Calibration results =================== Normalized Residuals ---------------------------- Reprojection error (cam0): mean 0.5756339903638292, median 0.5040850461969275, std: 0.35034687540085896 Gyroscope error (imu0): mean 31.07630075580845, median 29.36921808918376, std: 14.512141670905912 Accelerometer error (imu0): mean 0.5322902782172299, median 0.34297752856282204, std: 0.8001514082263201 Residuals ---------------------------- Reprojection error (cam0) [px]: mean 0.5756339903638292, median 0.5040850461969275, std: 0.35034687540085896 Gyroscope error (imu0) [rad/s]: mean 0.0006382817204980002, median 0.0006032196431276149, std: 0.00029806748321179247 Accelerometer error (imu0) [m/s^2]: mean 0.009581225007910138, median 0.0061735955141307974, std: 0.014402725348073764 Transformation (cam0): ----------------------- T_ci: (imu0 to cam0): [[ 0.00553725 0.99830489 0.05793686 0.04323875] [ 0.99979833 -0.00440848 -0.01959246 -0.13672538] [-0.01930383 0.05803366 -0.99812798 -0.13344563] [ 0. 0. 0. 1. ]] T_ic: (cam0 to imu0): [[ 0.00553725 0.99979833 -0.01930383 0.13388237] [ 0.99830489 -0.00440848 0.05803366 -0.03602387] [ 0.05793686 -0.01959246 -0.99812798 -0.13837972] [ 0. 0. 0. 1. ]] timeshift cam0 to imu0: [s] (t_imu = t_cam + shift) 0.03103310280098795 Gravity vector in target coords: [m/s^2] [ 9.79793261 -0.35600428 -0.20542722] Calibration configuration ========================= cam0 ----- Camera model: pinhole Focal length: [764.6113, 764.4725] Principal point: [656.8556, 519.2676] Distortion model: radtan Distortion coefficients: [-0.3326, 0.1242, 0.00028155, 8.7935e-05] Type: aprilgrid Tags: Rows: 6 Cols: 6 Size: 0.055 [m] Spacing 0.0165 [m] IMU configuration ================= IMU0: ---------------------------- Model: calibrated Update rate: 200.0 Accelerometer: Noise density: 0.0012727922061357858 Noise density (discrete): 0.018000000000000002 Random walk: 0.00024682682989768704 Gyroscope: Noise density: 1.4523393128996995e-06 Noise density (discrete): 2.0539179534703772e-05 Random walk: 0.000650445807572307 T_i_b [[1. 0. 0. 0.] [0. 1. 0. 0.] [0. 0. 1. 0.] [0. 0. 0. 1.]] time offset with respect to IMU0: 0.0 [s]