| #include <cmath> |
| #include <opencv2/calib3d.hpp> |
| #include <opencv2/highgui/highgui.hpp> |
| #include <opencv2/imgproc.hpp> |
| |
| #include "Eigen/Dense" |
| #include "Eigen/Geometry" |
| #include "absl/strings/str_format.h" |
| #include "aos/events/shm_event_loop.h" |
| #include "aos/init.h" |
| #include "aos/network/team_number.h" |
| #include "aos/time/time.h" |
| #include "aos/util/file.h" |
| #include "y2020/vision/charuco_lib.h" |
| |
| DEFINE_string(config, "config.json", "Path to the config file to use."); |
| DEFINE_string(pi, "pi-7971-1", "Pi name to calibrate."); |
| DEFINE_string(calibration_folder, ".", "Folder to place calibration files."); |
| DEFINE_bool(display_undistorted, false, |
| "If true, display the undistorted image."); |
| |
| namespace frc971 { |
| namespace vision { |
| |
| class Calibration { |
| public: |
| Calibration(aos::ShmEventLoop *event_loop, std::string_view pi) |
| : event_loop_(event_loop), |
| pi_(pi), |
| pi_number_(aos::network::ParsePiNumber(pi)), |
| H_camera_board_(Eigen::Affine3d()), |
| prev_H_camera_board_(Eigen::Affine3d()), |
| charuco_extractor_( |
| event_loop, pi, |
| [this](cv::Mat rgb_image, |
| const aos::monotonic_clock::time_point eof, |
| std::vector<int> charuco_ids, |
| std::vector<cv::Point2f> charuco_corners, bool valid, |
| Eigen::Vector3d rvec_eigen, Eigen::Vector3d tvec_eigen) { |
| HandleCharuco(rgb_image, eof, charuco_ids, charuco_corners, |
| valid, rvec_eigen, tvec_eigen); |
| }) { |
| CHECK(pi_number_) << ": Invalid pi number " << pi |
| << ", failed to parse pi number"; |
| } |
| |
| void HandleCharuco(cv::Mat rgb_image, |
| const aos::monotonic_clock::time_point /*eof*/, |
| std::vector<int> charuco_ids, |
| std::vector<cv::Point2f> charuco_corners, bool valid, |
| Eigen::Vector3d rvec_eigen, Eigen::Vector3d tvec_eigen) { |
| // Reduce resolution displayed on remote viewer to prevent lag |
| cv::resize(rgb_image, rgb_image, |
| cv::Size(rgb_image.cols / 2, rgb_image.rows / 2)); |
| cv::imshow("Display", rgb_image); |
| |
| if (FLAGS_display_undistorted) { |
| const cv::Size image_size(rgb_image.cols, rgb_image.rows); |
| cv::Mat undistorted_rgb_image(image_size, CV_8UC3); |
| cv::undistort(rgb_image, undistorted_rgb_image, |
| charuco_extractor_.camera_matrix(), |
| charuco_extractor_.dist_coeffs()); |
| |
| cv::imshow("Display undist", undistorted_rgb_image); |
| } |
| |
| // Calibration calculates rotation and translation delta from last image |
| // captured to automatically capture next image |
| |
| Eigen::Affine3d H_board_camera = |
| Eigen::Translation3d(tvec_eigen) * |
| Eigen::AngleAxisd(rvec_eigen.norm(), rvec_eigen / rvec_eigen.norm()); |
| H_camera_board_ = H_board_camera.inverse(); |
| Eigen::Affine3d H_delta = H_board_camera * prev_H_camera_board_; |
| |
| Eigen::AngleAxisd delta_r = Eigen::AngleAxisd(H_delta.rotation()); |
| |
| Eigen::Vector3d delta_t = H_delta.translation(); |
| |
| double r_norm = std::abs(delta_r.angle()); |
| double t_norm = delta_t.norm(); |
| |
| int keystroke = cv::waitKey(1); |
| if (r_norm > kDeltaRThreshold || t_norm > kDeltaTThreshold) { |
| if (valid) { |
| prev_H_camera_board_ = H_camera_board_; |
| |
| all_charuco_ids_.emplace_back(std::move(charuco_ids)); |
| all_charuco_corners_.emplace_back(std::move(charuco_corners)); |
| |
| if (r_norm > kDeltaRThreshold) { |
| LOG(INFO) << "Triggered by rotation delta = " << r_norm << " > " |
| << kDeltaRThreshold; |
| } |
| if (t_norm > kDeltaTThreshold) { |
| LOG(INFO) << "Trigerred by translation delta = " << t_norm << " > " |
| << kDeltaTThreshold; |
| } |
| |
| LOG(INFO) << "Image count " << all_charuco_corners_.size(); |
| } |
| |
| if (all_charuco_ids_.size() >= 50) { |
| LOG(INFO) << "Got enough images to calibrate"; |
| event_loop_->Exit(); |
| } |
| } else if ((keystroke & 0xFF) == static_cast<int>('q')) { |
| event_loop_->Exit(); |
| } |
| } |
| |
| void MaybeCalibrate() { |
| if (all_charuco_ids_.size() >= 50) { |
| cv::Mat cameraMatrix, distCoeffs; |
| std::vector<cv::Mat> rvecs, tvecs; |
| cv::Mat stdDeviationsIntrinsics, stdDeviationsExtrinsics, perViewErrors; |
| |
| // Set calibration flags (same as in calibrateCamera() function) |
| int calibration_flags = 0; |
| cv::Size img_size(640, 480); |
| const double reprojection_error = cv::aruco::calibrateCameraCharuco( |
| all_charuco_corners_, all_charuco_ids_, charuco_extractor_.board(), |
| img_size, cameraMatrix, distCoeffs, rvecs, tvecs, |
| stdDeviationsIntrinsics, stdDeviationsExtrinsics, perViewErrors, |
| calibration_flags); |
| CHECK_LE(reprojection_error, 1.0) << ": Reproduction error is bad."; |
| LOG(INFO) << "Reprojection Error is " << reprojection_error; |
| |
| flatbuffers::FlatBufferBuilder fbb; |
| flatbuffers::Offset<flatbuffers::String> name_offset = |
| fbb.CreateString(absl::StrFormat("pi%d", pi_number_.value())); |
| flatbuffers::Offset<flatbuffers::Vector<float>> intrinsics_offset = |
| fbb.CreateVector<float>(9u, [&cameraMatrix](size_t i) { |
| return static_cast<float>( |
| reinterpret_cast<double *>(cameraMatrix.data)[i]); |
| }); |
| |
| flatbuffers::Offset<flatbuffers::Vector<float>> |
| distortion_coefficients_offset = |
| fbb.CreateVector<float>(5u, [&distCoeffs](size_t i) { |
| return static_cast<float>( |
| reinterpret_cast<double *>(distCoeffs.data)[i]); |
| }); |
| |
| sift::CameraCalibration::Builder camera_calibration_builder(fbb); |
| std::optional<uint16_t> team_number = |
| aos::network::team_number_internal::ParsePiTeamNumber(pi_); |
| CHECK(team_number) << ": Invalid pi hostname " << pi_ |
| << ", failed to parse team number"; |
| |
| const aos::realtime_clock::time_point realtime_now = |
| aos::realtime_clock::now(); |
| camera_calibration_builder.add_node_name(name_offset); |
| camera_calibration_builder.add_team_number(team_number.value()); |
| camera_calibration_builder.add_calibration_timestamp( |
| realtime_now.time_since_epoch().count()); |
| camera_calibration_builder.add_intrinsics(intrinsics_offset); |
| camera_calibration_builder.add_dist_coeffs( |
| distortion_coefficients_offset); |
| fbb.Finish(camera_calibration_builder.Finish()); |
| |
| aos::FlatbufferDetachedBuffer<sift::CameraCalibration> camera_calibration( |
| fbb.Release()); |
| std::stringstream time_ss; |
| time_ss << realtime_now; |
| |
| const std::string calibration_filename = |
| FLAGS_calibration_folder + |
| absl::StrFormat("/calibration_pi-%d-%d_%s.json", team_number.value(), |
| pi_number_.value(), time_ss.str()); |
| |
| LOG(INFO) << calibration_filename << " -> " |
| << aos::FlatbufferToJson(camera_calibration, |
| {.multi_line = true}); |
| |
| aos::util::WriteStringToFileOrDie( |
| calibration_filename, |
| aos::FlatbufferToJson(camera_calibration, {.multi_line = true})); |
| } else { |
| LOG(INFO) << "Skipping calibration due to not enough images."; |
| } |
| } |
| |
| private: |
| static constexpr double kDeltaRThreshold = M_PI / 6.0; |
| static constexpr double kDeltaTThreshold = 0.3; |
| |
| aos::ShmEventLoop *event_loop_; |
| std::string pi_; |
| const std::optional<uint16_t> pi_number_; |
| |
| std::vector<std::vector<int>> all_charuco_ids_; |
| std::vector<std::vector<cv::Point2f>> all_charuco_corners_; |
| |
| Eigen::Affine3d H_camera_board_; |
| Eigen::Affine3d prev_H_camera_board_; |
| |
| CharucoExtractor charuco_extractor_; |
| }; |
| |
| namespace { |
| |
| void Main() { |
| aos::FlatbufferDetachedBuffer<aos::Configuration> config = |
| aos::configuration::ReadConfig(FLAGS_config); |
| |
| aos::ShmEventLoop event_loop(&config.message()); |
| |
| Calibration extractor(&event_loop, FLAGS_pi); |
| |
| event_loop.Run(); |
| |
| extractor.MaybeCalibrate(); |
| } |
| |
| } // namespace |
| } // namespace vision |
| } // namespace frc971 |
| |
| int main(int argc, char **argv) { |
| aos::InitGoogle(&argc, &argv); |
| frc971::vision::Main(); |
| } |