,
camera_matrix_, dist_coeffs_,
rvecs_current, tvecs_current);
rvecs[i] = rvecs_current[0];
tvecs[i] = tvecs_current[0];
}
}
}
if (!known_tilt_.empty()) {
try {
snap_to = tf_buffer_->lookupTransform(msg->header.frame_id, known_tilt_,
msg->header.stamp, transform_timeout_);
} catch (const tf2::TransformException& e) {
NODELET_WARN_THROTTLE(5, "can't snap: %s", e.what());
}
}
}
array_.markers.reserve(ids.size());
aruco_pose::Marker marker;
vector<geometry_msgs::TransformStamped> transforms;
transforms.reserve(ids.size());
geometry_msgs::TransformStamped transform;
transform.header.stamp = msg->header.stamp;
transform.header.frame_id = msg->header.frame_id;
for (unsigned int i = 0; i < ids.size(); i++) {
marker.id = ids[i];
marker.length = getMarkerLength(marker.id);
fillCorners(marker, corners[i]);
if (estimate_poses_) {
fillPose(marker.pose, rvecs[i], tvecs[i]);
// snap orientation (if enabled and snap frame available)
if (!known_tilt_.empty() && !snap_to.header.frame_id.empty()) {
snapOrientation(marker.pose.orientation, snap_to.transform.rotation, auto_flip_);
}
if (send_tf_) {
transform.child_frame_id = getChildFrameId(ids[i]);
// check if such static transform is in the map
if (map_markers_ids_.find(ids[i]) == map_markers_ids_.end()) {
// check if a markers with that id is already added
bool send = true;
for (auto &t : transforms) {
if (t.child_frame_id == transform.child_frame_id) {
send = false;
break;
}
}
if (send) {
transform.transform.rotation = marker.pose.orientation;
fillTranslation(transform.transform.translation, tvecs[i]);
transforms.push_back(transform);
}
}
}
}
array_.markers.push_back(marker);
}
if (send_tf_) {
br_->sendTransform(transforms);
}
}
markers_pub_.publish(array_);
// Publish visualization markers
if (estimate_poses_ && vis_markers_pub_.getNumSubscribers() != 0) {
// Delete all markers
visualization_msgs::Marker vis_marker;
vis_marker.action = visualization_msgs::Marker::DELETEALL;
vis_array_.markers.clear();
vis_array_.markers.reserve(ids.size() + 1);
vis_array_.markers.push_back(vis_marker);
for (unsigned int i = 0; i < ids.size(); i++)
pushVisMarkers(msg->header.frame_id, msg->header.stamp, array_.markers[i].pose,
getMarkerLength(ids[i]), ids[i], i);
vis_markers_pub_.publish(vis_array_);
}
// Publish debug image
if (debug_pub_.getNumSubscribers() != 0) {
Mat debug = image.clone();
cv::aruco::drawDetectedMarkers(debug, corners, ids); // draw markers
if (estimate_poses_)
for (unsigned int i = 0; i < ids.size(); i++)
cv::aruco::drawAxis(debug, camera_matrix_, dist_coeffs_,
rvecs[i], tvecs[i], getMarkerLength(ids[i]));
cv_bridge::CvImage out_msg;
out_msg.header.frame_id = msg->header.frame_id;
out_msg.header.stamp = msg->header.stamp;
out_msg.encoding = sensor_msgs::image_encodings::BGR8;
out_msg.image = debug;
debug_pub_.publish(out_msg.toImageMsg());
}
}
inline void fillCorners(aruco_pose::Marker& marker, const vector<cv::Point2f>& corners) const
{
marker.c1.x = corners[0].x;
marker.c2.x = corners[1].x;
marker.c3.x = corners[2].x;
marker.c4.x = corners[3].x;
marker.c1.y = corners[0].y;
marker.c2.y = corners[1].y;
marker.c3.y = corners[2].y;
marker.c4.y = corners[3].y;
}
inline void fillPose(geometry_msgs::Pose& pose, const cv::Vec3d& rvec, const cv::Vec3d& tvec) const
{
pose.position.x = tvec[0];
pose.position.y = tvec[1];
pose.position.z = tvec[2];
double angle = norm(rvec);
cv::Vec3d axis = rvec / angle;
tf2::Quaternion q;
q.setRotation(tf2::Vector3(axis[0], axis[1], axis[2]), angle);
pose.orientation.w = q.w();
pose.orientation.x = q.x();
pose.orientation.y = q.y();
pose.orientation.z = q.z();
}
inline void fillTranslation(geometry_msgs::Vector3& translation, const cv::Vec3d& tvec) const
{
translation.x = tvec[0];
translation.y = tvec[1];
translation.z = tvec[2];
}
void pushVisMarkers(const std::string& frame_id, const ros::Time& stamp,
const geometry_msgs::Pose &pose, double length, int id, int index)
{
visualization_msgs::Marker marker;
marker.header.frame_id = frame_id;
marker.header.stamp = stamp;
marker.action = visualization_msgs::Marker::ADD;
marker.id = index;
// Marker
marker.ns = "aruco_marker";
marker.type = visualization_msgs::Marker::CUBE;
marker.scale.x = length;
marker.scale.y = length;
marker.scale.z = 0.001;
marker.color.r = 1;
marker.color.g = 1;
marker.color.b = 1;
marker.color.a = 0.9;
marker.pose = pose;
vis_array_.markers.push_back(marker);
// Label
marker.ns = "aruco_marker_label";
marker.type = visualization_msgs::Marker::TEXT_VIEW_FACING;
marker.scale.z = length * 0.6;
marker.color.r = 0;
marker.color.g = 0;
marker.color.b = 0;
marker.color.a = 1;
marker.text = std::to_string(id);
marker.pose = pose;
vis_array_.markers.push_back(marker);
}
inline std::string getChildFrameId(int id) const
{
return frame_id_prefix_ + std::to_string(id);
}
void readLengthOverride(ros::NodeHandle& nh)
{
std::map<std::string, double> length_override;
nh.getParam("length_override", length_override);
for (auto const& item : length_override) {
length_override_[std::stoi(item.first)] = item.second;
}
}
inline double getMarkerLength(int id)
{
auto item = length_override_.find(id);
if (item != length_override_.end()) {
return item->second;
} else {
return length_;
}
}
bool setMarkers(aruco_pose::SetMarkers::Request& req, aruco_pose::SetMarkers::Response& res)
{
for (auto const& marker : req.markers) {
if (marker.id > 999) {
res.message = "Invalid marker id: " + std::to_string(marker.id);
ROS_ERROR("%s", res.message.c_str());
return true;
}
if (!std::isfinite(marker.length) || marker.length <= 0) {
res.message = "Invalid marker " + std::to_string(marker.id) + " length: " + std::to_string(marker.length);
ROS_ERROR("%s", res.message.c_str());
return true;
}
}
for (auto const& marker : req.markers) {
length_override_[marker.id] = marker.length;
}
res.success = true;
return true;
}
void mapMarkersCallback(const aruco_pose::MarkerArray& msg)
{
map_markers_ids_.clear();
for (auto const& marker : msg.markers) {
map_markers_ids_.insert(marker.id);
if (use_map_markers_) {
if (length_override_.find(marker.id) == length_override_.end()) {
length_override_[marker.id] = marker.length;
}
}
}
waiting_for_map_ = false;
}
void paramCallback(aruco_pose::DetectorConfig &config, uint32_t level)
{
enabled_ = config.enabled && config.length > 0;
length_ = config.length;
parameters_->adaptiveThreshConstant = config.adaptiveThreshConstant;
parameters_->adaptiveThreshWinSizeMin = config.adaptiveThreshWinSizeMin;
parameters_->adaptiveThreshWinSizeMax = config.adaptiveThreshWinSizeMax;
parameters_->adaptiveThreshWinSizeStep = config.adaptiveThreshWinSizeStep;
parameters_->cornerRefinementMaxIterations = config.cornerRefinementMaxIterations;
parameters_->cornerRefinementMethod = config.cornerRefinementMethod;
parameters_->cornerRefinementMinAccuracy = config.cornerRefinementMinAccuracy;
parameters_->cornerRefinementWinSize = config.cornerRefinementWinSize;
#if ((CV_VERSION_MAJOR == 3) && (CV_VERSION_MINOR >= 4) && (CV_VERSION_REVISION >= 7)) || (CV_VERSION_MAJOR > 3)
parameters_->detectInvertedMarker = config.detectInvertedMarker;
#endif
parameters_->errorCorrectionRate = config.errorCorrectionRate;
parameters_->minCornerDistanceRate = config.minCornerDistanceRate;
parameters_->markerBorderBits = config.markerBorderBits;
parameters_->maxErroneousBitsInBorderRate = config.maxErroneousBitsInBorderRate;
parameters_->minDistanceToBorder = config.minDistanceToBorder;
parameters_->minMarkerDistanceRate = config.minMarkerDistanceRate;
parameters_->minMarkerPerimeterRate = config.minMarkerPerimeterRate;
parameters_->maxMarkerPerimeterRate = config.maxMarkerPerimeterRate;
parameters_->minOtsuStdDev = config.minOtsuStdDev;
parameters_->perspectiveRemoveIgnoredMarginPerCell = config.perspectiveRemoveIgnoredMarginPerCell;
parameters_->perspectiveRemovePixelPerCell = config.perspectiveRemovePixelPerCell;
parameters_->polygonalApproxAccuracyRate = config.polygonalApproxAccuracyRate;
#if ((CV_VERSION_MAJOR == 3) && (CV_VERSION_MINOR >= 4) && (CV_VERSION_REVISION >= 2)) || (CV_VERSION_MAJOR > 3)
parameters_->aprilTagQuadDecimate = config.aprilTagQuadDecimate;
parameters_->aprilTagQuadSigma = config.aprilTagQuadSigma;
#endif
}
};
PLUGINLIB_EXPORT_CLASS(ArucoDetect, nodelet::Nodelet)