/** BSD 3-Clause License This file is part of the Basalt project. https://gitlab.com/VladyslavUsenko/basalt.git Copyright (c) 2019, Vladyslav Usenko, Michael Loipführer and Nikolaus Demmel. All rights reserved. Redistribution and use in source and binary forms, with or without modification, are permitted provided that the following conditions are met: * Redistributions of source code must retain the above copyright notice, this list of conditions and the following disclaimer. * Redistributions in binary form must reproduce the above copyright notice, this list of conditions and the following disclaimer in the documentation and/or other materials provided with the distribution. * Neither the name of the copyright holder nor the names of its contributors may be used to endorse or promote products derived from this software without specific prior written permission. THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. */ #include #include #include #include #include #include #include #include #include #include #include #include #include #include #include #include #include #include #include #include #include #include #include #include // GUI functions void draw_image_overlay(pangolin::View& v, size_t cam_id); void draw_scene(); void load_data(const std::string& calib_path); void draw_plots(); // Pangolin variables constexpr int UI_WIDTH = 200; basalt::RsT265Device::Ptr t265_device; using Button = pangolin::Var>; pangolin::DataLog imu_data_log, vio_data_log, error_data_log; pangolin::Plotter* plotter; pangolin::Var show_obs("ui.show_obs", true, false, true); pangolin::Var show_ids("ui.show_ids", false, false, true); pangolin::Var show_est_pos("ui.show_est_pos", true, false, true); pangolin::Var show_est_vel("ui.show_est_vel", false, false, true); pangolin::Var show_est_bg("ui.show_est_bg", false, false, true); pangolin::Var show_est_ba("ui.show_est_ba", false, false, true); pangolin::Var show_gt("ui.show_gt", true, false, true); pangolin::Var follow("ui.follow", true, false, true); // Visualization variables basalt::VioVisualizationData::Ptr curr_vis_data; tbb::concurrent_bounded_queue out_vis_queue; tbb::concurrent_bounded_queue out_state_queue; std::vector vio_t_ns; Eigen::vector vio_t_w_i; std::string marg_data_path; std::mutex m; bool step_by_step = false; int64_t curr_t_ns = -1; // VIO variables basalt::Calibration calib; basalt::VioConfig vio_config; basalt::OpticalFlowBase::Ptr opt_flow_ptr; basalt::VioEstimatorBase::Ptr vio; int main(int argc, char** argv) { bool terminate = false; bool show_gui = true; bool print_queue = false; std::string cam_calib_path; std::string config_path; int num_threads = 0; CLI::App app{"RealSense T265 Live Vio"}; app.add_option("--show-gui", show_gui, "Show GUI"); app.add_option("--cam-calib", cam_calib_path, "Ground-truth camera calibration used for simulation."); app.add_option("--marg-data", marg_data_path, "Path to folder where marginalization data will be stored."); app.add_option("--print-queue", print_queue, "Print queue."); app.add_option("--config-path", config_path, "Path to config file."); app.add_option("--num-threads", num_threads, "Number of threads."); app.add_option("--step-by-step", step_by_step, "Path to config file."); if (num_threads > 0) { tbb::task_scheduler_init init(num_threads); } try { app.parse(argc, argv); } catch (const CLI::ParseError& e) { return app.exit(e); } if (!config_path.empty()) { vio_config.load(config_path); } else { vio_config.optical_flow_skip_frames = 2; } // realsense t265_device.reset( new basalt::RsT265Device(false, 1, 90, 10.0)); // TODO: add options? // startup device and load calibration t265_device->start(); if (cam_calib_path.empty()) { calib = *t265_device->exportCalibration(); } else { load_data(cam_calib_path); } opt_flow_ptr = basalt::OpticalFlowFactory::getOpticalFlow(vio_config, calib); t265_device->image_data_queue = &opt_flow_ptr->input_queue; vio = basalt::VioEstimatorFactory::getVioEstimator( vio_config, calib, 0.0001, basalt::constants::g, true); vio->initialize(Eigen::Vector3d::Zero(), Eigen::Vector3d::Zero()); t265_device->imu_data_queue = &vio->imu_data_queue; opt_flow_ptr->output_queue = &vio->vision_data_queue; if (show_gui) vio->out_vis_queue = &out_vis_queue; vio->out_state_queue = &out_state_queue; basalt::MargDataSaver::Ptr marg_data_saver; if (!marg_data_path.empty()) { marg_data_saver.reset(new basalt::MargDataSaver(marg_data_path)); vio->out_marg_queue = &marg_data_saver->in_marg_queue; } vio_data_log.Clear(); std::shared_ptr t3; if (show_gui) t3.reset(new std::thread([&]() { while (true) { out_vis_queue.pop(curr_vis_data); if (!curr_vis_data.get()) break; } std::cout << "Finished t3" << std::endl; })); std::thread t4([&]() { basalt::PoseVelBiasState::Ptr data; while (true) { out_state_queue.pop(data); if (!data.get()) break; int64_t t_ns = data->t_ns; if (curr_t_ns < 0) curr_t_ns = t_ns; // std::cerr << "t_ns " << t_ns << std::endl; Sophus::SE3d T_w_i = data->T_w_i; Eigen::Vector3d vel_w_i = data->vel_w_i; Eigen::Vector3d bg = data->bias_gyro; Eigen::Vector3d ba = data->bias_accel; vio_t_ns.emplace_back(data->t_ns); vio_t_w_i.emplace_back(T_w_i.translation()); if (show_gui) { std::vector vals; vals.push_back((t_ns - curr_t_ns) * 1e-9); for (int i = 0; i < 3; i++) vals.push_back(vel_w_i[i]); for (int i = 0; i < 3; i++) vals.push_back(T_w_i.translation()[i]); for (int i = 0; i < 3; i++) vals.push_back(bg[i]); for (int i = 0; i < 3; i++) vals.push_back(ba[i]); vio_data_log.Log(vals); } } std::cout << "Finished t4" << std::endl; }); std::shared_ptr t5; if (print_queue) { t5.reset(new std::thread([&]() { while (!terminate) { std::cout << "opt_flow_ptr->input_queue " << opt_flow_ptr->input_queue.size() << " opt_flow_ptr->output_queue " << opt_flow_ptr->output_queue->size() << " out_state_queue " << out_state_queue.size() << std::endl; std::this_thread::sleep_for(std::chrono::seconds(1)); } })); } if (show_gui) { pangolin::CreateWindowAndBind("RS T265 Vio", 1800, 1000); glEnable(GL_DEPTH_TEST); pangolin::View& img_view_display = pangolin::CreateDisplay() .SetBounds(0.4, 1.0, pangolin::Attach::Pix(UI_WIDTH), 0.4) .SetLayout(pangolin::LayoutEqual); pangolin::View& plot_display = pangolin::CreateDisplay().SetBounds( 0.0, 0.4, pangolin::Attach::Pix(UI_WIDTH), 1.0); plotter = new pangolin::Plotter(&imu_data_log, 0.0, 100, -3.0, 3.0, 0.01f, 0.01f); plot_display.AddDisplay(*plotter); pangolin::CreatePanel("ui").SetBounds(0.0, 1.0, 0.0, pangolin::Attach::Pix(UI_WIDTH)); std::vector> img_view; while (img_view.size() < calib.intrinsics.size()) { std::shared_ptr iv(new pangolin::ImageView); size_t idx = img_view.size(); img_view.push_back(iv); img_view_display.AddDisplay(*iv); iv->extern_draw_function = std::bind(&draw_image_overlay, std::placeholders::_1, idx); } Eigen::Vector3d cam_p(0.5, -2, -2); cam_p = vio->getT_w_i_init().so3() * calib.T_i_c[0].so3() * cam_p; cam_p[2] = 1; pangolin::OpenGlRenderState camera( pangolin::ProjectionMatrix(640, 480, 400, 400, 320, 240, 0.001, 10000), pangolin::ModelViewLookAt(cam_p[0], cam_p[1], cam_p[2], 0, 0, 0, pangolin::AxisZ)); pangolin::View& display3D = pangolin::CreateDisplay() .SetAspect(-640 / 480.0) .SetBounds(0.4, 1.0, 0.4, 1.0) .SetHandler(new pangolin::Handler3D(camera)); while (!pangolin::ShouldQuit()) { glClear(GL_COLOR_BUFFER_BIT | GL_DEPTH_BUFFER_BIT); if (follow) { if (curr_vis_data.get()) { auto T_w_i = curr_vis_data->states.back(); T_w_i.so3() = Sophus::SO3d(); camera.Follow(T_w_i.matrix()); } } display3D.Activate(camera); glClearColor(1.0f, 1.0f, 1.0f, 1.0f); draw_scene(); img_view_display.Activate(); { pangolin::GlPixFormat fmt; fmt.glformat = GL_LUMINANCE; fmt.gltype = GL_UNSIGNED_SHORT; fmt.scalable_internal_format = GL_LUMINANCE16; if (curr_vis_data.get() && curr_vis_data->opt_flow_res.get() && curr_vis_data->opt_flow_res->input_images.get()) { auto& img_data = curr_vis_data->opt_flow_res->input_images->img_data; for (size_t cam_id = 0; cam_id < basalt::RsT265Device::NUM_CAMS; cam_id++) { if (img_data[cam_id].img.get()) img_view[cam_id]->SetImage( img_data[cam_id].img->ptr, img_data[cam_id].img->w, img_data[cam_id].img->h, img_data[cam_id].img->pitch, fmt); } } draw_plots(); } if (show_est_vel.GuiChanged() || show_est_pos.GuiChanged() || show_est_ba.GuiChanged() || show_est_bg.GuiChanged()) { draw_plots(); } pangolin::FinishFrame(); } } t265_device->stop(); terminate = true; if (t3.get()) t3->join(); t4.join(); if (t5.get()) t5->join(); return 0; } void draw_image_overlay(pangolin::View& v, size_t cam_id) { UNUSED(v); if (show_obs) { glLineWidth(1.0); glColor3f(1.0, 0.0, 0.0); glEnable(GL_BLEND); glBlendFunc(GL_SRC_ALPHA, GL_ONE_MINUS_SRC_ALPHA); if (curr_vis_data.get() && cam_id < curr_vis_data->projections.size()) { const auto& points = curr_vis_data->projections[cam_id]; if (!points.empty()) { double min_id = points[0][2], max_id = points[0][2]; for (const auto& points2 : curr_vis_data->projections) for (const auto& p : points2) { min_id = std::min(min_id, p[2]); max_id = std::max(max_id, p[2]); } for (const auto& c : points) { const float radius = 6.5; float r, g, b; getcolor(c[2] - min_id, max_id - min_id, b, g, r); glColor3f(r, g, b); pangolin::glDrawCirclePerimeter(c[0], c[1], radius); if (show_ids) pangolin::GlFont::I().Text("%d", int(c[3])).Draw(c[0], c[1]); } } glColor3f(1.0, 0.0, 0.0); pangolin::GlFont::I() .Text("Tracked %d points", points.size()) .Draw(5, 20); } } } void draw_scene() { glPointSize(3); glColor3f(1.0, 0.0, 0.0); glEnable(GL_BLEND); glBlendFunc(GL_SRC_ALPHA, GL_ONE_MINUS_SRC_ALPHA); glColor3ubv(cam_color); Eigen::vector sub_gt(vio_t_w_i.begin(), vio_t_w_i.end()); pangolin::glDrawLineStrip(sub_gt); if (curr_vis_data.get()) { for (const auto& p : curr_vis_data->states) for (const auto& t_i_c : calib.T_i_c) render_camera((p * t_i_c).matrix(), 2.0f, state_color, 0.1f); for (const auto& p : curr_vis_data->frames) for (const auto& t_i_c : calib.T_i_c) render_camera((p * t_i_c).matrix(), 2.0f, pose_color, 0.1f); for (const auto& t_i_c : calib.T_i_c) render_camera((curr_vis_data->states.back() * t_i_c).matrix(), 2.0f, cam_color, 0.1f); glColor3ubv(pose_color); pangolin::glDrawPoints(curr_vis_data->points); } pangolin::glDrawAxis(Sophus::SE3d().matrix(), 1.0); } void load_data(const std::string& calib_path) { std::ifstream os(calib_path, std::ios::binary); if (os.is_open()) { cereal::JSONInputArchive archive(os); archive(calib); std::cout << "Loaded camera with " << calib.intrinsics.size() << " cameras" << std::endl; } else { std::cerr << "could not load camera calibration " << calib_path << std::endl; std::abort(); } } void draw_plots() { plotter->ClearSeries(); plotter->ClearMarkers(); if (show_est_pos) { plotter->AddSeries("$0", "$4", pangolin::DrawingModeLine, pangolin::Colour::Red(), "position x", &vio_data_log); plotter->AddSeries("$0", "$5", pangolin::DrawingModeLine, pangolin::Colour::Green(), "position y", &vio_data_log); plotter->AddSeries("$0", "$6", pangolin::DrawingModeLine, pangolin::Colour::Blue(), "position z", &vio_data_log); } if (show_est_vel) { plotter->AddSeries("$0", "$1", pangolin::DrawingModeLine, pangolin::Colour::Red(), "velocity x", &vio_data_log); plotter->AddSeries("$0", "$2", pangolin::DrawingModeLine, pangolin::Colour::Green(), "velocity y", &vio_data_log); plotter->AddSeries("$0", "$3", pangolin::DrawingModeLine, pangolin::Colour::Blue(), "velocity z", &vio_data_log); } if (show_est_bg) { plotter->AddSeries("$0", "$7", pangolin::DrawingModeLine, pangolin::Colour::Red(), "gyro bias x", &vio_data_log); plotter->AddSeries("$0", "$8", pangolin::DrawingModeLine, pangolin::Colour::Green(), "gyro bias y", &vio_data_log); plotter->AddSeries("$0", "$9", pangolin::DrawingModeLine, pangolin::Colour::Blue(), "gyro bias z", &vio_data_log); } if (show_est_ba) { plotter->AddSeries("$0", "$10", pangolin::DrawingModeLine, pangolin::Colour::Red(), "accel bias x", &vio_data_log); plotter->AddSeries("$0", "$11", pangolin::DrawingModeLine, pangolin::Colour::Green(), "accel bias y", &vio_data_log); plotter->AddSeries("$0", "$12", pangolin::DrawingModeLine, pangolin::Colour::Blue(), "accel bias z", &vio_data_log); } if (t265_device->last_img_data.get()) { double t = t265_device->last_img_data->t_ns * 1e-9; plotter->AddMarker(pangolin::Marker::Vertical, t, pangolin::Marker::Equal, pangolin::Colour::White()); } }