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WIP: ADA Hackathon 2020, ORB_SLAM3 as an ILLIXR plugin. #1
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254 changes: 254 additions & 0 deletions
254
Examples/Stereo-Inertial/ILLIXR_stereo_inertial_euroc.cc
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/** | ||
* This file is part of ORB-SLAM3 | ||
* | ||
* Copyright (C) 2017-2020 Carlos Campos, Richard Elvira, Juan J. Gómez Rodríguez, José M.M. Montiel and Juan D. Tardós, University of Zaragoza. | ||
* Copyright (C) 2014-2016 Raúl Mur-Artal, José M.M. Montiel and Juan D. Tardós, University of Zaragoza. | ||
* | ||
* ORB-SLAM3 is free software: you can redistribute it and/or modify it under the terms of the GNU General Public | ||
* License as published by the Free Software Foundation, either version 3 of the License, or | ||
* (at your option) any later version. | ||
* | ||
* ORB-SLAM3 is distributed in the hope that it will be useful, but WITHOUT ANY WARRANTY; without even | ||
* the implied warranty of MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the | ||
* GNU General Public License for more details. | ||
* | ||
* You should have received a copy of the GNU General Public License along with ORB-SLAM3. | ||
* If not, see <http://www.gnu.org/licenses/>. | ||
*/ | ||
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#include<iostream> | ||
#include<algorithm> | ||
#include<fstream> | ||
#include<iomanip> | ||
#include<chrono> | ||
#include <ctime> | ||
#include <sstream> | ||
#include <memory> | ||
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#include <opencv2/core/core.hpp> | ||
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#include<System.h> | ||
#include "ImuTypes.h" | ||
#include "Optimizer.h" | ||
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/* | ||
* ILLIXR related headers | ||
*/ | ||
#include <eigen3/Eigen/Dense> | ||
#include <opencv2/core/eigen.hpp> | ||
#include "plugin.hpp" | ||
#include "switchboard.hpp" | ||
#include "data_format.hpp" | ||
#include "phonebook.hpp" | ||
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using namespace std; | ||
using ILLIXR::imu_cam_type; | ||
using ILLIXR::imu_integrator_input; | ||
using ILLIXR::phonebook; | ||
using ILLIXR::switchboard; | ||
using ILLIXR::plugin; | ||
using ILLIXR::pose_type; | ||
using ILLIXR::time_type; | ||
using ILLIXR::writer; | ||
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std::string get_path() { | ||
const char* ORB_SLAM3_ROOT_c_str = std::getenv("ORB_SLAM3_ROOT"); | ||
if (!ORB_SLAM3_ROOT_c_str) { | ||
std::cerr << "Please define ORB_SLAM3_ROOT" << std::endl; | ||
abort(); | ||
} | ||
std::string ORB_SLAM3_ROOT = std::string{ORB_SLAM3_ROOT_c_str}; | ||
return ORB_SLAM3_ROOT; | ||
} | ||
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class ORB_SLAM3_ILLIXR : public plugin { | ||
private: | ||
const std::shared_ptr<switchboard> sb; | ||
std::unique_ptr<writer<pose_type>> _m_pose; | ||
std::unique_ptr<writer<imu_integrator_input>> _m_imu_integrator_input; | ||
time_type _m_begin; | ||
const imu_cam_type *imu_cam_buffer; | ||
double previous_timestamp = 0.0; | ||
vector<ORB_SLAM3::IMU::Point> vImuMeas; | ||
std::unique_ptr<ORB_SLAM3::System> SLAM_sys; | ||
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cv::Mat M1l, M2l, M1r, M2r; | ||
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public: | ||
ORB_SLAM3_ILLIXR(std::string name_, phonebook *pb_) | ||
: plugin{name_, pb_}, | ||
sb{pb->lookup_impl<switchboard>()}, | ||
_m_pose{sb->publish<pose_type>("slow_pose")}, | ||
_m_imu_integrator_input{ | ||
sb->publish<imu_integrator_input>("imu_integrator_input")} { | ||
_m_begin = std::chrono::system_clock::now(); | ||
imu_cam_buffer = NULL; | ||
_m_pose->put(new pose_type{ | ||
.sensor_time = std::chrono::time_point<std::chrono::system_clock>(), | ||
.position = Eigen::Vector3f{0, 0, 0}, | ||
.orientation = Eigen::Quaternionf{1, 0, 0, 0}}); | ||
#ifdef CV_HAS_METRICS | ||
cv::metrics::setAccount(new std::string{"-1"}); | ||
#endif | ||
std::string root = get_path(); | ||
std::string voc_path = root + "Vocabulary/ORBvoc.txt"; | ||
std::string settings_path = root + "Examples/Stereo-Intertial/EuRoC.yaml"; | ||
SLAM_sys = std::make_unique<ORB_SLAM3::System>( | ||
voc_path, settings_path, ORB_SLAM3::System::IMU_STEREO, true); | ||
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// Read rectification parameters | ||
cv::FileStorage fsSettings(settings_path, cv::FileStorage::READ); | ||
if (!fsSettings.isOpened()) { | ||
cerr << "ERROR: Wrong path to settings" << endl; | ||
abort(); | ||
} | ||
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cv::Mat K_l, K_r, P_l, P_r, R_l, R_r, D_l, D_r; | ||
fsSettings["LEFT.K"] >> K_l; | ||
fsSettings["RIGHT.K"] >> K_r; | ||
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fsSettings["LEFT.P"] >> P_l; | ||
fsSettings["RIGHT.P"] >> P_r; | ||
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fsSettings["LEFT.R"] >> R_l; | ||
fsSettings["RIGHT.R"] >> R_r; | ||
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fsSettings["LEFT.D"] >> D_l; | ||
fsSettings["RIGHT.D"] >> D_r; | ||
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int rows_l = fsSettings["LEFT.height"]; | ||
int cols_l = fsSettings["LEFT.width"]; | ||
int rows_r = fsSettings["RIGHT.height"]; | ||
int cols_r = fsSettings["RIGHT.width"]; | ||
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if (K_l.empty() || K_r.empty() || P_l.empty() || P_r.empty() || | ||
R_l.empty() || R_r.empty() || D_l.empty() || D_r.empty() || | ||
rows_l == 0 || rows_r == 0 || cols_l == 0 || cols_r == 0) { | ||
cerr << "ERROR: Calibration parameters to rectify stereo are missing!" | ||
<< endl; | ||
abort(); | ||
} | ||
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cv::Mat M1l, M2l, M1r, M2r; | ||
cv::initUndistortRectifyMap(K_l, D_l, R_l, | ||
P_l.rowRange(0, 3).colRange(0, 3), | ||
cv::Size(cols_l, rows_l), CV_32F, M1l, M2l); | ||
cv::initUndistortRectifyMap(K_r, D_r, R_r, | ||
P_r.rowRange(0, 3).colRange(0, 3), | ||
cv::Size(cols_r, rows_r), CV_32F, M1r, M2r); | ||
} | ||
virtual ~ORB_SLAM3_ILLIXR() override {}; | ||
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virtual void start() override { | ||
plugin::start(); | ||
sb->schedule<imu_cam_type>( | ||
id, "imu_cam", | ||
[&](const imu_cam_type *dataum) { this->feed_imu_cam(dataum); }); | ||
} | ||
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std::size_t iteration_no = 0; | ||
void feed_imu_cam(const imu_cam_type *dataum) { | ||
// Ensures that slam doesnt start before valid IMU readings come in | ||
if (dataum == NULL) { | ||
assert(previous_timestamp == 0); | ||
return; | ||
} | ||
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// This ensures that every data point is coming in chronological order If | ||
// youre failing this assert, make sure that your data folder matches the | ||
// name in offline_imu_cam/plugin.cc | ||
assert(dataum->dataset_time > previous_timestamp); | ||
previous_timestamp = dataum->dataset_time; | ||
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imu_cam_buffer = dataum; | ||
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const Eigen::Vector3f &acc = dataum->linear_a; | ||
const Eigen::Vector3f &gyro = dataum->angular_v; | ||
ORB_SLAM3::IMU::Point ORB_p(acc(0), acc(1), acc(2), gyro(0), gyro(1), | ||
gyro(2), previous_timestamp); | ||
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// Feed the IMU measurement. There should always be IMU data in each | ||
// call to feed_imu_cam | ||
assert((dataum->img0.has_value() && dataum->img1.has_value()) || | ||
(!dataum->img0.has_value() && !dataum->img1.has_value())); | ||
vImuMeas.push_back(ORB_p); | ||
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#ifdef CV_HAS_METRICS | ||
cv::metrics::setAccount(new std::string{std::to_string(iteration_no)}); | ||
iteration_no++; | ||
if (iteration_no % 20 == 0) { | ||
cv::metrics::dump(); | ||
} | ||
#else | ||
#warning \ | ||
"No OpenCV metrics available. Please recompile OpenCV from git clone --branch 3.4.6-instrumented https://github.com/ILLIXR/opencv/. (see install_deps.sh)" | ||
#endif | ||
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std::optional<cv::Mat *> imLeft = imu_cam_buffer->img0; | ||
std::optional<cv::Mat *> imRight = imu_cam_buffer->img1; | ||
cv::Mat imLeftRect, imRightRect; | ||
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#ifdef COMPILEDWITHC11 | ||
std::chrono::steady_clock::time_point t_Start_Rect = | ||
std::chrono::steady_clock::now(); | ||
#else | ||
std::chrono::monotonic_clock::time_point t_Start_Rect = | ||
std::chrono::monotonic_clock::now(); | ||
#endif | ||
cv::remap(**imLeft, imLeftRect, M1l, M2l, cv::INTER_LINEAR); | ||
cv::remap(**imRight, imRightRect, M1r, M2r, cv::INTER_LINEAR); | ||
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#ifdef COMPILEDWITHC11 | ||
std::chrono::steady_clock::time_point t_End_Rect = | ||
std::chrono::steady_clock::now(); | ||
#else | ||
std::chrono::monotonic_clock::time_point t_End_Rect = | ||
std::chrono::monotonic_clock::now(); | ||
#endif | ||
double t_rect = std::chrono::duration_cast<std::chrono::duration<double>>( | ||
t_End_Rect - t_Start_Rect) | ||
.count(); | ||
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double tframe = dataum->dataset_time; | ||
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// If there is not cam data this func call, break early | ||
if (!dataum->img0.has_value() && !dataum->img1.has_value()) { | ||
return; | ||
} else { | ||
#ifdef COMPILEDWITHC11 | ||
std::chrono::steady_clock::time_point t1 = | ||
std::chrono::steady_clock::now(); | ||
#else | ||
std::chrono::monotonic_clock::time_point t1 = | ||
std::chrono::monotonic_clock::now(); | ||
#endif | ||
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// Pass the images to the SLAM system | ||
cv::Mat Tcw = | ||
SLAM_sys->TrackStereo(imLeftRect, imRightRect, tframe, vImuMeas); | ||
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#ifdef COMPILEDWITHC11 | ||
std::chrono::steady_clock::time_point t2 = | ||
std::chrono::steady_clock::now(); | ||
#else | ||
std::chrono::monotonic_clock::time_point t2 = | ||
std::chrono::monotonic_clock::now(); | ||
#endif | ||
vImuMeas.clear(); | ||
cv::Mat Rwc = Tcw.rowRange(0, 3).colRange(0, 3).t(); | ||
cv::Mat twc = -Rwc * Tcw.rowRange(0, 3).col(3); | ||
Eigen::Vector3f position{twc.at<float>(0), twc.at<float>(1), | ||
twc.at<float>(2)}; | ||
Eigen::Matrix3f emat3f; | ||
cv2eigen(Rwc, emat3f); | ||
Eigen::Quaternionf orientation(emat3f); | ||
_m_pose->put(new pose_type{.sensor_time = imu_cam_buffer->time, | ||
.position = position, | ||
.orientation = orientation}); | ||
} | ||
} | ||
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}; | ||
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PLUGIN_MAIN(ORB_SLAM3_ILLIXR); |
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@@ -194,7 +194,7 @@ class LoopClosing | |
bool mbFixScale; | ||
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bool mnFullBAIdx; | ||
int mnFullBAIdx; | ||
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This pose convertion part is wrong.
You need to figure out how ORB_SLAM3 encode poses.
This might be helpful but I failed to understand.
raulmur/ORB_SLAM2#428