#include #include #include "gtest/gtest.h" #include "test_utils.h" TEST(SplineOpt, SplineOptTest) { tbb::task_scheduler_init init( tbb::task_scheduler_init::default_num_threads()); int num_knots = 15; basalt::CalibAccelBias accel_bias_full; accel_bias_full.setRandom(); basalt::CalibGyroBias gyro_bias_full; gyro_bias_full.setRandom(); Eigen::Vector3d g(0, 0, -9.81); basalt::Se3Spline<5> gt_spline(int64_t(2e9)); gt_spline.genRandomTrajectory(num_knots); basalt::SplineOptimization<5, double> spline_opt(int64_t(2e9)); int64_t pose_dt_ns = 1e8; for (int64_t t_ns = pose_dt_ns / 2; t_ns < gt_spline.maxTimeNs(); t_ns += pose_dt_ns) { Sophus::SE3d pose_gt = gt_spline.pose(t_ns); spline_opt.addPoseMeasurement(t_ns, pose_gt); } int64_t dt_ns = 1e7; for (int64_t t_ns = 0; t_ns < gt_spline.maxTimeNs(); t_ns += dt_ns) { Sophus::SE3d pose = gt_spline.pose(t_ns); Eigen::Vector3d accel_body = pose.so3().inverse() * (gt_spline.transAccelWorld(t_ns) + g); // accel_body + accel_bias = (I + scale) * meas spline_opt.addAccelMeasurement( t_ns, accel_bias_full.invertCalibration(accel_body)); } for (int64_t t_ns = 0; t_ns < gt_spline.maxTimeNs(); t_ns += dt_ns) { Eigen::Vector3d rot_vel_body = gt_spline.rotVelBody(t_ns); spline_opt.addGyroMeasurement( t_ns, gyro_bias_full.invertCalibration(rot_vel_body)); } spline_opt.resetCalib(0, {}); spline_opt.initSpline(gt_spline); spline_opt.init(); double error; double reprojection_error; int num_inliers; for (int i = 0; i < 10; i++) spline_opt.optimize(false, true, false, false, true, false, 0.002, error, num_inliers, reprojection_error); ASSERT_TRUE( spline_opt.getAccelBias().getParam().isApprox(accel_bias_full.getParam())) << "spline_opt.getCalib().accel_bias " << spline_opt.getGyroBias().getParam().transpose() << " and accel_bias " << accel_bias_full.getParam().transpose() << " are not the same"; ASSERT_TRUE( spline_opt.getGyroBias().getParam().isApprox(gyro_bias_full.getParam())) << "spline_opt.getCalib().gyro_bias " << spline_opt.getGyroBias().getParam().transpose() << " and gyro_bias " << gyro_bias_full.getParam().transpose() << " are not the same"; ASSERT_TRUE(spline_opt.getG().isApprox(g)) << "spline_opt.getG() " << spline_opt.getG().transpose() << " and g " << g.transpose() << " are not the same"; for (int64_t t_ns = 0; t_ns < gt_spline.maxTimeNs(); t_ns += 1e7) { Sophus::SE3d pose_gt = gt_spline.pose(t_ns); Sophus::SE3d pose = spline_opt.getSpline().pose(t_ns); Eigen::Vector3d pos_gt = pose_gt.translation(); Eigen::Vector3d pos = pose.translation(); Eigen::Vector4d quat_gt = pose_gt.unit_quaternion().coeffs(); Eigen::Vector4d quat = pose.unit_quaternion().coeffs(); Eigen::Vector3d accel_gt = gt_spline.transAccelWorld(t_ns); Eigen::Vector3d accel = spline_opt.getSpline().transAccelWorld(t_ns); Eigen::Vector3d gyro_gt = gt_spline.rotVelBody(t_ns); Eigen::Vector3d gyro = spline_opt.getSpline().rotVelBody(t_ns); ASSERT_TRUE(pos_gt.isApprox(pos)) << "pos_gt and pos are not the same"; ASSERT_TRUE(quat_gt.isApprox(quat)) << "quat_gt and quat are not the same"; ASSERT_TRUE(accel_gt.isApprox(accel)) << "accel_gt and accel are not the same"; ASSERT_TRUE(gyro_gt.isApprox(gyro)) << "gyro_gt and gyro are not the same"; } }